Inducing cellular immune responses to Plasmodium falciparum using peptide and nucleic acid compositions (2024)

This application is a continuation-in-part of U.S. application Ser. No. 09/017,743, filed Feb. 3, 1998 (abandoned); and is a continuation-in-part of U.S. application Ser. No. 08/821,739, filed Mar. 20, 1997 (abandoned); and is a continuation-in-part of U.S. application Ser. No. 08/452,843, filed May 30, 1995 (abandoned); and is a continuation-in-part of U.S. application Ser. No. 08/454,033, filed May 26, 1995 (abandoned); and is a continuation-in-part of U.S. application Ser. No. 08/344,824, filed Nov. 23, 1994 (abandoned); said Ser. No. 09/017,743 (abandoned) is a continuation-in-part of U.S. application Ser. No. 08/753,615, filed Nov. 23, 1996 (abandoned); which is a continuation-in-part of U.S. application Ser. No. 08/590,298, filed Jan. 23, 1996 (abandoned); which is a continuation-in-part of said Ser. No. 08/452,843, filed May 30, 1995 (abandoned); which is a continuation-in-part of said Ser. No. 08/344,824, filed Nov. 23, 1994 (abandoned); which is a continuation-in-part of U.S. application Ser. No. 08/278,634, filed Jul. 21, 1994 (abandoned); said Ser. No. 08/821,739 (abandoned) claims the benefit of U.S. Provisional Application No. 60/013,833, filed Mar. 21, 1996 (now inactive); and is a continuation-in-part of U.S. application Ser. No. 08/451,913, filed May 26, 1995 (abandoned).

This application is related to U.S. Ser. No. 09/189,702 filed Nov. 10, 1998, now U.S. Pat. No. 7,252,829, which is a CIP of U.S. Ser. No. 08/205,713 filed Mar. 4, 1994 (abandoned), which is a CIP of Ser. No. 08/159,184 filed Nov. 29, 1993 and now abandoned, which is a CIP of Ser. No. 08/073,205 filed Jun. 4, 1993 and now abandoned, which is a CIP of Ser. No. 08/027,146 filed Mar. 5, 1993 and now abandoned. The present application is also related to U.S. Ser. No. 09/226,775 (abandoned), which is a CIP of abandoned U.S. Ser. No. 08/815,396, which claims benefit of abandoned U.S. Ser. No. 60/013,113 filed Mar. 21, 1996. Furthermore, the present application is related to U.S. Ser. No. 09/017,735 (abandoned), which is a CIP of abandoned U.S. Ser. No. 08/589,108; U.S. Ser. No. 08/454,033 (abandoned); and U.S. Ser. No. 08/349,177 (abandoned). The present application is also related to U.S. Ser. No. 09/017,524 (abandoned), U.S. Ser. No. 08/821,739 (abandoned), which claims benefit of abandoned U.S. Ser. No. 60/013,833 filed Mar. 21, 1996; and U.S. Ser. No. 08/347,610 (abandoned), which is a CIP of U.S. Ser. No. 08/159,339, now U.S. Pat. No. 6,037,135, which is a CIP of abandoned U.S. Ser. No. 08/103,396, which is a CIP of abandoned U.S. Ser. No. 08/027,746, which is a CIP of abandoned U.S. Ser. No. 07/926,666. The present application is also related to U.S. Ser. No. 09/017,743 (abandoned), which is a CIP of abandoned U.S. Ser. No. 08/590,298; and U.S. Ser. No. 08/452,843 (abandoned), which is a CIP of U.S. Ser. No. 08/344,824 (abandoned), which is a CIP of abandoned U.S. Ser. No. 08/278,634. The present application is also related to PCT application PCT/US99/12066 filed May 28, 1999 which claims benefit of provisional U.S. Ser. No. 60/087,192, filed May 29, 1998 (now inactive), and U.S. Ser. No. 09/009,953 (abandoned), which is a CIP of abandoned U.S. Ser. No. 60/036,713 and abandoned U.S. Ser. No. 60/037,432. In addition, the present application is related to U.S. Ser. No. 09/098,584 (abandoned), U.S. Ser. No. 09/239,043 now U.S. Pat. No. 6,689,363, and to Provisional U.S. Patent Application 60/117,486 filed Jan. 27, 1999 (now inactive). The present application is also related to Ser. No. 09/350,401 filed Jul. 8, 1999, and U.S. Ser. No. 09/357,737 filed Jul. 19, 1999. All of the above applications are incorporated herein by reference.

This invention was funded, in part, by the United States government under grants with the National Institutes of Health. The U.S. government has certain rights in this invention.

The Substitute Sequence Listing written in file Substitute Sequence Listing 20600040004, 699,629 bytes, created on Mar. 14, 2003, on compact discs for application Ser. No. 09/390,061, Sette et al., Inducing Cellular Immune Responses to Plasmodium falciparum Using Peptide and Nucleic Acid Compositions, is herein incorporated-by-reference.

INDEX
I.Background of the Invention
II.Summary of the Invention
III. Brief Description of the Figures
IV.Detailed Description of the Invention
A.Definitions
B.Stimulation of CTL and HTL responses
C.Binding Affinity of Peptide Epitopes for HLA Molecules
D.Peptide Epitope Binding Motifs and Supermotifs
 1.HLA-A1 supermotif
 2.HLA-A2 supermotif
 3.HLA-A3 supermotif
 4.HLA-A24 supermotif
 5.HLA-B7 supermotif
 6.HLA-B27 supermotif
 7.HLA-B44 supermotif
 8.HLA-B58 supermotif
 9.HLA-B62 supermotif
10.HLA-A1 motif
11.HLA-A2.1 motif
12.HLA-A3 motif
13.HLA-A11 motif
14.HLA-A24 motif
15.HLA-DR-1-4-7 supermotif
16.HLA-DR3 motifs
E.Enhancing Population Coverage of the Vaccine
F.Immune Response-Stimulating Peptide Epitope Analogs
G.Computer Screening of Protein Sequences from Disease-
Related Antigens for Supermotif- or Motif-Containing Epitopes
H.Preparation of Peptide Epitopes
I.Assays to Detect T-Cell Responses
J.Use of Peptide Epitopes for Evaluating Immune Responses
K.Vaccine Compositions
 1.Minigene Vaccines
 2.Combinations of CTL Peptides with Helper Peptides
L.Administration of Vaccines for Therapeutic or Prophylactic
Purposes
M.Kits
V.Examples
VI.Claims
VII.Abstract

Malaria, which is caused by infection with the parasite Plasmodium falciparum (PF), represents a major world health problem. Approximately 500 million people in the world are at risk from the disease, with approximately 200 million people actually harboring the parasites. An estimated 1 to 2 million deaths occur each year due to malaria. (Miller et al., Science 234:1349, 1986).

Fatal outcomes are not confined to first infections, and constant exposure is apparently a prerequisite for maintaining immunity. Naturally acquired sterile immunity is rare, if it exists at all. Accordingly, major efforts to develop an efficacious malaria vaccine have been undertaken.

Human volunteers injected with irradiated PF sporozoites are resistant to subsequent sporozoite challenges, which demonstrates that development of a malaria vaccine is indeed immunologically feasible. Furthermore, these immune individuals developed a vigorous response, including antibodies, and cytotoxic T lymphocyte (CTL) and helper T lymphocyte (HTL) components, directed against multiple antigens. Reproducing the breadth and multiplicity of this response in a vaccine, however, is a task of large proportions. The epitope approach, as described herein, may represent a solution to this challenge, in that it allows the incorporation of various antibody, CTL and HTL epitopes, from various proteins, in a single vaccine composition.

Anti-sporozoite antibodies are by themselves, in general, not completely efficacious in clearing the infection (Egan et al., Science 236:453, 1987). However, high concentrations of antibodies directed against the repeated region of the major B cell antigen of the sporozoite/circ*msporozoite protein (CSP) have been shown to prevent liver cell infection in certain experimental models (Egan et al., Science 236:453, 1987; Potocnjak, P. et al., Science 207:71, 1980). The present inventors have shown that constructs encompassing CSP-repeat B cell epitopes and the optimized helper epitope PADRE™ (San Diego, Calif.) are highly immunogenic, and can protect in vitro against sporozoite invasion in both mouse and human liver cells, and protect mice in vivo against live sporozoite challenge (Franke et al., Vaccine 17:1201-1205, 1999)

PF-specific CD4+ T cells also have a role in malarial immunity beyond providing help for B cell and CTL responses. Experiments by Renia et al. (Renia, et al., Proc. Natl. Acad. Sci. USA 88:7963, 1991) demonstrated that HTLs directed against the Plasmodium yoelli CS protein could in fact adoptivley transfer protection against malaria.

Considerable data implicate CTLs in protection against pre-erythrocytic-stage malaria. CD8+ CTLs can eliminate Plasmodium berghei- or Plasmodium yoelii-infected mouse hepatocytes from in vitro culture in a major histocompatibility complex (MHC)-restricted and antigen-restricted manner (Hoffman et al., Science 244:1078-1081, 1989; Weiss et al., J. Exp. Med. 171:763-773, 1990). Further, it has also been shown that the immunity that developed in mice vaccinated with irradiated sporozoites is also dependent upon the present of CD8+ T cells. These T cells accumulate in inflammatory liver infiltrates subsequent to challenge. Passive transfer of circ*msporozoite (CSP)-specific CTL clones as long as three hours after inoculation of sporozoites (i.e., after the parasites have left the bloodstream and infected liver cells) were capable of protecting animals against infection (Romero et al., Nature 341:323, 1989).

It is notable that CTL-restricted responses directed against a single antigen are insufficient to protect mice with different MHC alleles, and a combination of multiple antigens was required even to protect mice from the most common laboratory strains of Plasmodium. These data indicate that a combination of epitopes form several antigens is necessary to elicit a protective CTL response.

Indirect evidence that CTLs are important in protective immunity against Pf in humans has also accumulated. It has been reported that cytotoxic CD8+ T cells can be identified in humans immunized with PF sporozoites (Moreno, et al., Int. Immunol. 3:997, 1991). Further, humans immunized with irradiated sporozoites or naturally exposed to malaria can generate a CTL response to the pre-erythrocytic-stage antigens, CSP, sporozoite surface protein 2 (SSP2), liver-stage antigen-1 (LSA-1), and exported protein-1 (Exp-1) (see, e.g. Malik et al., Proc. Natl. Acad. Sci. USA 88, 3300-3304, 1991; Doolan et al., Int. Immunol. 3:511-516, 1991; Hill et al., Nature 360:434-439, 1992). Additionally, there is evidence that the polymorphism within the CSP may be the result of selection by CTLs of parasites that express variant forms (MCutchan and Water, Immunol. Lett. 25:23-26, 1990). This is based on the observation that the variation is nonsynonymous at the nucleotide level, thereby indicating selective pressure at the protein level. The polymorphism primarily maps to identified CTL and T helper epitopes (Doolan et al., Int. Immunol. 5:27-46, 1993); and CTL responses to some of the parasite variants do not cross-react (Hill et al., supra). Finally, the MHC class I human leukocyte antigen (HLA)-Bw53 has been associated with resistance to severe malaria in The Gambia, and CTLs to a conserved epitope restricted by the HLA-Bw53 allele have been identified on P. falciparum LSA-1 (Hill et al., Nature 352:595-600, 1991; Hill et al., Nature 340:434-439, 1992). Since HLA-Bw53 is found in 15%-40% of the population of sub-Saharan Africa but in less than 1% of Caucasians and Asians, these data suggest evolutionary selection on the basis of protection against severe malaria.

Thus, antibody, and both HLA class I and class II restricted responses directed against multiple sporozoite antigens appear to be involved in generating protective immunity to malaria. Furthermore, several important antigenic epitopes against which humoral and cellular immunity is focused have already been exactly delineated.

HLA class I molecules are expressed on the surface of almost all nucleated cells. Following intracellular processing of antigens, epitopes from the antigens are presented as a complex with the HLA class I molecules on the surface of such cells. CTL recognize the peptide-HLA class I complex, which then results in the destruction of the cell bearing the HLA-peptide complex directly by the CTL and/or via the activation of non-destructive mechanisms e.g., the production of interferon.

In view of the heterogeneous immune response observed with PF infection, induction of a multi-specific cellular immune response directed simultaneously against multiple PF epitopes appears to be important for the development of an efficacious vaccine against PF. There is a need, however, to establish vaccine embodiments that elicit immune responses that correspond to responses seen in patients that clear PF infection.

The information provided in this section is intended to disclose the presently understood state of the art as of the filing date of the present application. Information is included in this section which was generated subsequent to the priority date of this application. Accordingly, information in this section is not intended, in any way, to delineate the priority date for the invention.

This invention applies our knowledge of the mechanisms by which antigen is recognized by T cells, for example, to develop epitope-based vaccines directed towards PF. More specifically, this application communicates our discovery of specific epitope pharmaceutical compositions and methods of use in the prevention and treatment of PF infection.

Upon development of appropriate technology, the use of epitope-based vaccines has several advantages over current vaccines, particularly when compared to the use of whole antigens in vaccine compositions. There is evidence that the immune response to whole antigens is directed largely toward variable regions of the antigen, allowing for immune escape due to mutations. The epitopes for inclusion in an epitope-based vaccine are selected from conserved regions of antigens of pathogenic organisms or tumor-associated antigens, which thereby reduces the likelihood of escape mutants. Furthermore, immunosuppressive epitopes that may be present in whole antigens can be avoided with the use of epitope-based vaccines.

An additional advantage of an epitope-based vaccine approach is the ability to combine selected epitopes (CTL and HTL), and further, to modify the composition of the epitopes, achieving, for example, enhanced immunogenicity. Accordingly, the immune response can be modulated, as appropriate, for the target disease. Similar engineering of the response is not possible with traditional approaches.

Another major benefit of epitope-based immune-stimulating vaccines is their safety. The possible pathological side effects caused by infectious agents or whole protein antigens, which might have their own intrinsic biological activity, is eliminated.

An epitope-based vaccine also provides the ability to direct and focus an immune response to multiple selected antigens from the same pathogen. Thus, patient-by-patient variability in the immune response to a particular pathogen may be alleviated by inclusion of epitopes from multiple antigens from that pathogen in a vaccine composition. A “pathogen” may be an infectious agent or a tumor associated molecule.

One of the most formidable obstacles to the development of broadly efficacious epitope-based immunotherapeutics, however, has been the extreme polymorphism of HLA molecules. To date, effective non-genetically biased coverage of a population has been a task of considerable complexity; such coverage has required that epitopes be used that are specific for HLA molecules corresponding to each individual HLA allele; impractically large numbers of epitopes would therefore have to be used in order to cover ethnically diverse populations. Thus, there has existed a need for peptide epitopes that are bound by multiple HLA antigen molecules for use in epitope-based vaccines. The greater the number of HLA antigen molecules bound, the greater the breadth of population coverage by the vaccine.

Furthermore, as described herein in greater detail, a need has existed to modulate peptide binding properties, e.g., so that peptides that are able to bind to multiple HLA antigens do so with an affinity that will stimulate an immune response. Identification of epitopes restricted by more than one HLA allele at an affinity that correlates with immunogenicity is important to provide thorough population coverage, and to allow the elicitation of responses of sufficient vigor to prevent or clear an infection in a diverse segment of the population. Such a response can also target a broad array of epitopes. The technology disclosed herein provides for such favored immune responses.

In a preferred embodiment, epitopes for inclusion in vaccine compositions of the invention are selected by a process whereby protein sequences of known antigens are evaluated for the presence of motif or supermotif-bearing epitopes. Peptides corresponding to a motif- or supermotif-bearing epitope are then synthesized and tested for the ability to bind to the HLA molecule that recognizes the selected motif. Those peptides that bind at an intermediate or high affinity i.e., an IC50 (or a KD value) of 500 nM or less for HLA class I molecules or an IC50 of 1000 nM or less for HLA class II molecules, are further evaluated for their ability to induce a CTL or HTL response. Immunogenic peptide epitopes are selected for inclusion in vaccine compositions.

Supermotif-bearing peptides may additionally be tested for the ability to bind to multiple alleles within the HLA supertype family. Moreover, peptide epitopes may be analogued to modify binding affinity and/or the ability to bind to multiple alleles within an HLA supertype.

The invention also includes embodiments comprising methods for monitoring or evaluating an immune response to PF in patient having a known HLA-type. Such methods comprise incubating a T cell sample from the patient with a peptide composition comprising an PF epitope consisting essentially of an amino acid sequence described in Tables VII to Table XX or Table XXII which binds the product of at least one HLA allele present in the patient, and detecting for the presence of a T cell that binds to the peptide. A CTL peptide epitope may, for example, be used as a component of a tetrameric complex for such an analysis.

An alternative modality for defining the peptide epitopes in accordance with the invention is to recite the physical properties, such as length; primary structure; or charge, which are correlated with binding to a particular allele-specific HLA molecule or group of allele-specific HLA molecules. A further modality for defining peptide epitopes is to recite the physical properties of an HLA binding pocket, or properties shared by several allele-specific HLA binding pockets (e.g. pocket configuration and charge distribution) and reciting that the peptide epitope fits and binds to said pocket or pockets.

As will be apparent from the discussion below, other methods and embodiments are also contemplated. Further, novel synthetic peptides produced by any of the methods described herein are also part of the invention.

FIG. 1: FIG. 1 provides a graph of total frequency of genotypes as a function of the number of PF candidate epitopes bound by HLA-A and B molecules, in an average population.

The peptide epitopes and corresponding nucleic acid compositions of the present invention are useful for stimulating an immune response to PF by stimulating the production of CTL or HTL responses. The peptide epitopes, which are derived directly or indirectly from native PF protein amino acid sequences, are able to bind to HLA molecules and stimulate an immune response to PF. The complete sequence of the PF proteins to be analyzed can be obtained from Genbank. Peptide epitopes and analogs thereof can also be readily determined from sequence information that may subsequently be discovered for heretofore unknown variants of PF, as will be clear from the disclosure provided below.

The peptide epitopes of the invention have been identified in a number of ways, as will be discussed below. Also discussed in greater detail is that analog peptides have been derived and the binding activity for HLA molecules modulated by modifying specific amino acid residues to create peptide analogs exhibiting altered immunogenicity. Further, the present invention provides compositions and combinations of compositions that enable epitope-based vaccines that are capable of interacting with HLA molecules encoded by various genetic alleles to provide broader population coverage than prior vaccines.

The invention can be better understood with reference to the following definitions, which are listed alphabetically:

A “computer” or “computer system” generally includes: a processor; at least one information storage/retrieval apparatus such as, for example, a hard drive, a disk drive or a tape drive; at least one input apparatus such as, for example, a keyboard, a mouse, a touch screen, or a microphone; and display structure. Additionally, the computer may include a communication channel in communication with a network. Such a computer may include more or less than what is listed above.

“Cross-reactive binding” indicates that a peptide is bound by more than one HLA molecule; a synonym is degenerate binding.

A “cryptic epitope” elicits a response by immunization with an isolated peptide, but the response is not cross-reactive in vitro when intact whole protein which comprises the epitope is used as an antigen.

A “dominant epitope” is an epitope that induces an immune response upon immunization with a whole native antigen (see, e.g., Sercarz, et al., Annu. Rev. Immunol. 11:729-766, 1993). Such a response is cross-reactive in vitro with an isolated peptide epitope.

With regard to a particular amino acid sequence, an “epitope” is a set of amino acid residues which is involved in recognition by a particular immunoglobulin, or in the context of T cells, those residues necessary for recognition by T cell receptor (TCR) proteins and/or Major Histocompatibility Complex (MHC) receptors. In an immune system setting, in vivo or in vitro, an epitope is the collective features of a molecule, such as primary, secondary and tertiary peptide structure, and charge, that together form a site recognized by an immunoglobulin, TCR or HLA molecule. Throughout this disclosure epitope and peptide are often used interchangeably. It is to be appreciated, however, that isolated or purified protein or peptide molecules larger than and comprising an epitope of the invention are still within the bounds of the invention.

“Human Leukocyte Antigen” or “HLA” is a human class I or class II MHC protein (see, e.g., Stites, et al., IMMUNOLOGY, 8TH ED., Lange Publishing, Los Altos, Calif. (1994).

An “HLA supertype or family”, as used herein, describes sets of HLA molecules grouped on the basis of shared peptide-binding specificities. HLA class I molecules that share somewhat similar binding affinity for peptides bearing certain amino acid motifs are grouped into HLA supertypes. The terms HLA superfamily, HLA supertype family, HLA family, and HLA xx-like molecules (where xx denotes a particular HLA type), are synonyms.

Throughout this disclosure, results are expressed in terms of “IC50's.” IC50 is the concentration of peptide in a binding assay at which 50% inhibition of binding of a reference peptide is observed. Given the conditions in which the assays are run (i.e., limiting HLA proteins and labeled peptide concentrations), these values approximate KD values. Assays for determining binding are described in detail, e.g., in PCT publications WO 94/20127 and WO 94/03205. It should be noted that IC50 values can change, often dramatically, if the assay conditions are varied, and depending on the particular reagents used (e.g., HLA preparation, etc.). For example, excessive concentrations of HLA molecules will increase the apparent measured IC50 of a given ligand.

Alternatively, binding is expressed relative to a reference peptide. Although as a particular assay becomes more, or less, sensitive, the IC50's of the peptides tested may change somewhat, the binding relative to the reference peptide will not significantly change. For example, in an assay run under conditions such that the IC50 of the reference peptide increases 10-fold, the IC50 values of the test peptides will also shift approximately 10-fold. Therefore, to avoid ambiguities, the assessment of whether a peptide is a good, intermediate, weak, or negative binder is generally based on its IC50, relative to the IC50 of a standard peptide.

Binding may also be determined using other assay systems including those using: live cells (e.g., Ceppellini et al., Nature 339:392, 1989; Christnick et al., Nature 352:67, 1991; Busch et al., Immunol. 2:443, 1990; Hill et al., J. Immunol. 147:189, 1991; del Guercio et al., J. Immunol. 154:685, 1995), cell free systems using detergent lysates (e.g., Cerundolo et al., J. Immunol. 21:2069, 1991), immobilized purified MHC (e.g., Hill et al., J. Immunol. 152, 2890, 1994; Marshall et al., J. Immunol. 152:4946, 1994), ELISA systems (e.g., Reay et al., EMBO J. 11:2829, 1992), surface plasmon resonance (e.g., Khilko et al., J. Biol. Chem. 268:15425, 1993); high flux soluble phase assays (Hammer et al., J. Exp. Med. 180:2353, 1994), and measurement of class I MHC stabilization or assembly (e.g., Ljunggren et al., Nature 346:476, 1990; Schumacher et al., Cell 62:563, 1990; Townsend et al., Cell 62:285, 1990; Parker et al., J. Immunol. 149:1896, 1992).

As used herein, “high affinity” with respect to HLA class I molecules is defined as binding with an IC50, or KD value, of 50 nM or less; “intermediate affinity” is binding with an IC50 or KD value of between about 50 and about 500 nM. “High affinity” with respect to binding to HLA class II molecules is defined as binding with an IC50 or KD value of 100 nM or less; “intermediate affinity” is binding with an IC50 or KD value of between about 100 and about 1000 nM.

The terms “identical” or percent “identity,” in the context of two or more peptide sequences, refer to two or more sequences or subsequences that are the same or have a specified percentage of amino acid residues that are the same, when compared and aligned for maximum correspondence over a comparison window, as measured using a sequence comparison algorithm or by manual alignment and visual inspection.

An “immunogenic peptide” or “peptide epitope” is a peptide that comprises an allele-specific motif or supermotif such that the peptide will bind an HLA molecule and induce a CTL and/or HTL response. Thus, immunogenic peptides of the invention are capable of binding to an appropriate HLA molecule and thereafter inducing a cytotoxic T cell response, or a helper T cell response, to the antigen from which the immunogenic peptide is derived.

The phrases “isolated” or “biologically pure” refer to material which is substantially or essentially free from components which normally accompany the material as it is found in its native state. Thus, isolated peptides in accordance with the invention preferably do not contain materials normally associated with the peptides in their in situ environment.

“Major Histocompatibility Complex” or “MHC” is a cluster of genes that plays a role in control of the cellular interactions responsible for physiologic immune responses. In humans, the MHC complex is also known as the HLA complex. For a detailed description of the MHC and HLA complexes, see, Paul, FUNDAMENTAL IMMUNOLOGY, 3RD ED., Raven Press, New York, 1993.

The term “motif” refers to the pattern of residues in a peptide of defined length, usually a peptide of from about 8 to about 13 amino acids for a class I HLA motif and from about 6 to about 25 amino acids for a class II HLA motif, which is recognized by a particular HLA molecule. Peptide motifs are typically different for each protein encoded by each human HLA allele and differ in the pattern of the primary and secondary anchor residues.

A “negative binding residue” or “deleterious residue” is an amino acid which, if present at certain positions (typically not primary anchor positions) in a peptide epitope, results in decreased binding affinity of the peptide for the peptide's corresponding HLA molecule.

The term “peptide” is used interchangeably with “oligopeptide” in the present specification to designate a series of residues, typically L-amino acids, connected one to the other, typically by peptide bonds between the alpha-amino and carboxyl groups of adjacent amino acids. The preferred CTL-inducing peptides of the invention are 13 residues or less in length and usually consist of between about 8 and about 11 residues, preferably 9 or 10 residues. The preferred HTL-inducing peptides are less than about 50 residues in length and usually consist of between about 6 and about 30 residues, more usually between about 12 and 25, and often between about 15 and 20 residues.

“Pharmaceutically acceptable” refers to a non-toxic, inert, and physiologically compatible composition.

A “primary anchor residue” is an amino acid at a specific position along a peptide sequence which is understood to provide a contact point between the immunogenic peptide and the HLA molecule. One to three, usually two, primary anchor residues within a peptide of defined length generally defines a “motif” for an immunogenic peptide. These residues are understood to fit in close contact with peptide binding grooves of an HLA molecule, with their side chains buried in specific pockets of the binding grooves themselves. In one embodiment, for example, the primary anchor residues are located at position 2 (from the amino terminal position) and at the carboxyl terminal position of a 9-residue peptide epitope in accordance with the invention. The primary anchor positions for each motif and supermotif are set forth in Table 1. For example, analog peptides can be created by altering the presence or absence of particular residues in these primary anchor positions. Such analogs are used to modulate the binding affinity of a peptide comprising a particular motif or supermotif.

“Promiscuous recognition” is where a distinct peptide is recognized by the same T cell clone in the context of various HLA molecules. Promiscuous recognition or binding is synonymous with cross-reactive binding.

A “protective immune response” or “therapeutic immune response” refers to a CTL and/or an HTL response to an antigen derived from an infectious agent or a tumor antigen, which prevents or at least partially arrests disease symptoms or progression. The immune response may also include an antibody response which has been facilitated by the stimulation of helper T cells.

The term “residue” refers to an amino acid or amino acid mimetic incorporated into an oligopeptide by an amide bond or amide bond mimetic.

A “secondary anchor residue” is an amino acid at a position other than a primary anchor position in a peptide which may influence peptide binding. A secondary anchor residue occurs at a significantly higher frequency amongst bound peptides than would be expected by random distribution of amino acids at one position. The secondary anchor residues are said to occur at “secondary anchor positions.” A secondary anchor residue can be identified as a residue which is present at a higher frequency among high or intermediate affinity binding peptides, or a residue otherwise associated with high or intermediate affinity binding. For example, analog peptides can be created by altering the presence or absence of particular residues in these secondary anchor positions. Such analogs are used to finely modulate the binding affinity of a peptide comprising a particular motif or supermotif.

A “subdominant epitope” is an epitope which evokes little or no response upon immunization with whole antigens which comprise the epitope, but for which a response can be obtained by immunization with an isolated peptide, and this response (unlike the case of cryptic epitopes) is detected when whole protein is used to recall the response in vitro or in vivo.

A “supermotif” is a peptide binding specificity shared by HLA molecules encoded by two or more HLA alleles. Preferably, a supermotif-bearing peptide is recognized with high or intermediate affinity (as defined herein) by two or more HLA antigens.

“Synthetic peptide” refers to a peptide that is not naturally occurring, but is man-made using such methods as chemical synthesis or recombinant DNA technology.

The nomenclature used to describe peptide compounds follows the conventional practice wherein the amino group is presented to the left (the N-terminus) and the carboxyl group to the right (the C-terminus) of each amino acid residue. When amino acid residue positions are referred to in a peptide epitope they are numbered in an amino to carboxyl direction with position one being the position closest to the amino terminal end of the epitope, or the peptide or protein of which it may be a part. In the formulae representing selected specific embodiments of the present invention, the amino- and carboxyl-terminal groups, although not specifically shown, are in the form they would assume at physiologic pH values, unless otherwise specified. In the amino acid structure formulae, each residue is generally represented by standard three letter or single letter designations. The L-form of an amino acid residue is represented by a capital single letter or a capital first letter of a three-letter symbol, and the D-form for those amino acids having D-forms is represented by a lower case single letter or a lower case three letter symbol. Glycine has no asymmetric carbon atom and is simply referred to as “Gly” or G. Symbols for the amino acids are shown below.

Single Three
Letter SymbolLetter SymbolAmino Acids
AAlaAlanine
CCysCysteine
DAspAspartic Acid
EGluGlutamic Acid
FPhePhenylalanine
GGlyGlycine
HHisHistidine
IIleIsoleucine
KLysLysine
LLeuLeucine
MMetMethionine
NAsnAsparagine
PProProline
QGlnGlutamine
RArgArginine
SSerSerine
TThrThreonine
VValValine
WTrpTryptophan
YTyrTyrosine

The mechanism by which T cells recognize antigens has been delineated during the past ten years. Based on our understanding of the immune system we have developed efficacious peptide epitope vaccine compositions that can induce a therapeutic or prophylactic immune response to PF in a broad population. For an understanding of the value and efficacy of the claimed compositions, a brief review of immunology-related technology is provided.

A complex of an HLA molecule and a peptidic antigen acts as the ligand recognized by HLA-restricted T cells (Buus, S. et al., Cell 47:1071, 1986; Babbitt, B. P. et al., Nature 317:359, 1985; Townsend, A. and Bodmer, H., Annu. Rev. Immunol. 7:601, 1989; Germain, R. N., Annu. Rev. Immunol. 11:403, 1993). Through the study of single amino acid substituted antigen analogs and the sequencing of endogenously bound, naturally processed peptides, critical residues that correspond to motifs required for specific binding to HLA antigen molecules have been identified and are described herein and are set forth in Tables I, II, and III (see also, e.g., Southwood, et al., J. Immunol. 160:3363, 1998; Rammensee, et al., Immunogenetics 41:178, 1995; Rammensee et al., SYFPEITHI, access via web at: http://134.2.96.221/scripts.hlaserver.dll/home.htm; Sette, A. and Sidney, J. Curr. Opin. Immunol. 10:478, 1998; Engelhard, V. H., Curr. Opin. Immunol. 6:13, 1994; Sette, A. and Grey, H. M., Curr. Opin. Immunol. 4:79, 1992; Sinigaglia, F. and Hammer, J. Curr. Biol. 6:52, 1994; Ruppert et al., Cell 74:929-937, 1993; Kondo et al., J. Immunol. 155:4307-4312, 1995; Sidney et al., J. Immunol. 157:3480-3490, 1996; Sidney et al., Human Immunol. 45:79-93, 1996; Sette, A. and Sidney, J. Immunogenetics, in press, 1999).

Furthermore, x-ray crystallographic analysis of HLA-peptide complexes has revealed pockets within the peptide binding cleft of HLA molecules which accommodate, in an allele-specific mode, residues borne by peptide ligands; these residues in turn determine the HLA binding capacity of the peptides in which they are present. (See, e.g., Madden, D. R. Annu. Rev. Immunol. 13:587, 1995; Smith, et al., Immunity 4:203, 1996; Fremont et al., Immunity 8:305, 1998; Stern et al., Structure 2:245, 1994; Jones, E. Y. Curr. Opin. Immunol. 9:75, 1997; Brown, J. H. et al., Nature 364:33, 1993; Guo, H. C. et al., Proc. Natl. Acad. Sci. USA 90:8053, 1993; Guo, H. C. et al., Nature 360:364, 1992; Silver, M. L. et al., Nature 360:367, 1992; Matsumura, M. et al., Science 257:927, 1992; Madden et al., Cell 70:1035, 1992; Fremont, D. H. et al., Science 257:919, 1992; Saper, M. A., Bjorkman, P. J. and Wiley, D. C., J. Mol. Biol. 219:277, 1991.)

Accordingly, the definition of class I and class II allele-specific HLA binding motifs, or class I or class II supermotifs allows identification of regions within a protein that have the potential of binding particular HLA antigen(s).

The present inventors have found that the correlation of binding affinity with immunogenicity, which is disclosed herein, is an important factor to be considered when evaluating candidate peptides. Thus, by a combination of motif searches and HLA-peptide binding assays, candidates for epitope-based vaccines have been identified. After determining their binding affinity, additional confirmatory work can be performed to select, amongst these vaccine candidates, epitopes with preferred characteristics in terms of population coverage, antigenicity, and immunogenicity.

Various strategies can be utilized to evaluate immunogenicity, including:

1) Evaluation of primary T cell cultures from normal individuals (see, e.g., Wentworth, P. A. et al., Mol. Immunol. 32:603, 1995; Celis, E. et al., Proc. Natl. Acad. Sci. USA 91:2105, 1994; Tsai, V. et al., J. Immunol. 158:1796, 1997; Kawashima, I. et al., Human Immunol. 59:1, 1998); This procedure involves the stimulation of peripheral blood lymphocytes (PBL) from normal subjects with a test peptide in the presence of antigen presenting cells in vitro over a period of several weeks. T cells specific for the peptide become activated during this time and are detected using, e.g., a 51Cr-release assay involving peptide sensitized target cells.

2) Immunization of HLA transgenic mice (see, e.g., Wentworth, P. A. et al., J. Immunol. 26:97, 1996; Wentworth, P. A. et al., Int. Immunol. 8:651, 1996; Alexander, J. et al., J. Immunol. 159:4753, 1997); In this method, peptides in incomplete Freund's adjuvant are administered subcutaneously to HLA transgenic mice. Several weeks following immunization, splenocytes are removed and cultured in vitro in the presence of test peptide for approximately one week. Peptide-specific T cells are detected using, e.g., a 51Cr-release assay involving peptide sensitized target cells and target cells expressing endogenously generated antigen.

3) Demonstration of recall T cell responses from immune individuals who have effectively been vaccinated, recovered from infection, and/or from chronically infected patients (see, e.g., Rehermann, B. et al., J. Exp. Med. 181:1047, 1995; Doolan, D. L. et al., Immunity 7:97, 1997; Bertoni, R. et al., J. Clin. Invest. 100:503, 1997; Threlkeld, S. C. et al., J. Immunol. 159:1648, 1997; Diepolder, H. M. et al., J. Virol. 71:6011, 1997). In applying this strategy, recall responses are detected by culturing PBL from subjects that have been naturally exposed to the antigen, for instance through infection, and thus have generated an immune response “naturally”, or from patients who were vaccinated against the infection. PBL from subjects are cultured in vitro for 1-2 weeks in the presence of test peptide plus antigen presenting cells (APC) to allow activation of “memory” T cells, as compared to “naive” T cells. At the end of the culture period, T cell activity is detected using assays for T cell activity including 51Cr release involving peptide-sensitized targets, T cell proliferation, or lymphokine release.

The following describes the peptide epitopes and corresponding nucleic acids of the invention.

As indicated herein, the large degree of HLA polymorphism is an important factor to be taken into account with the epitope-based approach to vaccine development. To address this factor, epitope selection encompassing identification of peptides capable of binding at high or intermediate affinity to multiple HLA molecules is preferably utilized, most preferably these epitopes bind at high or intermediate affinity to two or more allele-specific HLA molecules.

CTL-inducing peptides of interest for vaccine compositions preferably include those that have an IC50 or binding affinity value for class I HLA molecules of 500 nM or better (i.e., the value is ≦500 nM). HTL-inducing peptides preferably include those that have an IC50 or binding affinity value for class II HLA molecules of 1000 nM or better, (i.e., the value is ≦1,000 nM). For example, peptide binding is assessed by testing the capacity of a candidate peptide to bind to a purified HLA molecule in vitro. Peptides exhibiting high or intermediate affinity are then considered for further analysis. Selected peptides are tested on other members of the supertype family. In preferred embodiments, peptides that exhibit cross-reactive binding are then used in cellular screening analyses or vaccines.

As disclosed herein, higher HLA binding affinity is correlated with greater immunogenicity. Greater immunogenicity can be manifested in several different ways. Immunogenicity corresponds to whether an immune response is elicited at all, and to the vigor of any particular response, as well as to the extent of a population in which a response is elicited. For example, a peptide might elicit an immune response in a diverse array of the population, yet in no instance produce a vigorous response. In accordance with these principles, close to 90% of high binding peptides have been found to be immunogenic, as contrasted with about 50% of the peptides which bind with intermediate affinity. Moreover, higher binding affinity peptides leads to more vigorous immunogenic responses. As a result, less peptide is required to elicit a similar biological effect if a high affinity binding peptide is used. Thus, in preferred embodiments of the invention, high affinity binding epitopes are particularly useful.

The relationship between binding affinity for HLA class I molecules and immunogenicity of discrete peptide epitopes on bound antigens has been determined for the first time in the art by the present inventors. The correlation between binding affinity and immunogenicity was analyzed in two different experimental approaches (see, e.g., Sette, et al., J. Immunol. 153:5586-5592, 1994). In the first approach, the immunogenicity of potential epitopes ranging in HLA binding affinity over a 10,000-fold range was analyzed in HLA-A*0201 transgenic mice. In the second approach, the antigenicity of approximately 100 different hepatitis B virus (HBV)-derived potential epitopes, all carrying A*0201 binding motifs, was assessed by using PBL from acute hepatitis patients. Pursuant to these approaches, it was determined that an affinity threshold value of approximately 500 nM (preferably 50 nM or less) determines the capacity of a peptide epitope to elicit a CTL response. These data are true for class I binding affinity measurements for naturally processed peptides and for synthesized T cell epitopes. These data also indicate the important role of determinant selection in the shaping of T cell responses (see, e.g., Schaeffer et al. Proc. Natl. Acad. Sci. USA 86:4649-4653, 1989).

An affinity threshold associated with immunogenicity in the context of HLA class II DR molecules has also been delineated (see, e.g., Southwood et al. J. Immunology 160:3363-3373, 1998, and U.S. Ser. No. 09/009,953 filed Jan. 21, 1998, now U.S. Pat. No. 6,413,517). In order to define a biologically significant threshold of DR binding affinity, a database of the binding affinities of 32 DR-restricted epitopes for their restricting element (i.e., the HLA molecule that binds the motif) was compiled. In approximately half of the cases (15 of 32 epitopes), DR restriction was associated with high binding affinities, i.e. binding affinity values of 100 nM or less. In the other half of the cases (16 of 32), DR restriction was associated with intermediate affinity (binding affinity values in the 100-1000 nM range). In only one of 32 cases was DR restriction associated with an IC50 of 1000 nM or greater. Thus, 1000 nM can be defined as an affinity threshold associated with immunogenicity in the context of DR molecules.

The binding affinity of peptides for HLA molecules can be determined as described in Example 1, below.

Through the study of single amino acid substituted antigen analogs and the sequencing of endogenously bound, naturally processed peptides, critical residues required for allele-specific binding to HLA molecules have been identified. The presence of these residues correlates with binding affinity for HLA molecules. The identification of motifs and/or supermotifs that correlate with high and intermediate affinity binding is an important issue with respect to the identification of immunogenic peptide epitopes for the inclusion in a vaccine. Kast et al. (J. Immunol. 152:3904-3912, 1994) have shown that motif-bearing peptides account for 90% of the epitopes that bind to allele-specific HLA class I molecules. In this study all possible peptides of 9 amino acids in length and overlapping by eight amino acids (240 peptides), which cover the entire sequence of the E6 and E7 proteins of human papillomavirus type 16, were evaluated for binding to five allele-specific HLA molecules that are expressed at high frequency among different ethnic groups. This unbiased set of peptides allowed an evaluation of the predictive value of HLA class I motifs. From the set of 240 peptides, 22 peptides were identified that bound to an allele-specific HLA molecule with high or intermediate affinity. Of these 22 peptides, 20 (i.e. 91%) were motif-bearing. Thus, this study demonstrates the value of motifs for the identification of peptide epitopes for inclusion in a vaccine: application of motif-based identification techniques will identify about 90% of the potential epitopes in a target antigen protein sequence.

Such peptide epitopes are identified in the Tables described below.

Peptides of the present invention may also comprise epitopes that bind to MHC class II DR molecules. A greater degree of heterogeneity in both size and binding frame position of the motif, relative to the N and C termini of the peptide, exists for class II peptide ligands. This increased heterogeneity of HLA class II peptide ligands is due to the structure of the binding groove of the HLA class II molecule which, unlike its class I counterpart, is open at both ends. Crystallographic analysis of HLA class II DRB*0101-peptide complexes showed that the major energy of binding is contributed by peptide residues complexed with complementary pockets on the DRB*0101 molecules. An important anchor residue engages the deepest hydrophobic pocket (see, e.g., Madden, D. R. Ann. Rev. Immunol. 13:587, 1995) and is referred to as position 1 (P1). P1 may represent the N-terminal residue of a class II binding peptide epitope, but more typically is flanked towards the N-terminus by one or more residues. Other studies have also pointed to an important role for the peptide residue in the 6th position towards the C-terminus, relative to P1, for binding to various DR molecules.

In the past few years evidence has accumulated to demonstrate that a large fraction of HLA class I and class II molecules can be classified into a relatively few supertypes, each characterized by largely overlapping peptide binding repertoires, and consensus structures of the main peptide binding pockets. Thus, peptides of the present invention are identified by any one of several HLA-specific amino acid motifs (see, e.g., Tables I-III), or if the presence of the motif corresponds to the ability to bind several allele-specific HLA antigens, a supermotif. The HLA molecules that bind to peptides that possess a particular amino acid supermotif are collectively referred to as an HLA “supertype.”

The peptide motifs and supermotifs described below, and summarized in Tables I-III, provide guidance for the identification and use of peptide epitopes in accordance with the invention.

Examples of peptide epitopes bearing a respective supermotif or motif are included in Tables as designated in the description of each motif or supermotif below. The Tables include a binding affinity ratio listing for some of the peptide epitopes. The ratio may be converted to IC50 by using the following formula: IC50 of the standard peptide/ratio=IC50 of the test peptide (i.e., the peptide epitope). The IC50 values of standard peptides used to determine binding affinities for Class I peptides are shown in Table IV. The IC50 values of standard peptides used to determine binding affinities for Class II peptides are shown in Table V. The peptides used as standards for the binding assays described herein are examples of standards; alternative standard peptides can also be used when performing binding analyses.

To obtain the peptide epitope sequences listed in each Table, protein sequence data for four P. falciparum antigens were evaluated for the presence of the designated supermotif or motif. These antigens are: EXP-1, LSA-1, SSP2, and CSP. Nineteen sequences were available for CSP, 10 sequences were available for SSP, and one sequence each was available for EXP-1 and LSA-1. Peptide epitopes were additionally evaluated on the basis of their conservancy among the protein sequences for the PF antigens for which multiple sequences were available. A criterion for conservancy requires that the entire sequence of an HLA class I binding peptide be totally (i.e., 100%) conserved in 79% of the sequences available for a specific protein. Similarly, a criterion for conservancy requires that the entire 9-mer core region of an HLA class II binding peptide be totally conserved in 79% of the sequences available for a specific protein. The percent conservancy of the selected peptide epitopes is indicated on the Tables. The frequency, i.e. the number of sequences of the PF protein antigen in which the totally conserved peptide sequence was identified, is also shown. The “pos” (position) column in the Tables designates the amino acid position in the PF protein that corresponds to the first amino acid residue of the epitope. The “number of amino acids” indicates the number of residues in the epitope sequence.

HLA Class I Motifs Indicative of CTL Inducing Peptide Epitopes:

The primary anchor residues of the HLA class I peptide epitope supermotifs and motifs delineated below are summarized in Table I. The HLA class I motifs set out in Table I(a) are those most particularly relevant to the invention claimed here. Primary and secondary anchor positions are summarized in Table II. Allele-specific HLA molecules that comprise HLA class I supertype families are listed in Table VI. In some cases, peptide epitopes may be listed in both a motif and a supermotif Table. The relationship of a particular motif and respective supermotif is indicated in the description of the individual motifs.

IV.D.1. HLA-A1 Supermotif

The HLA-A1 supermotif is characterized by the presence in peptide ligands of a small (T or S) or hydrophobic (L, I, V, or M) primary anchor residue in position 2, and an aromatic (Y, F, or W) primary anchor residue at the C-terminal position of the epitope (see, e.g., Sette and Sidney, Immunogenetics, in press, 1999). The corresponding family of HLA molecules that bind to the A1 supermotif (i.e., the HLA-A1 supertype) is comprised of at least A*0101, A*2601, A*2602, A*2501, and A*3201 (see, e.g., DiBrino, M. et al., J. Immunol. 151:5930, 1993; DiBrino, M. et al., J. Immunol. 152:620, 1994; Kondo, A. et al., Immunogenetics 45:249, 1997). Other allele-specific HLA molecules predicted to be members of the A1 supertype are shown in Table VI. Peptides binding to each of the individual HLA proteins can be modulated by substitutions at primary and/or secondary anchor positions, preferably choosing respective residues specified for the supermotif.

Representative peptide epitopes that comprise the A1 supermotif are set forth on the attached Table VII.

IV.D.2. HLA-A2 Supermotif

Primary anchor specificities for allele-specific HLA-A2.1 molecules (see, e.g., Falk et al., Nature 351:290-296, 1991; Hunt et al., Science 255:1261-1263, 1992; Parker et al., J. Immunol. 149:3580-3587, 1992; Ruppert et al., Cell 74:929-937, 1993) and cross-reactive binding among HLA-A2 and -A28 molecules have been described. (See, e.g., Fruci et al., Human Immunol. 38:187-192, 1993; Tanigaki et al., Human Immunol. 39:155-162, 1994; Del Guercio et al., J. Immunol. 154:685-693, 1995; Kast et al., J. Immunol. 152:3904-3912, 1994 for reviews of relevant data.) These primary anchor residues define the HLA-A2 supermotif; which presence in peptide ligands corresponds to the ability to bind several different HLA-A2 and -A28 molecules. The HLA-A2 supermotif comprises peptide ligands with L, I, V, M, A, T, or Q as a primary anchor residue at position 2 and L, I, V, M, A, or T as a primary anchor residue at the C-terminal position of the epitope.

The corresponding family of HLA molecules (i.e., the HLA-A2 supertype that binds these peptides) is comprised of at least: A*0201, A*0202, A*0203, A*0204, A*0205, A*0206, A*0207, A*0209, A*0214, A*6802, and A*6901. Other allele-specific HLA molecules predicted to be members of the A2 supertype are shown in Table VI. As explained in detail below, binding to each of the individual allele-specific HLA molecules can be modulated by substitutions at the primary anchor and/or secondary anchor positions, preferably choosing respective residues specified for the supermotif.

Representative peptide epitopes that comprise an A2 supermotif are set forth on the attached Table VIII. The motifs comprising the primary anchor residues V, A, T, or Q at position 2 and L, I, V, A, or T at the C-terminal position are those most particularly relevant to the invention claimed herein.

IV.D.3. HLA-A3 Supermotif

The HLA-A3 supermotif is characterized by the presence in peptide ligands of A, L, I, V, M, S, or, T as a primary anchor at position 2, and a positively charged residue, R or K, at the C-terminal position of the epitope, e.g., in position 9 of 9-mers (see, e.g., Sidney et al., Hum. Immunol. 45:79, 1996). Exemplary members of the corresponding family of HLA molecules (the HLA-A3 supertype) that bind the A3 supermotif include at least A*0301, A*1101, A*3101, A*3301, and A*6801. Other allele-specific HLA molecules predicted to be members of the A3 supertype are shown in Table VI. As explained in detail below, peptide binding to each of the individual allele-specific HLA proteins can be modulated by substitutions of amino acids at the primary and/or secondary anchor positions of the peptide, preferably choosing respective residues specified for the supermotif.

Representative peptide epitopes that comprise the A3 supermotif are set forth on the attached Table IX.

IV.D.4. HLA-A24 Supermotif

The HLA-A24 supermotif is characterized by the presence in peptide ligands of an aromatic (F, W, or Y) or hydrophobic aliphatic (L, I, V, M, or T) residue as a primary anchor in position 2, and Y, F, W, L, I, or M as primary anchor at the C-terminal position of the epitope (see, e.g., Sette and Sidney, Immunogenetics, in press, 1999). The corresponding family of HLA molecules that bind to the A24 supermotif (i.e., the A24 supertype) includes at least A*2402, A*3001, and A*2301. Other allele-specific HLA molecules predicted to be members of the A24 supertype are shown in Table VI. Peptide binding to each of the allele-specific HLA molecules can be modulated by substitutions at primary and/or secondary anchor positions, preferably choosing respective residues specified for the supermotif.

Representative peptide epitopes that comprise the A24 supermotif are set forth on the attached Table X.

IV.D.5. HLA-B7 Supermotif

The HLA-B7 supermotif is characterized by peptides bearing proline in position 2 as a primary anchor, and a hydrophobic or aliphatic amino acid (L, I, V, M, A, F, W, or Y) as the primary anchor at the C-terminal position of the epitope. The corresponding family of HLA molecules that bind the B7 supermotif (i.e., the HLA-B7 supertype) is comprised of at least twenty six HLA-B proteins including: B*0702, B*0703, B*0704, B*0705, B*1508, B*3501, B*3502, B*3503, B*3504, B*3505, B*3506, B*3507, B*3508, B*5101, B*5102, B*5103, B*5104, B*5105, B*5301, B*5401, B*5501, B*5502, B*5601, B*5602, B*6701, and B*7801 (see, e.g., Sidney, et al., J. Immunol. 154:247, 1995; Barber, et al., Curr. Biol. 5:179, 1995; Hill, et al., Nature 360:434, 1992; Rammensee, et al., Immunogenetics 41:178, 1995 for reviews of relevant data). Other allele-specific HLA molecules predicted to be members of the B7 supertype are shown in Table VI. As explained in detail below, peptide binding to each of the individual allele-specific HLA proteins can be modulated by substitutions at the primary and/or secondary anchor positions of the peptide, preferably choosing respective residues specified for the supermotif.

Representative peptide epitopes that comprise the B7 supermotif are set forth on the attached Table XI.

IV.D.6. HLA-B27 Supermotif

The HLA-B27 supermotif is characterized by the presence in peptide ligands of a positively charged (R, H, or K) residue as a primary anchor at position 2, and a hydrophobic (F, Y, L, W, M, I, A, or V) residue as a primary anchor at the C-terminal position of the epitope (see, e.g., Sidney and Sette, Immunogenetics, in press, 1999). Exemplary members of the corresponding family of HLA molecules that bind to the B27 supermotif (i.e., the B27 supertype) include at least B*1401, B*1402, B*1509, B*2702, B*2703, B*2704, B*2705, B*2706, B*3801, B*3901, B*3902, and B*7301. Other allele-specific HLA molecules predicted to be members of the B27 supertype are shown in Table VI. Peptide binding to each of the allele-specific HLA molecules can be modulated by substitutions at primary and/or secondary anchor positions, preferably choosing respective residues specified for the supermotif.

Representative peptide epitopes that comprise the B27 supermotif are set forth on the attached Table XII.

IV.D.7. HLA-B44 Supermotif

The HLA-B44 supermotif is characterized by the presence in peptide ligands of negatively charged (D or E) residues as a primary anchor in position 2, and hydrophobic residues (F, W, Y, L, I, M, V, or A) as a primary anchor at the C-terminal position of the epitope (see, e.g., Sidney et al., Immunol. Today 17:261, 1996). Exemplary members of the corresponding family of HLA molecules that bind to the B44 supermotif (i.e., the B44 supertype) include at least: B*1801, B*1802, B*3701, B*4001, B*4002, B*4006, B*4402, B*4403, and B*4006. Peptide binding to each of the allele-specific HLA molecules can be modulated by substitutions at primary and/or secondary anchor positions; preferably choosing respective residues specified for the supermotif.

IV.D.8. HLA-B58 Supermotif

The HLA-B58 supermotif is characterized by the presence in peptide ligands of a small aliphatic residue (A, S, or T) as a primary anchor residue at position 2, and an aromatic or hydrophobic residue (F, W, Y, L, I, V, M, or A) as a primary anchor residue at the C-terminal position of the epitope (see, e.g., Sidney and Sette, Immunogenetics, in press, 1999 for reviews of relevant data). Exemplary members of the corresponding family of HLA molecules that bind to the B58 supermotif (i.e., the B58 supertype) include at least: B*1516, B*1517, B*5701, B*5702, and B*5801. Other allele-specific HLA molecules predicted to be members of the B58 supertype are shown in Table VI. Peptide binding to each of the allele-specific HLA molecules can be modulated by substitutions at primary and/or secondary anchor positions, preferably choosing respective residues specified for the supermotif.

Representative peptide epitopes that comprise the B58 supermotif are set forth on the attached Table XIII.

IV.D.9. HLA-B62 Supermotif

The HLA-B62 supermotif is characterized by the presence in peptide ligands of the polar aliphatic residue Q or a hydrophobic aliphatic residue (L, V, M, I, or P) as a primary anchor in position 2, and a hydrophobic residue (F, W, Y, M, I, V, L, or A) as a primary anchor at the C-terminal position of the epitope (see, e.g., Sidney and Sette, Immunogenetics, in press, 1999). Exemplary members of the corresponding family of HLA molecules that bind to the B62 supermotif (i.e., the B62 supertype) include at least: B*1501, B*1502, B*1513, and B5201. Other allele-specific HLA molecules predicted to be members of the B62 supertype are shown in Table VI. Peptide binding to each of the allele-specific HLA molecules can be modulated by substitutions at primary and/or secondary anchor positions, preferably choosing respective residues specified for the supermotif.

Representative peptide epitopes that comprise the B62 supermotif are set forth on the attached Table XIV.

IV.D.10. HLA-A1 Motif

The HLA-A1 motif is characterized by the presence in peptide ligands of T, S, or M as a primary anchor residue at position 2 and the presence of Y as a primary anchor residue at the C-terminal position of the epitope. An alternative allele-specific A1 motif is characterized by a primary anchor residue at position 3 rather than position 2. This motif is characterized by the presence of D, E, A, or S as a primary anchor residue in position 3, and a Y as a primary anchor residue at the C-terminal position of the epitope (see, e.g., DiBrino et al., J. Immunol., 152:620, 1994; Kondo et al., Immunogenetics 45:249, 1997; and Kubo et al., J. Immunol. 152:3913, 1994 for reviews of relevant data). Peptide binding to HLA A1 can be modulated by substitutions at primary and/or secondary anchor positions, preferably choosing respective residues specified for the motif.

Representative peptide epitopes that comprise either A1 motif are set forth on the attached Table XV. Those epitopes comprising T, S, or M at position 2 and Y at the C-terminal position are also included in the listing of HLA-A1 supermotif-bearing peptide epitopes listed in Table VII, as these residues are a subset of the A1 supermotif primary anchors.

IV.D.11. HLA-A*0201 Motif

An HLA-A2*0201 motif was determined to be characterized by the presence in peptide ligands of L or M as a primary anchor residue in position 2, and L or V as a primary anchor residue at the C-terminal position of a 9-residue peptide (see, e.g., Falk et al., Nature 351:290-296, 1991) and was further found to comprise an I at position 2 and I or A at the C-terminal position of a nine amino acid peptide (see, e.g., Hunt et al., Science 255:1261-1263, Mar. 6, 1992; Parker et al., J. Immunol. 149:3580-3587, 1992). The A*0201 allele-specific motif has also been defined by the present inventors to additionally comprise V, A, T, or Q as a primary anchor residue at position 2, and M or T as a primary anchor residue at the C-terminal position of the epitope (see, e.g., Kast et al., J. Immunol. 152:3904-3912, 1994). Thus, the HLA-A*0201 motif comprises peptide ligands with L, I, V, M, A, T, or Q as primary anchor residues at position 2 and L, I, V, M, A, or T as a primary anchor residue at the C-terminal position of the epitope. The preferred and tolerated residues that characterize the primary anchor positions of the HLA-A*0201 motif are identical to the residues describing the A2 supermotif. (For reviews of relevant data, see, e.g., Del Guercio et al., J. Immunol. 154:685-693, 1995; Ruppert et al., Cell 74:929-937, 1993; Sidney et al., Immunol. Today 17:261-266, 1996; Sette and Sidney, Curr. Opin. in Immunol. 10:478-482, 1998). Secondary anchor residues that characterize the A*0201 motif have additionally been defined (see, e.g., Ruppert et al., Cell 74:929-937, 1993). These are shown in Table II. Peptide binding to HLA-A*0201 molecules can be modulated by substitutions at primary and/or secondary anchor positions, preferably choosing respective residues specified for the motif.

Representative peptide epitopes that comprise an A*0201 motif are set forth on the attached Table VIII. The A*0201 motifs comprising the primary anchor residues V, A, T, or Q at position 2 and L, I, V, A, or T at the C-terminal position are those most particularly relevant to the invention claimed herein

IV.D.12. HLA-A3 Motif

The HLA-A3 motif is characterized by the presence in peptide ligands of L, M, V, I, S, A, T, F, C, G, or D as a primary anchor residue at position 2, and the presence of K, Y, R, H, F, or A as a primary anchor residue at the C-terminal position of the epitope (see, e.g., DiBrino et al., Proc. Natl. Acad. Sci USA 90:1508, 1993; and Kubo et al., J. Immunol. 152:3913-3924, 1994). Peptide binding to HLA-A3 can be modulated by substitutions at primary and/or secondary anchor positions, preferably choosing respective residues specified for the motif.

Representative peptide epitopes that comprise the A3 motif are set forth on the attached Table XVI. Those peptide epitopes that also comprise the A3 supermotif are also listed in Table IX. The A3 supermotif primary anchor residues comprise a subset of the A3- and A11-allele specific motif primary anchor residues.

IV.D.13. HLA-A11 Motif

The HLA-A11 motif is characterized by the presence in peptide ligands of V, T, M, L, I, S, A, G, N, C, D, or F as a primary anchor residue in position 2, and K, R, Y, or H as a primary anchor residue at the C-terminal position of the epitope (see, e.g., Zhang et al., Proc. Natl. Acad. Sci USA 90:2217-2221, 1993; and Kubo et al., J. Immunol. 152:3913-3924, 1994). Peptide binding to HLA-A11 can be modulated by substitutions at primary and/or secondary anchor positions, preferably choosing respective residues specified for the motif.

Representative peptide epitopes that comprise the A11 motif are set forth on the attached Table XVII; peptide epitopes comprising the A3 allele-specific motif are also present in this Table because of the extensive overlap between the A3 and A11 motif primary anchor specificities. Further, those peptide epitopes that comprise the A3 supermotif are also listed in Table IX.

IV.D.14. HLA-A24 Motif

The HLA-A24 motif is characterized by the presence in peptide ligands of Y, F, W, or M as a primary anchor residue in position 2, and F, L, I, or W as a primary anchor residue at the C-terminal position of the epitope (see, e.g., Kondo et al., J. Immunol. 155:4307-4312, 1995; and Kubo et al., J. Immunol. 152:3913-3924, 1994). Peptide binding to HLA-A24 molecules can be modulated by substitutions at primary and/or secondary anchor positions; preferably choosing respective residues specified for the motif.

Representative peptide epitopes that comprise the A24 motif are set forth on the attached Table XVIII. These epitopes are also listed in Table X, which sets forth HLA-A24-supermotif-bearing peptide epitopes, as the primary anchor residues characterizing the A24 allele-specific motif comprise a subset of the A24 supermotif primary anchor residues.

Motifs Indicative of Class II HTL Inducing Peptide Epitopes

The primary and secondary anchor residues of the HLA class II peptide epitope supermotifs and motifs delineated below are summarized in Table III.

IV.D.15. HLA DR-1-4-7 Supermotif

Motifs have also been identified for peptides that bind to three common HLA class II allele-specific HLA molecules: HLA DRB1*0401, DRB1*0101, and DRB1*0701 (see, e.g., the review by Southwood et al. J. Immunology 160:3363-3373, 1998). Collectively, the common residues from these motifs delineate the HLA DR-1-4-7 supermotif. Peptides that bind to these DR molecules carry a supermotif characterized by a large aromatic or hydrophobic residue (Y, F, W, L, I, V, or M) as a primary anchor residue in position 1, and a small, non-charged residue (S, T, C, A, P, V, I, L, or M) as a primary anchor residue in position 6 of a 9-mer core region. Allele-specific secondary effects and secondary anchors for each of these HLA types have also been identified (Southwood et al., supra). These are set forth in Table III. Peptide binding to HLA-DRB1*0401, DRB1*0101, and/or DRB1*0701 can be modulated by substitutions at primary and/or secondary anchor positions, preferably choosing respective residues specified for the supermotif.

Conserved 9-mer core regions (i.e., sequences that are 100% conserved in at least 79% of the PF antigen protein sequences used for the analysis), comprising the DR-1-4-7 supermotif, wherein position 1 of the supermotif is at position 1 of the nine-residue core, are set forth in Table XIXa. Respective exemplary peptide epitopes of 15 amino acid residues in length, each of which comprise a conserved nine residue core, are also shown in section “a” of the Table. Cross-reactive binding data for exemplary 15-residue supermotif-bearing peptides are shown in Table XIXb.

IV.D.16. HLA DR3 Motifs

Two alternative motifs (i.e., submotifs) characterize peptide epitopes that bind to HLA-DR3 molecules (see, e.g., Geluk et al., J. Immunol. 152:5742, 1994). In the first motif (submotif DR3A) a large, hydrophobic residue (L, I, V, M, F, or Y) is present in anchor position 1 of a 9-mer core, and D is present as an anchor at position 4, towards the carboxyl terminus of the epitope. As in other class II motifs, core position 1 may or may not occupy the peptide N-terminal position.

The alternative DR3 submotif provides for lack of the large, hydrophobic residue at anchor position 1, and/or lack of the negatively charged or amide-like anchor residue at position 4, by the presence of a positive charge at position 6 towards the carboxyl terminus of the epitope. Thus, for the alternative allele-specific DR3 motif (submotif DR3B): L, I, V, M, F, Y, A, or Y is present at anchor position 1; D, N, Q, E, S, or T is present at anchor position 4; and K, R, or H is present at anchor position 6. Peptide binding to HLA-DR3 can be modulated by substitutions at primary and/or secondary anchor positions, preferably choosing respective residues specified for the motif.

Conserved 9-mer core regions (i.e., those sequences that are 100% conserved in at least 79% of the PF antigen protein sequences used for the analysis) corresponding to a nine residue sequence comprising the DR3A submotif (wherein position 1 of the motif is at position 1 of the nine residue core) are set forth in Table XXa. Respective exemplary peptide epitopes of 15 amino acid residues in length, each of which comprise a conserved nine residue core, are also shown in Table XXa. Table XXb shows binding data of exemplary DR3 submotif A-bearing peptides.

Conserved 9-mer core regions (i.e., those that are 100% conserved in at least 79% conserved in the PF antigen protein sequences used for the analysis) comprising the DR3B submotif and respective exemplary 15-mer peptides comprising the DR3 submotif-B epitope are set forth in Table XXc. Table XXd shows binding data of exemplary DR3 submotif B-bearing peptides.

Each of the HLA class I or class II peptide epitopes set out in the Tables herein are deemed singly to be an inventive aspect of this application. Further, it is also an inventive aspect of this application that each peptide epitope may be used in combination with any other peptide epitope.

Vaccines that have broad population coverage are preferred because they are more commercially viable and generally applicable to the most people. Broad population coverage can be obtained using the peptides of the invention (and nucleic acid compositions that encode such peptides) through selecting peptide epitopes that bind to HLA alleles which, when considered in total, are present in most of the population. Table XXI lists the overall frequencies of the HLA class I supertypes in various ethnicities (Table XXIa) and the combined population coverage achieved by the A2-, A3-, and B7-supertypes (Table XXIb). The A2-, A3-, and B7 supertypes are each present on the average of over 40% in each of these five major ethnic groups. Coverage in excess of 80% is achieved with a combination of these supermotifs. These results suggest that effective and non-ethnically biased population coverage is achieved upon use of a limited number of cross-reactive peptides. Although the population coverage reached with these three main peptide specificities is high, coverage can be expanded to reach 95% population coverage and above, and more easily achieve truly multispecific responses upon use of additional supermotif or allele-specific motif bearing peptides.

The B44-, A1-, and A24-supertypes are present, on average, in a range from 25% to 40% in these major ethnic populations (Table XXIa). While less prevalent overall, the B27-, B58-, and B62 supertypes are each present with a frequency >25% in at least one major ethnic group (Table XXIa). Table XXIb summarizes the estimated prevalence of combinations of HLA supertypes that have been identified in five major ethnic groups. The incremental coverage obtained by the inclusion of A1-, A24-, and B44-supertypes with the A2, A3, and B7 coverage and coverage obtained with all of the supertypes described herein, is shown.

The data presented herein, together with the previous definition of the A2-, A3-, and B7-supertypes, indicates that all antigens, with the possible exception of A29, B8, and B46, can be classified into a total of nine HLA supertypes. By including epitopes from the six most frequent supertypes, an average population coverage of 99% is obtained for five major ethnic groups.

In general, CTL and HTL responses are not directed against all possible epitopes. Rather, they are restricted to a few “immunodominant” determinants (Zinkernagel, et al., Adv. Immunol. 27:5159, 1979; Bennink, et al., J. Exp. Med. 168:19351939, 1988; Rawle, et al., J. Immunol. 146:3977-3984, 1991). It has been recognized that immunodominance (Benacerraf, et al., Science 175:273-279, 1972) could be explained by either the ability of a given epitope to selectively bind a particular HLA protein (determinant selection theory) (Vitiello, et al., J. Immunol. 131:1635, 1983); Rosenthal, et al., Nature 267:156-158, 1977), or to be selectively recognized by the existing TCR (T cell receptor) specificities (repertoire theory) (Klein, J., IMMUNOLOGY, THE SCIENCE OF SELFNONSELF DISCRIMINATION, John Wiley & Sons, New York, pp. 270-310, 1982). It has been demonstrated that additional factors, mostly linked to processing events, can also play a key role in dictating, beyond strict immunogenicity, which of the many potential determinants will be presented as immunodominant (Sercarz, et al., Annu. Rev. Immunol.

11:729-766, 1993).

The concept of dominance and subdominance is relevant to immunotherapy of both infectious diseases and cancer. For example, in the course of chronic infectious disease, recruitment of subdominant epitopes can be important for successful clearance of the infection, especially if dominant CTL or HTL specificities have been inactivated by functional tolerance, suppression, mutation of viruses and other mechanisms (Franco, et al., Curr. Opin. Immunol. 7:524-531, 1995). In the case of cancer and tumor antigens, CTLs recognizing at least some of the highest binding affinity peptides might be functionally inactivated. Lower binding affinity peptides are preferentially recognized at these times, and may therefore be preferred in therapeutic or prophylactic anti-cancer vaccines.

In particular, it has been noted that a significant number of epitopes derived from known non-viral tumor associated antigens (TAA) bind HLA class I with intermediate affinity (IC50 in the 50-500 nM range). For example, it has been found that 8 of 15 known TAA peptides recognized by tumor infiltrating lymphocytes (TIL) or CTL bound in the 50-500 nM range. (These data are in contrast with estimates that 90% of known viral antigens were bound by HLA class I molecules with IC50 of 50 nM or less, while only approximately 10% bound in the 50-500 nM range (Sette, et al., J. Immunol., 153:558-5592, 1994). In the cancer setting this phenomenon is probably due to elimination or functional inhibition of the CTL recognizing several of the highest binding peptides, presumably because of T cell tolerization events.

Without intending to be bound by theory, it is believed that because T cells to dominant epitopes may have been clonally deleted, selecting subdominant epitopes may allow existing T cells to be recruited, which will then lead to a therapeutic or prophylactic response. However, the binding of HLA molecules to subdominant epitopes is often less vigorous than to dominant ones. Accordingly, there is a need to be able to modulate the binding affinity of particular immunogenic epitopes for one or more HLA molecules, and thereby to modulate the immune response elicited by the peptide, for example to prepare analog peptides which elicit a more vigorous response. This ability would greatly enhance the usefulness of peptide epitope-based vaccines and therapeutic agents.

Although peptides with suitable cross-reactivity among all alleles of a superfamily are identified by the screening procedures described above, cross-reactivity is not always as complete as possible, and in certain cases procedures to increase cross-reactivity of peptides can be useful; moreover, such procedures can also be used to modify other properties of the peptides such as binding affinity or peptide stability. Having established the general rules that govern cross-reactivity of peptides for HLA alleles within a given motif or supermotif, modification (i.e., analoging) of the structure of peptides of particular interest in order to achieve broader (or otherwise modified) HLA binding capacity can be performed. More specifically, peptides which exhibit the broadest cross-reactivity patterns, can be produced in accordance with the teachings herein. The present concepts related to analog generation are set forth in greater detail in U.S. Ser. No. 09/226,775 filed Jan. 6, 1999, now abandoned.

In brief, the strategy employed utilizes the motifs or supermotifs which correlate with binding to certain HLA molecules. The motifs or supermotifs are defined by having primary anchors, and in many cases secondary anchors. Analog peptides can be created by substituting amino acid residues at primary anchor, secondary anchor, or at primary and secondary anchor positions. Generally, analogs are made for peptides that already bear a motif or supermotif. Preferred secondary anchor residues of supermotifs and motifs that have been defined for HLA class I and class II binding peptides are shown in Tables II and III, respectively.

For a number of the motifs or supermotifs in accordance with the invention, residues are defined which are deleterious to binding to allele-specific HLA molecules or members of HLA supertypes that bind the respective motif or supermotif (Tables II and III). Accordingly, removal of such residues that are detrimental to binding can be performed in accordance with the present invention. For example, in the case of the A3 supertype, when all peptides that have such deleterious residues are removed from the population of peptides used for the analysis, the incidence of cross-reactivity increased from 22% to 37% (see, e.g., Sidney, J. et al., Hu. Immunol. 45:79, 1996). Thus, one strategy to improve the cross-reactivity of peptides within a given supermotif is simply to delete one or more of the deleterious residues present within a peptide and substitute a small “neutral” residue such as Ala (that may not influence T cell recognition of the peptide). An enhanced likelihood of cross-reactivity is expected if, together with elimination of detrimental residues within a peptide, “preferred” residues associated with high affinity binding to an allele-specific HLA molecule or to multiple HLA molecules within a superfamily are inserted.

To ensure that an analog peptide, when used as a vaccine, actually elicits a CTL response to the native epitope in vivo (or, in the case of class II epitopes, elicits helper T cells that cross-react with the wild type peptides), the analog peptide may be used to immunize T cells in vitro from individuals of the appropriate HLA allele. Thereafter, the immunized cells' capacity to induce lysis of wild type peptide sensitized target cells is evaluated. It will be desirable to use as antigen presenting cells, cells that have been either infected, or transfected with the appropriate genes, or, in the case of class II epitopes only, cells that have been pulsed with whole protein antigens, to establish whether endogenously produced antigen is also recognized by the relevant T cells.

Another embodiment of the invention is to create analogs of weak binding peptides. Class I binding peptides exhibiting binding affinities of 500-5000 nM, and carrying an acceptable but suboptimal primary anchor residue at one or both positions can be “fixed” by substituting preferred anchor residues in accordance with the respective supertype. The analog peptides can then be tested for crossbinding activity.

Another embodiment for generating effective peptide analogs involves the substitution of residues that have an adverse impact on peptide stability or solubility in, e.g., a liquid environment. This substitution may occur at any position of the peptide epitope. For example, a cysteine (C) can be substituted out in favor of α-amino butyric acid. Due to its chemical nature, cysteine has the propensity to form disulfide bridges and sufficiently alter the peptide structurally so as to reduce binding capacity. Substituting α-amino butyric acid for C not only alleviates this problem, but actually improves binding and crossbinding capability in certain instances (see, e.g., the review by Sette et al., In: Persistent Viral Infections, Eds. R. Ahmed and I. Chen, John Wiley & Sons, England, 1999). Substitution of cysteine with α-amino butyric acid may occur at any residue of a peptide epitope, i.e. at either anchor or non-anchor positions.

Representative analog peptides are set forth in Table XXII. The Table indicates the length and sequence of the analog peptide as well as the motif or supermotif, if appropriate. The information in the “Fixed Nomenclature” column indicates the residues substituted at the indicated position numbers for the respective analog.

In order to identify supermotif- or motif-bearing epitopes in a target antigen, a native protein sequence, e.g., a tumor-associated antigen, or sequences from an infectious organism, or a donor tissue for transplantation, is screened using a means for computing, such as an intellectual calculation or a computer, to determine the presence of a supermotif or motif within the sequence. The information obtained from the analysis of native peptide can be used directly to evaluate the status of the native peptide or may be utilized subsequently to generate the peptide epitope.

Computer programs that allow the rapid screening of protein sequences for the occurrence of the subject supermotifs or motifs are encompassed by the present invention; as are programs that permit the generation of analog peptides. These programs are implemented to analyze any identified amino acid sequence or operate on an unknown sequence and simultaneously determine the sequence and identify motif-bearing epitopes thereof; analogs can be simultaneously determined as well. Generally, the identified sequences will be from a pathogenic organism or a tumor-associated peptide. For example, the target molecules considered herein include, without limitation, the EXP1, LSA1, SSP2, and CSP1 proteins of PF.

In cases where the sequence of multiple variants of the same target protein are available, peptides may also be selected on the basis of their conservancy. A presently preferred criterion for conservancy defines that the entire sequence of an HLA class I binding peptide or the entire 9-mer core of a class II binding peptide, be totally (i.e., 100%) conserved in at least 79% of the sequences evaluated for a specific protein. This definition of conservancy has been employed herein; although, as appreciated by those in the art, lower or higher degrees of conservancy can be employed as appropriate for a given antigenic target.

It is important that the selection criteria utilized for prediction of peptide binding are as accurate as possible, to correlate most efficiently with actual binding. Prediction of peptides that bind, for example, to HLA-A*0201, on the basis of the presence of the appropriate primary anchors, is positive at about a 30% rate (see, e.g., Ruppert, J. et al. Cell 74:929, 1993). However, by extensively analyzing peptide-HLA binding data disclosed herein, data in related patent applications, and data in the art, the present inventors have developed a number of allele-specific polynomial algorithms that dramatically increase the predictive value over identification on the basis of the presence of primary anchor residues alone. These algorithms take into account not only the presence or absence of primary anchors, but also consider the positive or deleterious presence of secondary anchor residues (to account for the impact of different amino acids at different positions). The algorithms are essentially based on the premise that the overall affinity (or AG) of peptide-HLA interactions can be approximated as a linear polynomial function of the type:
ΔG=a1i×a2i×a3i . . . ×ani
where aji is a coefficient that represents the effect of the presence of a given amino acid (j) at a given position (i) along the sequence of a peptide of n amino acids. An important assumption of this method is that the effects at each position are essentially independent of each other. This assumption is justified by studies that demonstrated that peptides are bound to HLA molecules and recognized by T cells in essentially an extended conformation. Derivation of specific algorithm coefficients has been described, for example, in Gulukota, K. et al., J. Mol. Biol. 267:1258, 1997.

Additional methods to identify preferred peptide sequences, which also make use of specific motifs, include the use of neural networks and molecular modeling programs (see, e.g., Milik et al., Nature Biotechnology 16:753, 1998; Altuvia et al., Hum. Immunol. 58:1, 1997; Altuvia et al, J. Mol. Biol. 249:244, 1995; Buus, S. Curr. Opin. Immunol. 11:209-213, 1999; Brusic, V. et al., Bioinformatics 14:121-130, 1998; Parker et al., J. Immunol. 152:163, 1993; Meister et al., Vaccine 13:581, 1995; Hammer et al., J. Exp. Med. 180:2353, 1994; Sturniolo et al., Nature Biotechnol. 17:555 1999).

For example, it has been shown that in sets of A*0201 motif-bearing peptides containing at least one preferred secondary anchor residue while avoiding the presence of any deleterious secondary anchor residues, 69% of the peptides will bind A*0201 with an IC50 less than 500 nM (Ruppert, J. et al. Cell 74:929, 1993). These algorithms are also flexible in that cut-off scores may be adjusted to select sets of peptides with greater or lower predicted binding properties, as desired.

In utilizing computer screening to identify peptide epitopes, a protein sequence or translated sequence may be analyzed using software developed to search for motifs, for example the “FINDPATTERNS’ program (Devereux, et al. Nucl. Acids Res. 12:387-395, 1984) or MotifSearch 1.4 software program (D. Brown, San Diego, Calif.) to identify potential peptide sequences containing appropriate HLA binding motifs. The identified peptides can be scored using customized polynomial algorithms to predict their capacity to bind specific HLA class I or class II alleles. As appreciated by one of ordinary skill in the art, a large array of computer programming software and hardware options are available in the relevant art which can be employed to implement the motifs of the invention in order to evaluate (e.g., without limitation, to identify epitopes, identify epitope concentration per peptide length, or to generate analogs) known or unknown peptide sequences.

In accordance with the procedures described above, PF peptide epitopes and analogs thereof that are able to bind HLA supertype groups or allele-specific HLA molecules have been identified (Tables VII-XX; Table XXII).

Peptides in accordance with the invention can be prepared synthetically, by recombinant DNA technology or chemical synthesis, or from natural sources such as native tumors or pathogenic organisms. Peptide epitopes may be synthesized individually or as polyepitopic peptides. Although the peptide will preferably be substantially free of other naturally occurring host cell proteins and fragments thereof, in some embodiments the peptides may be synthetically conjugated to native fragments or particles.

The peptides in accordance with the invention can be a variety of lengths, and either in their neutral (uncharged) forms or in forms which are salts. The peptides in accordance with the invention are either free of modifications such as glycosylation, side chain oxidation, or phosphorylation; or they contain these modifications, subject to the condition that modifications do not destroy the biological activity of the peptides as described herein.

Desirably, the peptide epitope will be as small as possible while still maintaining substantially all of the immunologic activity of the native protein. When possible, it may be desirable to optimize HLA class I binding peptide epitopes of the invention to a length of about 8 to about 13 amino acid residues, preferably 9 to 10. HLA class II binding peptide epitopes may be optimized to a length of about 6 to about 30 amino acids in length, preferably to between about 13 and about 20 residues. Preferably, the peptide epitopes are commensurate in size with endogenously processed pathogen-derived peptides or tumor cell peptides that are bound to the relevant HLA molecules.

The identification and preparation of peptides of other lengths can also be carried out using the techniques described herein. Moreover, it is preferred to identify native peptide regions that contain a high concentration of class I and/or class II epitopes. Such a sequence is generally selected on the basis that it contains the greatest number of epitopes per amino acid length. It is to be appreciated that epitopes can be present in a frame-shifted manner, e.g. a 10 amino acid long peptide could contain two 9 amino acid long epitopes and one 10 amino acid long epitope; upon intracellular processing, each epitope can be exposed and bound by an HLA molecule upon administration of such a peptide. This larger, preferably multi-epitopic, peptide can be generated synthetically, recombinantly, or via cleavage from the native source.

The peptides of the invention can be prepared in a wide variety of ways. For the preferred relatively short size, the peptides can be synthesized in solution or on a solid support in accordance with conventional techniques. Various automatic synthesizers are commercially available and can be used in accordance with known protocols. (See, for example, Stewart & Young, SOLID PHASE PEPTIDE SYNTHESIS, 2D. ED., Pierce Chemical Co., 1984). Further, individual peptide epitopes can be joined using chemical ligation to produce larger peptides that are still within the bounds of the invention.

Alternatively, recombinant DNA technology can be employed wherein a nucleotide sequence which encodes an immunogenic peptide of interest is inserted into an expression vector, transformed or transfected into an appropriate host cell and cultivated under conditions suitable for expression. These procedures are generally known in the art, as described generally in Sambrook et al., MOLECULAR CLONING, A LABORATORY MANUAL, Cold Spring Harbor Press, Cold Spring Harbor, N.Y. (1989). Thus, recombinant polypeptides which comprise one or more peptide sequences of the invention can be used to present the appropriate T cell epitope.

The nucleotide coding sequence for peptide epitopes of the preferred lengths contemplated herein can be synthesized by chemical techniques, for example, the phosphotriester method of Matteucci, et al., J. Am. Chem. Soc. 103:3185 (1981). Peptide analogs can be made simply by substituting the appropriate and desired nucleic acid base(s) for those that encode the native peptide sequence; exemplary nucleic acid substitutions are those that encode an amino acid defined by the motifs/supermotifs herein. The coding sequence can then be provided with appropriate linkers and ligated into expression vectors commonly available in the art, and the vectors used to transform suitable hosts to produce the desired fusion protein. A number of such vectors and suitable host systems are now available. For expression of the fusion proteins, the coding sequence will be provided with operably linked start and stop codons, promoter and terminator regions and usually a replication system to provide an expression vector for expression in the desired cellular host. For example, promoter sequences compatible with bacterial hosts are provided in plasmids containing convenient restriction sites for insertion of the desired coding sequence. The resulting expression vectors are transformed into suitable bacterial hosts. Of course, yeast, insect or mammalian cell hosts may also be used, employing suitable vectors and control sequences.

Once HLA binding peptides are identified, they can be tested for the ability to elicit a T-cell response. The preparation and evaluation of motif-bearing peptides are described in PCT publications WO 94/20127 and WO 94/03205. Briefly, peptides comprising epitopes from a particular antigen are synthesized and tested for their ability to bind to the appropriate HLA proteins. These assays may involve evaluating the binding of a peptide of the invention to purified HLA class I molecules in relation to the binding of a radioiodinated reference peptide. Alternatively, cells expressing empty class I molecules (i.e. lacking peptide therein) may be evaluated for peptide binding by immunofluorescent staining and flow microfluorimetry. Other assays that may be used to evaluate peptide binding include peptide-dependent class I assembly assays and/or the inhibition of CTL recognition by peptide competition. Those peptides that bind to the class I molecule, typically with an affinity of 500 nM or less, are further evaluated for their ability to serve as targets for CTLs derived from infected or immunized individuals, as well as for their capacity to induce primary in vitro or in vivo CTL responses that can give rise to CTL populations capable of reacting with selected target cells associated with a disease. Corresponding assays are used for evaluation of HLA class II binding peptides. HLA class II motif-bearing peptides that are shown to bind, typically at an affinity of 1000 nM or less, are further evaluated for the ability to stimulate HTL responses.

Conventional assays utilized to detect T cell responses include proliferation assays, lymphokine secretion assays, direct cytotoxicity assays, and limiting dilution assays. For example, antigen-presenting cells that have been incubated with a peptide can be assayed for the ability to induce CTL responses in responder cell populations. Antigen-presenting cells can be normal cells such as peripheral blood mononuclear cells or dendritic cells. Alternatively, mutant non-human mammalian cell lines that are deficient in their ability to load class I molecules with internally processed peptides and that have been transfected with the appropriate human class I gene, may be used to test for the capacity of the peptide to induce in vitro primary CTL responses.

Peripheral blood mononuclear cells (PBMCs) may be used as the responder cell source of CTL precursors. The appropriate antigen-presenting cells are incubated with peptide, after which the peptide-loaded antigen-presenting cells are then incubated with the responder cell population under optimized culture conditions. Positive CTL activation can be determined by assaying the culture for the presence of CTLs that kill radio-labeled target cells, both specific peptide-pulsed targets as well as target cells expressing endogenously processed forms of the antigen from which the peptide sequence was derived.

More recently, a method has been devised which allows direct quantification of antigen-specific CTLs by staining with Fluorescein-labelled HLA tetrameric complexes (Altman, J. D. et al., Proc. Natl. Acad. Sci. USA 90:10330, 1993; Altman, J. D. et al., Science 274:94, 1996). Other relatively recent technical developments include staining for intracellular lymphokines, and interferon release assays or ELISPOT assays. Tetramer staining, intracellular lymphokine staining and ELISPOT assays all appear to be at least 10-fold more sensitive than more conventional assays (Lalvani, A. et al., J. Exp. Med. 186:859, 1997; Dunbar, P. R. et al., Curr. Biol. 8:413, 1998; Murali-Krishna, K. et al., Immunity 8:177, 1998).

HTL activation may also be assessed using such techniques known to those in the art such as T cell proliferation and secretion of lymphokines, e.g. IL-2 (see, e.g. Alexander et al., Immunity 1:751-761, 1994).

Alternatively, immunization of HLA transgenic mice can be used to determine immunogenicity of peptide epitopes. Several transgenic mouse models including mice with human A2.1, A11 (which can additionally be used to analyze HLA-A3 epitopes), and B7 alleles have been characterized and others (e.g., transgenic mice for HLA-A1 and A24) are being developed. HLA-DR1 and HLA-DR3 mouse models have also been developed. Additional transgenic mouse models with other HLA alleles may be generated as necessary. Mice may be immunized with peptides emulsified in Incomplete Freund's Adjuvant and the resulting T cells tested for their capacity to recognize peptide-pulsed target cells and target cells transfected with appropriate genes. CTL responses may be analyzed using cytotoxicity assays described above. Similarly, HTL responses may be analyzed using such assays as T cell proliferation or secretion of lymphokines Exemplary immunogenic peptide epitopes are set out in Table XXIII.

HLA class I and class II binding peptides as described herein can be used, in one embodiment of the invention, as reagents to evaluate an immune response. The immune response to be evaluated may be induced by using as an immunogen any agent that may result in the production of antigen-specific CTLs or HTLs that recognize and bind to the peptide epitope(s) to be employed as the reagent. The peptide reagent need not be used as the immunogen. Assay systems that may be used for such an analysis include relatively recent technical developments such as tetramers, staining for intracellular lymphokines and interferon release assays, or ELISPOT assays.

For example, a peptide of the invention may be used in a tetramer staining assay to assess peripheral blood mononuclear cells for the presence of antigen-specific CTLs following exposure to a pathogen or immunogen. The HLA-tetrameric complex is used to directly visualize antigen-specific CTLs (see, e.g., Ogg et al., Science 279:2103-2106, 1998; and Altman et al., Science 174:94-96, 1996) and determine the frequency of the antigen-specific CTL population in a sample of peripheral blood mononuclear cells. A tetramer reagent using a peptide of the invention may be generated as follows: A peptide that binds to an HLA molecule is refolded in the presence of the corresponding HLA heavy chain and β2-microglobulin to generate a trimolecular complex. The complex is biotinylated at the carboxyl terminal end of the heavy chain at a site that was previously engineered into the protein. Tetramer formation is then induced by the addition of streptavidin. By means of fluorescently labeled streptavidin, the tetramer can be used to stain antigen-specific cells. The cells may then be identified, for example, by flow cytometry. Such an analysis may be used for diagnostic or prognostic purposes.

Peptides of the invention may also be used as reagents to evaluate immune recall responses. (see, e.g., Bertoni et al., J. Clin. Invest. 100:503-513, 1997 and Penna et al., J. Exp. Med. 174:1565-1570, 1991.) For example, patient PBMC samples from individuals infected with PF may be analyzed for the presence of antigen-specific CTLs or HTLs using specific peptides. A blood sample containing mononuclear cells may be evaluated by cultivating the PBMCs and stimulating the cells with a peptide of the invention. After an appropriate cultivation period, the expanded cell population may be analyzed, for example, for CTL or for HTL activity.

The peptides may also be used as reagents to evaluate the efficacy of a vaccine. PBMCs obtained from a patient vaccinated with an immunogen may be analyzed using, for example, either of the methods described above. The patient is HLA typed, and peptide epitope reagents that recognize the allele-specific molecules present in that patient are selected for the analysis. The immunogenicity of the vaccine is indicated by the presence of PF epitope-specific CTLs and/or HTLs in the PBMC sample.

The peptides of the invention may also be used to make antibodies, using techniques well known in the art (see, e.g. CURRENT PROTOCOLS IN IMMUNOLOGY, Wiley/Greene, NY; and Antibodies A Laboratory Manual Harlow, Harlow and Lane, Cold Spring Harbor Laboratory Press, 1989), which may be useful as reagents to diagnose PF infection. Such antibodies include those that recognize a peptide in the context of an HLA molecule, i.e., antibodies that bind to a peptide-MHC complex.

Vaccines that contain an immunogenically effective amount of one or more peptides as described herein are a further embodiment of the invention. Once appropriately immunogenic epitopes have been defined, they can be sorted and delivered by various means, herein referred to as “vaccine” compositions. Such vaccine compositions can include, for example, lipopeptides (e.g., Vitiello, A. et al., J. Clin. Invest. 95:341, 1995), peptide compositions encapsulated in poly(DL-lactide-co-glycolide) (“PLG”) microspheres (see, e.g., Eldridge, et al., Molec. Immunol. 28:287-294, 1991: Alonso et al., Vaccine 12:299-306, 1994; Jones et al., Vaccine 13:675-681, 1995), peptide compositions contained in immune stimulating complexes (ISCOMS) (see, e.g., Takahashi et al., Nature 344:873-875, 1990; Hu et al., Clin Exp Immunol. 113:235-243, 1998), multiple antigen peptide systems (MAPs) (see e.g., Tam, J. P., Proc. Natl. Acad. Sci. U.S.A. 85:5409-5413, 1988; Tam, J. P., J. Immunol. Methods 196:17-32, 1996), viral delivery vectors (Perkus, M. E. et al., In: Concepts in vaccine development, Kaufmann, S. H. E., ed., p. 379, 1996; Chakrabarti, S. et al., Nature 320:535, 1986; Hu, S. L. et al., Nature 320:537, 1986; Kieny, M.-P. et al., AIDS Bio/Technology 4:790, 1986; Top, F. H. et al., J. Infect. Dis. 124:148, 1971; Chanda, P. K. et al., Virology 175:535, 1990), particles of viral or synthetic origin (e.g., Kofler, N. et al., J. Immunol. Methods. 192:25, 1996; Eldridge, J. H. et al., Sem. Hematol. 30:16, 1993; Falo, L. D., Jr. et al., Nature Med. 7:649, 1995), adjuvants (Warren, H. S., Vogel, F. R., and Chedid, L. A. Annu. Rev. Immunol. 4:369, 1986; Gupta, R. K. et al., Vaccine 11:293, 1993), liposomes (Reddy, R. et al., J. Immunol. 148:1585, 1992; Rock, K. L., Immunol. Today 17:131, 1996), or, naked or particle absorbed cDNA (Ulmer, J. B. et al., Science 259:1745, 1993; Robinson, H. L., Hunt, L. A., and Webster, R. G., Vaccine 11:957, 1993; Shiver, J. W. et al., In: Concepts in vaccine development, Kaufmann, S. H. E., ed., p. 423, 1996; Cease, K. B., and Berzofsky, J. A., Annu. Rev. Immunol. 12:923, 1994 and Eldridge, J. H. et al., Sem. Hematol. 30:16, 1993). Toxin-targeted delivery technologies, also known as receptor mediated targeting, such as those of Avant Immunotherapeutics, Inc. (Needham, Mass.) may also be used.

Furthermore, vaccines in accordance with the invention encompass compositions of one or more of the claimed peptide(s). The peptide(s) can be individually linked to its own carrier; alternatively, the peptide(s) can exist as a hom*opolymer or heteropolymer of active peptide units. Such a polymer has the advantage of increased immunological reaction and, where different peptide epitopes are used to make up the polymer, the additional ability to induce antibodies and/or CTLs that react with different antigenic determinants of the pathogenic organism or tumor-related peptide targeted for an immune response. The composition may be a naturally occurring region of an antigen or may be prepared, e.g., recombinantly or by chemical synthesis.

Furthermore, useful carriers that can be used with vaccines of the invention are well known in the art, and include, e.g., thyroglobulin, albumins such as human serum albumin, tetanus toxoid, polyamino acids such as poly L-lysine, poly L-glutamic acid, influenza, hepatitis B virus core protein, and the like. The vaccines can contain a physiologically tolerable (i.e., acceptable) diluent such as water, or saline, preferably phosphate buffered saline. The vaccines also typically include an adjuvant. Adjuvants such as incomplete Freund's adjuvant, aluminum phosphate, aluminum hydroxide, or alum are examples of materials well known in the art. Additionally, as disclosed herein, CTL responses can be primed by conjugating peptides of the invention to lipids, such as tripalmitoyl-S-glycerylcysteinlyseryl-serine (P3CSS).

As disclosed in greater detail herein, upon immunization with a peptide composition in accordance with the invention, via injection, aerosol, oral, transdermal, transmucosal, intrapleural, intrathecal, or other suitable routes, the immune system of the host responds to the vaccine by producing large amounts of CTLs and/or HTLs specific for the desired antigen. Consequently, the host becomes at least partially immune to later infection, or at least partially resistant to developing an ongoing chronic infection, or derives at least some therapeutic benefit when the antigen was tumor-associated.

In some instances it may be desirable to combine the class I peptide vaccines of the invention with vaccines which induce or facilitate neutralizing antibody responses to the target antigen of interest, particularly to surface antigens. A preferred embodiment of such a composition comprises class I and class II epitopes in accordance with the invention. An alternative embodiment of such a composition comprises a class I and/or class II epitope in accordance with the invention, along with a PADRE™ (Epimmune, San Diego, Calif.) molecule (described, for example, in U.S. Pat. No. 5,736,142). Furthermore, any of these embodiments can be administered as a nucleic acid mediated modality.

The vaccine compositions of the invention may also be used in combination with antiviral drugs such as interferon-α.

For therapeutic or prophylactic immunization purposes, the peptides of the invention can also be expressed by viral or bacterial vectors. Examples of expression vectors include attenuated viral hosts, such as vaccinia or fowlpox. This approach involves the use of vaccinia virus, for example, as a vector to express nucleotide sequences that encode the peptides of the invention. Upon introduction into an acutely or chronically infected host or into a non-infected host, the recombinant vaccinia virus expresses the immunogenic peptide, and thereby elicits a host CTL and/or HTL response. Vaccinia vectors and methods useful in immunization protocols are described in, e.g., U.S. Pat. No. 4,722,848. Another vector is BCG (Bacille Calmette Guerin). BCG vectors are described in Stover et al., Nature 351:456-460 (1991). A wide variety of other vectors useful for therapeutic administration or immunization of the peptides of the invention, e.g. adeno and adeno-associated virus vectors, retroviral vectors, Salmonella typhi vectors, detoxified anthrax toxin vectors, and the like, will be apparent to those skilled in the art from the description herein.

Antigenic peptides are used to elicit a CTL and/or HTL response ex vivo, as well. Ex vivo administration is described, for example, in application U.S. Ser. No. 09/016,361 filed Jan. 30, 1998, now abandoned. The resulting CTL or HTL cells, can be used to treat chronic infections, or tumors in patients that do not respond to other conventional forms of therapy, or will not respond to a therapeutic vaccine peptide or nucleic acid in accordance with the invention. Ex vivo CTL or HTL responses to a particular antigen (infectious or tumor-associated antigen) are induced by incubating in tissue culture the patient's, or genetically compatible, CTL or HTL precursor cells together with a source of antigen-presenting cells (APC), such as dendritic cells, and the appropriate immunogenic peptide. After an appropriate incubation time (typically about 14 weeks), in which the precursor cells are activated and expanded into effector cells, the cells are infused back into the patient, where they will destroy (CTL) or facilitate destruction (HTL) of their specific target cell (an infected cell or a tumor cell). Transfected dendritic cells may also be used as antigen presenting cells. Alternatively, dendritic cells are transfected, e.g., with a minigene construct in accordance with the invention, in order to elicit immune responses. Minigenes will be discussed in greater detail in a following section.

Vaccine compositions may also be administered in vivo in combination with dendritic cell mobilization whereby loading of dendritic cells occurs in vivo.

DNA or RNA encoding one or more of the peptides of the invention can also be administered to a patient. This approach is described, for instance, in Wolff et. al., Science 247:1465 (1990) as well as U.S. Pat. Nos. 5,580,859; 5,589,466; 5,804,566; 5,739,118; 5,736,524; 5,679,647; WO 98/04720; and in more detail below. Examples of DNA-based delivery technologies include “naked DNA”, facilitated (bupivicaine, polymers, peptide-mediated) delivery, cationic lipid complexes, and particle-mediated (“gene gun”) or pressure-mediated delivery (see, e.g., U.S. Pat. No. 5,922,687).

Preferably, the following principles are utilized when selecting an array of epitopes for inclusion in a polyepitopic composition for use in a vaccine, or for selecting discrete epitopes to be included in a vaccine and/or to be encoded by nucleic acids such as a minigene. Exemplary epitopes that may be utilized in a vaccine to treat or prevent PF infection are set out in Tables XXXIII and XXXIV. The multiple epitopes to be incorporated in a given vaccine composition may be, but need not be, contiguous in sequence in the native antigen from which the epitopes are derived.

It is preferred that each of the following principles are balanced in order to make the selection.

1.) Epitopes are selected which, upon administration, mimic immune responses that have been observed to be correlated with PF clearance. For HLA Class I this includes 3-4 epitopes that come from at least one antigen of PF. For HLA Class II a similar rationale is employed; again 3-4 epitopes are selected from at least one PF antigen (see e.g., Rosenberg et al., Science 278:1447-1450).

2.) Epitopes are selected that have the requisite binding affinity established to be correlated with immunogenicity: for HLA Class I an IC50 of 500 nM or less, or for Class II an IC50 of 1000 nM or less.

3.) Sufficient supermotif bearing-peptides, or a sufficient array of allele-specific motif-bearing peptides, are selected to give broad population coverage. For example, it is preferable to have at least 80% population coverage. A Monte Carlo analysis, a statistical evaluation known in the art, can be employed to assess the breadth, or redundancy of, population coverage.

4.) When selecting epitopes from cancer-related antigens it is often preferred to select analogs because the patient may have developed tolerance to the native epitope. When selecting epitopes for infectious disease-related antigens it is preferable to select either native or analoged epitopes. Of particular relevance for infectious disease vaccines (but for cancer-related vaccines as well), are epitopes referred to as “nested epitopes.” Nested epitopes occur where at least two epitopes overlap in a given peptide sequence. A peptide comprising “transcendent nested epitopes” is a peptide that has both HLA class I and HLA class II epitopes in it.

When providing nested epitopes, it is preferable to provide a sequence that has the greatest number of epitopes per provided sequence. Preferably, one avoids providing a peptide that is any longer than the amino terminus of the amino terminal epitope and the carboxyl terminus of the carboxyl terminal epitope in the peptide. When providing a longer peptide sequence, such as a sequence comprising nested epitopes, it is important to screen the sequence in order to insure that it does not have pathological or other deleterious biological properties.

5.) When creating a minigene, as disclosed in greater detail in the following section, an objective is to generate the smallest peptide possible that encompasses the epitopes of interest. The principles employed are similar, if not the same as those employed when selecting a peptide comprising nested epitopes. Furthermore, upon determination of the nucleic acid sequence to be provided as a minigene, the peptide encoded thereby is analyzed to determine whether any “junctional epitopes” have been created. A junctional epitope is an actual binding epitope, as predicted, e.g., by motif analysis, that only exists because two discrete peptide sequences are encoded directly next to each other. Junctional epitopes are generally to be avoided because the recipient may generate an immune response to that non-native epitope. Of particular concern is a junctional epitope that is a “dominant epitope.” A dominant epitope may lead to such a zealous response that immune responses to other epitopes are diminished or suppressed.

IV.K.1. Minigene Vaccines

A growing body of experimental evidence demonstrates that a number of different approaches are available which allow simultaneous delivery of multiple epitopes. Nucleic acids encoding the peptides of the invention are a particularly useful embodiment of the invention. Epitopes for inclusion in a minigene are preferably selected according to the guidelines set forth in the previous section. A preferred means of administering nucleic acids encoding the peptides of the invention uses minigene constructs encoding a peptide comprising one or multiple epitopes of the invention. The use of multi-epitope minigenes is described below and in, e.g., application U.S. Ser. No. 09/311,784, now U.S. Pat. No. 6,534,482; Ishioka et al., J. Immunol. 162:3915-3925, 1999; An, L. and Whitton, J. L., J. Virol. 71:2292, 1997; Thomson, S. A. et al., J. Immunol. 157:822, 1996; Whitton, J. L. et al., J. Virol. 67:348, 1993; Hanke, R. et al., Vaccine 16:426, 1998. For example, a multi-epitope DNA plasmid encoding nine dominant HLA-A*0201- and A11-restricted epitopes derived from the polymerase, envelope, and core proteins of HBV and human immunodeficiency virus (HIV), the PADRE™ universal HTL epitope, and an endoplasmic reticulum-translocating signal sequence was engineered. Immunization of HLA transgenic mice with this plasmid construct resulted in strong CTL induction responses against the nine epitopes tested, similar to those observed with a lipopeptide of known immunogenicity in humans, and significantly greater than immunization in oil-based adjuvants. Moreover, the immunogenicity of DNA-encoded epitopes in vivo correlated with the in vitro responses of specific CTL lines against target cells transfected with the DNA plasmid. Thus, these data show that the minigene served to both: 1.) generate a CTL response and 2.) that the induced CTLs recognized cells expressing the encoded epitopes. A similar approach may be used to develop minigenes encoding PF epitopes.

For example, to create a DNA sequence encoding the selected epitopes (minigene) for expression in human cells, the amino acid sequences of the epitopes may be reverse translated. A human codon usage table can be used to guide the codon choice for each amino acid. These epitope-encoding DNA sequences may be directly adjoined, so that when translated, a continuous polypeptide sequence is created. To optimize expression and/or immunogenicity, additional elements can be incorporated into the minigene design. Examples of amino acid sequences that can be reverse translated and included in the minigene sequence include: HLA class I epitopes, HLA class II epitopes, a ubiquitination signal sequence, and/or an endoplasmic reticulum targeting signal. In addition, HLA presentation of CTL and HTL epitopes may be improved by including synthetic (e.g. poly-alanine) or naturally-occurring flanking sequences adjacent to the CTL or HTL epitopes; these larger peptides comprising the epitope(s) are within the scope of the invention.

The minigene sequence may be converted to DNA by assembling oligonucleotides that encode the plus and minus strands of the minigene. Overlapping oligonucleotides (30-100 bases long) may be synthesized, phosphorylated, purified and annealed under appropriate conditions using well known techniques. The ends of the oligonucleotides can be joined, for example, using T4 DNA ligase. This synthetic minigene, encoding the epitope polypeptide, can then be cloned into a desired expression vector.

Standard regulatory sequences well known to those of skill in the art are preferably included in the vector to ensure expression in the target cells. Several vector elements are desirable: a promoter with a down-stream cloning site for minigene insertion; a polyadenylation signal for efficient transcription termination; an E. coli origin of replication; and an E. coli selectable marker (e.g. ampicillin or kanamycin resistance). Numerous promoters can be used for this purpose, e.g., the human cytomegalovirus (hCMV) promoter. See, e.g., U.S. Pat. Nos. 5,580,859 and 5,589,466 for other suitable promoter sequences.

Additional vector modifications may be desired to optimize minigene expression and immunogenicity. In some cases, introns are required for efficient gene expression, and one or more synthetic or naturally-occurring introns could be incorporated into the transcribed region of the minigene. The inclusion of mRNA stabilization sequences and sequences for replication in mammalian cells may also be considered for increasing minigene expression.

Once an expression vector is selected, the minigene is cloned into the polylinker region downstream of the promoter. This plasmid is transformed into an appropriate E. coli strain, and DNA is prepared using standard techniques. The orientation and DNA sequence of the minigene, as well as all other elements included in the vector, are confirmed using restriction mapping and DNA sequence analysis. Bacterial cells harboring the correct plasmid can be stored as a master cell bank and a working cell bank.

In addition, immunostimulatory sequences (ISSs or CpGs) appear to play a role in the immunogenicity of DNA vaccines. These sequences may be included in the vector, outside the minigene coding sequence, if desired to enhance immunogenicity.

In some embodiments, a bi-cistronic expression vector which allows production of both the minigene-encoded epitopes and a second protein (included to enhance or decrease immunogenicity) can be used. Examples of proteins or polypeptides that could beneficially enhance the immune response if co-expressed include cytokines (e.g., IL-2, IL-12, GM-CSF), cytokine-inducing molecules (e.g., LeIF), costimulatory molecules, or for HTL responses, pan-DR binding proteins (PADRE™, Epimmune, San Diego, Calif.). HTL epitopes can be joined to intracellular targeting signals and expressed separately from expressed CTL epitopes; this allows direction of the HTL epitopes to a cell compartment different than that of the CTL epitopes. If required, this could facilitate more efficient entry of HTL epitopes into the HLA class II pathway, thereby improving HTL induction. In contrast to HTL or CTL induction, specifically decreasing the immune response by co-expression of immunosuppressive molecules (e.g. TGF-β) may be beneficial in certain diseases.

Therapeutic quantities of plasmid DNA can be produced for example, by fermentation in E. coli, followed by purification. Aliquots from the working cell bank are used to inoculate growth medium, and grown to saturation in shaker flasks or a bioreactor according to well known techniques. Plasmid DNA can be purified using standard bioseparation technologies such as solid phase anion-exchange resins supplied by QIAGEN, Inc. (Valencia, Calif.). If required, supercoiled DNA can be isolated from the open circular and linear forms using gel electrophoresis or other methods.

Purified plasmid DNA can be prepared for injection using a variety of formulations. The simplest of these is reconstitution of lyophilized DNA in sterile phosphate-buffer saline (PBS). This approach, known as “naked DNA,” is currently being used for intramuscular (IM) administration in clinical trials. To maximize the immunotherapeutic effects of minigene DNA vaccines, an alternative method for formulating purified plasmid DNA may be desirable. A variety of methods have been described, and new techniques may become available. Cationic lipids can also be used in the formulation; in addition, glycolipids, fusogenic liposomes, peptides and compounds referred to collectively as protective, interactive, non-condensing compounds (PINC) can also be complexed to purified plasmid DNA to influence variables such as stability, intramuscular dispersion, or trafficking to specific organs or cell types (see, e.g., as described by WO 93/24640; Mannino & Gould-Fogerite, BioTechniques 6(7): 682 (1988); U.S. Pat. No. 5,279,833; WO 91/06309; and Felgner, et al., Proc. Nat'l Acad. Sci. USA 84:7413 (1987).

Target cell sensitization can be used as a functional assay for expression and HLA class I presentation of minigene-encoded CTL epitopes. For example, the plasmid DNA is introduced into a mammalian cell line that is suitable as a target for standard CTL chromium release assays. The transfection method used will be dependent on the final formulation. Electroporation can be used for “naked” DNA, whereas cationic lipids allow direct in vitro transfection. A plasmid expressing green fluorescent protein (GFP) can be co-transfected to allow enrichment of transfected cells using fluorescence activated cell sorting (FACS). These cells are then chromium-51 (51Cr) labeled and used as target cells for epitope-specific CTL lines; cytolysis, detected by 51Cr release, indicates both production of, and HLA presentation of, minigene-encoded CTL epitopes. Expression of HTL epitopes may be evaluated in an analogous manner using assays to assess HTL activity.

In vivo immunogenicity is a second approach for functional testing of minigene DNA formulations. Transgenic mice expressing appropriate human HLA proteins are immunized with the DNA product. The dose and route of administration are formulation dependent (e.g., IM for DNA in PBS, intraperitoneal (IP) for lipid-complexed DNA). Twenty-one days after immunization, splenocytes are harvested and restimulated for 1 week in the presence of peptides encoding each epitope being tested. Thereafter, for CTL effector cells, assays are conducted for cytolysis of peptide-loaded, 51Cr-labeled target cells using standard techniques. Lysis of target cells that were sensitized by HLA loaded with peptide epitopes, corresponding to minigene-encoded epitopes, demonstrates DNA vaccine function for in vivo induction of CTLs. Immunogenicity of HTL epitopes is evaluated in transgenic mice in an analogous manner.

Alternatively, the nucleic acids can be administered using ballistic delivery as described, for instance, in U.S. Pat. No. 5,204,253. Using this technique, particles comprised solely of DNA are administered. In a further alternative embodiment, DNA can be adhered to particles, such as gold particles.

IV.K.2. Combinations of CTL Peptides with Helper Peptides

Vaccine compositions comprising the peptides of the present invention, or analogs thereof, which have immunostimulatory activity may be modified to provide desired attributes, such as improved serum half life, or to enhance immunogenicity.

For instance, the ability of a peptide to induce CTL activity can be enhanced by linking the peptide to a sequence which contains at least one epitope that is capable of inducing a T helper cell response. The use of T helper epitopes in conjunction with CTL epitopes to enhance immunogenicity is illustrated, for example, in applications U.S. Ser. No. 08/197,484, now U.S. Pat. No. 6,419,931, and U.S. Ser. No. 08/464,234, now abandoned.

Particularly preferred CTL epitope/HTL epitope conjugates are linked by a spacer molecule. The spacer is typically comprised of relatively small, neutral molecules, such as amino acids or amino acid mimetics, which are substantially uncharged under physiological conditions. The spacers are typically selected from, e.g., Ala, Gly, or other neutral spacers of nonpolar amino acids or neutral polar amino acids. It will be understood that the optionally present spacer need not be comprised of the same residues and thus may be a hetero- or hom*o-oligomer. When present, the spacer will usually be at least one or two residues, more usually three to six residues. Alternatively, the CTL peptide may be linked to the T helper peptide without a spacer.

The CTL peptide epitope may be linked to the T helper peptide epitope either directly or via a spacer either at the amino or carboxy terminus of the CTL peptide. The amino terminus of either the immunogenic peptide or the T helper peptide may be acylated. The HTL peptide epitopes used in the invention can be modified in the same manner as CTL peptides. For instance, they may be modified to include D-amino acids or be conjugated to other molecules such as lipids, proteins, sugars and the like.

In certain embodiments, the T helper peptide is one that is recognized by T helper cells present in the majority of the population. This can be accomplished by selecting amino acid sequences that bind to many, most, or all of the HLA class II molecules. These are known as “loosely HLA-restricted” or “promiscuous” T helper sequences. Examples of amino acid sequences that are promiscuous include sequences from antigens such as tetanus toxoid at positions 830-843 (QYIKANSKFIGITE; SEQ ID NO: 3799), Plasmodium falciparum CS protein at positions 378-398 (DIEKKIAKMEKASSVFNVVNS; SEQ ID NO: 3800), and Streptococcus 18 kD protein at positions 116 (GAVDSILGGVATYGAA; SEQ ID NO: 3801). Other examples include peptides bearing a DR 1-4-7 supermotif, or either of the DR3 motifs.

Alternatively, it is possible to prepare synthetic peptides capable of stimulating T helper lymphocytes, in a loosely HLA-restricted fashion, using amino acid sequences not found in nature (see, e.g., PCT publication WO 95/07707). These synthetic compounds called Pan-DR-binding epitopes (e.g., PADRE™, Epimmune, Inc., San Diego, Calif.) are designed to most preferrably bind most HLA-DR (human HLA class II) molecules. For instance, a pan-DR-binding epitope peptide having the formula: aKXVWANTLKAAa (SEQ ID NO: 3802), where “X” is either cyclohexylalanine, phenylalanine, or tyrosine, and a is either D-alanine or L-alanine, has been found to bind to most HLA-DR alleles, and to stimulate the response of T helper lymphocytes from most individuals, regardless of their HLA type. An alternative of a pan-DR binding epitope comprises all “L” natural amino acids and can be provided in the form of nucleic acids that encode the epitope.

HTL peptide epitopes can also be modified to alter their biological properties. For example, peptides comprising HTL epitopes can contain D-amino acids to increase their resistance to proteases and thus extend their serum half-life. Also, the epitope peptides of the invention can be conjugated to other molecules such as lipids, proteins or sugars, or any other synthetic compounds, to increase their biological activity. Specifically, the T helper peptide can be conjugated to one or more palmitic acid chains at either the amino or carboxyl termini.

In some embodiments it may be desirable to include in the pharmaceutical compositions of the invention at least one component which primes cytotoxic T cells. Lipids have been identified as agents capable of priming CTL in vivo against viral antigens. For example, palmitic acid residues can be attached to the ε- and α-amino groups of a lysine residue and then linked, e.g., via one or more linking residues such as Gly, Gly-Gly-, Ser, Ser-Ser, or the like, to an immunogenic peptide. The lipidated peptide can then be administered either directly in a micelle or particle, incorporated into a liposome, or emulsified in an adjuvant, e.g., incomplete Freund's adjuvant. In a preferred embodiment, a particularly effective immunogenic comprises palmitic acid attached to ε- and α-amino groups of Lys, which is attached via linkage, e.g., Ser-Ser, to the amino terminus of the immunogenic peptide.

As another example of lipid priming of CTL responses, E. coli lipoproteins, such as tripalmitoyl-S-glycerylcysteinlyseryl-serine (P3CSS) can be used to prime virus specific CTL when covalently attached to an appropriate peptide. (See, e.g., Deres, et al., Nature 342:561, 1989). Peptides of the invention can be coupled to P3CSS, for example, and the lipopeptide administered to an individual to specifically prime a CTL response to the target antigen. Moreover, because the induction of neutralizing antibodies can also be primed with P3CSS-conjugated epitopes, two such compositions can be combined to more effectively elicit both humoral and cell-mediated responses to infection.

As noted herein, additional amino acids can be added to the termini of a peptide to provide for ease of linking peptides one to another, for coupling to a carrier support or larger peptide, for modifying the physical or chemical properties of the peptide or oligopeptide, or the like. Amino acids such as tyrosine, cysteine, lysine, glutamic or aspartic acid, or the like, can be introduced at the C- or N-terminus of the peptide or oligopeptide, particularly class I peptides. However, it is to be noted that modification at the carboxyl terminus of a CTL epitope may, in some cases, alter binding characteristics of the peptide. In addition, the peptide or oligopeptide sequences can differ from the natural sequence by being modified by terminal-NH2 acylation, e.g., by alkanoyl (C1-C20) or thioglycolyl acetylation, terminal-carboxyl amidation, e.g., ammonia, methylamine, etc. In some instances these modifications may provide sites for linking to a support or other molecule.

The peptides of the present invention and pharmaceutical and vaccine compositions of the invention are useful for administration to mammals, particularly humans, to treat and/or prevent malaria. Vaccine compositions containing the peptides of the invention are administered to an individual susceptible to, or otherwise at risk for, malaria or to a patient infected with PF to elicit an immune response against PF antigens and thus enhance the patient's own immune response capabilities. In therapeutic applications, peptide and/or nucleic acid compositions are administered to a patient in an amount sufficient to elicit an effective CTL and/or HTL response to the PF antigen and to cure or at least partially arrest or slow symptoms and/or complications. An amount adequate to accomplish this is defined as “therapeutically effective dose.” Amounts effective for this use will depend on, e.g., the particular composition administered, the manner of administration, the stage and severity of the disease being treated, the weight and general state of health of the patient, and the judgment of the prescribing physician.

The vaccine compositions of the invention may also be used purely as prophylactic agents. The level of expected exposure (e.g., a traveler versus a resident of an area where malaria is endemic) determines the magnitude of response that is desired to be achieved by the vaccination. Therefore, some vaccination regimens may employ higher doses of the vaccine compositions, or more doses may be administered.

Generally the dosage for an initial prophylactic immunization generally occurs in a unit dosage range where the lower value is about 1, 5, 50, 500, or 1000 μg and the higher value is about 10,000; 20,000; 30,000; or 50,000 μg. Dosage values for a human typically range from about 500 μg to about 50,000 μg per 70 kilogram patient. This is followed by boosting dosages of between about 1.0 μg to about 50,000 μg of peptide administered at defined intervals from about four weeks to six months after the initial administration of vaccine. The immunogenicity of the vaccine may be assessed by measuring the specific activity of CTL and HTL obtained from a sample of the patient's blood.

As noted above, peptides comprising CTL and/or HTL epitopes of the invention induce immune responses when presented by HLA molecules and contacted with a CTL or HTL specific for an epitope comprised by the peptide. The manner in which the peptide is contacted with the CTL or HTL is not critical to the invention. For instance, the peptide can be contacted with the CTL or HTL either in vivo or in vitro. If the contacting occurs in vivo, the peptide itself can be administered to the patient, or other vehicles, e.g., DNA vectors encoding one or more peptides, viral vectors encoding the peptide(s), liposomes and the like, can be used, as described herein.

For pharmaceutical compositions, the immunogenic peptides of the invention, or DNA encoding them, are generally administered to an individual who has not been infected with PF. The peptides or DNA encoding them can be administered individually or as fusions of one or more peptide sequences.

The pharmaceutical compositions may also be used to treat individuals already infected with PF. Patients can be treated with the immunogenic peptide epitopes separately or in conjunction with other treatments, as appropriate.

For therapeutic use, administration should generally begin at the first diagnosis of PF infection. This is followed by boosting doses until at least symptoms are substantially abated and for a period thereafter. Loading doses followed by boosting doses may be required.

The peptide or other compositions used for prophylaxis or the treatment of PF infection can be used, e.g., in persons who are not manifesting symptoms of disease but who act as a disease vector. In this context, it is generally important to provide an amount of the peptide epitope delivered by a mode of administration sufficient to effectively stimulate a cytotoxic T cell response; compositions which stimulate helper T cell responses can also be given in accordance with this embodiment of the invention.

The dosage for an initial therapeutic immunization generally occurs in a unit dosage range where the lower value is about 1, 5, 50, 500, or 1000 μg and the higher value is about 10,000; 20,000; 30,000; or 50,000 μg. Dosage values for a human typically range from about 500 μg to about 50,000 μg per 70 kilogram patient. Boosting dosages of between about 1.0 μg to about 50000 μg of peptide pursuant to a boosting regimen over weeks to months may be administered depending upon the patient's response and condition as determined by measuring the specific activity of CTL and HTL obtained from the patient's blood. The peptides and compositions of the present invention may be employed in serious disease states, that is, life-threatening or potentially life threatening situations. In such cases, as a result of the minimal amounts of extraneous substances and the relative nontoxic nature of the peptides in preferred compositions of the invention, it is possible and may be felt desirable by the treating physician to administer substantial excesses of these peptide compositions relative to these stated dosage amounts.

Thus, for treatment of a chronically infected individual, a representative dose is in the range disclosed above. Initial doses followed by boosting doses at established intervals, e.g., from four weeks to six months, may be required, possibly for a prolonged period of time to effectively immunize an individual. Administration should continue until at least clinical symptoms or laboratory tests indicate that the PF infection has been eliminated or substantially abated and for a period thereafter. The dosages, routes of administration, and dose schedules are adjusted in accordance with methodologies known in the art.

The pharmaceutical compositions for therapeutic treatment are intended for parenteral, topical, oral, intrathecal, or local administration. Preferably, the pharmaceutical compositions are administered parentally, e.g., intravenously, subcutaneously, intradermally, or intramuscularly. Thus, the invention provides compositions for parenteral administration which comprise a solution of the immunogenic peptides dissolved or suspended in an acceptable carrier, preferably an aqueous carrier. A variety of aqueous carriers may be used, e.g., water, buffered water, 0.8% saline, 0.3% glycine, hyaluronic acid and the like. These compositions may be sterilized by conventional, well known sterilization techniques, or may be sterile filtered. The resulting aqueous solutions may be packaged for use as is, or lyophilized, the lyophilized preparation being combined with a sterile solution prior to administration. The compositions may contain pharmaceutically acceptable auxiliary substances as required to approximate physiological conditions, such as pH-adjusting and buffering agents, tonicity adjusting agents, wetting agents, preservatives, and the like, for example, sodium acetate, sodium lactate, sodium chloride, potassium chloride, calcium chloride, sorbitan monolaurate, triethanolamine oleate, etc.

The concentration of peptides of the invention in the pharmaceutical formulations can vary widely, i.e., from less than about 0.1%, usually at or at least about 2% to as much as 20% to 50% or more by weight, and will be selected primarily by fluid volumes, viscosities, etc., in accordance with the particular mode of administration selected.

A human unit dose form of the peptide composition is typically included in a pharmaceutical composition that comprises a human unit dose of an acceptable carrier, preferably an aqueous carrier, and is administered in a volume of fluid that is known by those of skill in the art to be used for administration of such compositions to humans (see, e.g., Remington's Pharmaceutical Sciences, 17th Edition, A. Gennaro, Editor, Mack Publishing Co., Easton, Pa., 1985).

The peptides of the invention may also be administered via liposomes, which serve to target the peptides to a particular tissue, such as lymphoid tissue, or to target selectively to infected cells, as well as to increase the half-life of the peptide composition. Liposomes include emulsions, foams, micelles, insoluble monolayers, liquid crystals, phospholipid dispersions, lamellar layers and the like. In these preparations, the peptide to be delivered is incorporated as part of a liposome, alone or in conjunction with a molecule which binds to a receptor prevalent among lymphoid cells, such as monoclonal antibodies which bind to the CD45 antigen, or with other therapeutic or immunogenic compositions. Thus, liposomes either filled or decorated with a desired peptide of the invention can be directed to the site of lymphoid cells, where the liposomes then deliver the peptide compositions. Liposomes for use in accordance with the invention are formed from standard vesicle-forming lipids, which generally include neutral and negatively charged phospholipids and a sterol, such as cholesterol. The selection of lipids is generally guided by consideration of, e.g., liposome size, acid lability and stability of the liposomes in the blood stream. A variety of methods are available for preparing liposomes, as described in, e.g., Szoka, et al., Ann. Rev. Biophys. Bioeng. 9:467 (1980), and U.S. Pat. Nos. 4,235,871, 4,501,728, 4,837,028, and 5,019,369.

For targeting cells of the immune system, a ligand to be incorporated into the liposome can include, e.g., antibodies or fragments thereof specific for cell surface determinants of the desired immune system cells. A liposome suspension containing a peptide may be administered intravenously, locally, topically, etc. in a dose which varies according to, inter alia, the manner of administration, the peptide being delivered, and the stage of the disease being treated.

For solid compositions, conventional nontoxic solid carriers may be used which include, for example, pharmaceutical grades of mannitol, lactose, starch, magnesium stearate, sodium saccharin, talcum, cellulose, glucose, sucrose, magnesium carbonate, and the like. For oral administration, a pharmaceutically acceptable nontoxic composition is formed by incorporating any of the normally employed excipients, such as those carriers previously listed, and generally 10-95% of active ingredient, that is, one or more peptides of the invention, and more preferably at a concentration of 25%-75%.

For aerosol administration, the immunogenic peptides are preferably supplied in finely divided form along with a surfactant and propellant. Typical percentages of peptides are 0.01%-20% by weight, preferably 1%-10%. The surfactant must, of course, be nontoxic, and preferably soluble in the propellant. Representative of such agents are the esters or partial esters of fatty acids containing from 6 to 22 carbon atoms, such as caproic, octanoic, lauric, palmitic, stearic, linoleic, linolenic, olesteric and oleic acids with an aliphatic polyhydric alcohol or its cyclic anhydride. Mixed esters, such as mixed or natural glycerides may be employed. The surfactant may constitute 0.1%-20% by weight of the composition, preferably 0.25-5%. The balance of the composition is ordinarily propellant. A carrier can also be included, as desired, as with, e.g., lecithin for intranasal delivery.

The peptide and nucleic acid compositions of this invention can be provided in kit form together with instructions for vaccine administration. Typically the kit would include desired peptide compositions in a container, preferably in unit dosage form and instructions for administration. An alternative kit would include a minigene construct with desired nucleic acids of the invention in a container, preferably in unit dosage form together with instructions for administration. Lymphokines such as IL-2 or IL-12 may also be included in the kit. Other kit components that may also be desirable include, for example, a sterile syringe, booster dosages, and other desired excipients.

The invention will be described in greater detail by way of specific examples. The following examples are offered for illustrative purposes, and are not intended to limit the invention in any manner. Those of skill in the art will readily recognize a variety of non-critical parameters that can be changed or modified to yield alternative embodiments in accordance with the invention.

The following examples illustrate identification, selection, and use of immunogenic Class I and Class II peptide epitopes for inclusion in vaccine compositions.

The following example of peptide binding to HLA molecules demonstrates quantification of binding affinities of HLA class I and class II peptides. Binding assays can be performed with peptides that are either motif-bearing or not motif-bearing.

Epstein-Barr virus (EBV)-transformed hom*ozygous cell lines, fibroblasts, CIR, or 721.22 transfectants were used as sources of HLA class I molecules. These cells were maintained in vitro by culture in RPMI 1640 medium supplemented with 2 mM L-glutamine (GIBCO, Grand Island, N.Y.), 50 μM 2-ME, 100 μg/ml of streptomycin, 100 U/ml of penicillin (Irvine Scientific) and 10% heat-inactivated FCS (Irvine Scientific, Santa Ana, Calif.). Cells were grown in 225-cm2 tissue culture flasks or, for large-scale cultures, in roller bottle apparatuses. The specific cell lines routinely used for purification of MHC class I and class II molecules are listed in Table XXIV.

Cell lysates were prepared and HLA molecules purified in accordance with disclosed protocols (Sidney et al., Current Protocols in Immunology 18.3.1 (1998); Sidney, et al., J. Immunol. 154:247 (1995); Sette, et al., Mol. Immunol. 31:813 (1994)). Briefly, cells were lysed at a concentration of 108 cells/ml in 50 mM Tris-HCl, pH 8.5, containing 1% Nonidet P-40 (Fluka Biochemika, Buchs, Switzerland), 150 mM NaCl, 5 mM EDTA, and 2 mM PMSF. Lysates were cleared of debris and nuclei by centrifugation at 15,000×g for 30 min.

HLA molecules were purified from lysates by affinity chromatography. Lysates prepared as above were passed twice through two pre-columns of inactivated Sepharose CL4-B and protein A-Sepharose. Next, the lysate was passed over a column of Sepharose CL-4B beads coupled to an appropriate antibody. The antibodies used for the extraction of HLA from cell lysates are listed in Table XXV. The anti-HLA column was then washed with 10-column volumes of 10 mM Tris-HCL, pH 8.0, in 1% NP-40, PBS, 2-column volumes of PBS, and 2-column volumes of PBS containing 0.4% n-octylglucoside. Finally, MHC molecules were eluted with 50 mM diethylamine in 0.15M NaCl containing 0.4% n-octylglucoside, pH 11.5. A 1/25 volume of 2.0M Tris, pH 6.8, was added to the eluate to reduce the pH to ˜8.0. Eluates were then be concentrated by centrifugation in Centriprep 30 concentrators at 2000 rpm (Amicon, Beverly, Mass.). Protein content was evaluated by a BCA protein assay (Pierce Chemical Co., Rockford, Ill.) and confirmed by SDS-PAGE.

A detailed description of the protocol utilized to measure the binding of peptides to Class I and Class II MHC has been published (Sette et al., Mol. Immunol. 31:813, 1994; Sidney et al., in Current Protocols in Immunology, Margulies, Ed., John Wiley & Sons, New York, Section 18.3, 1998). Briefly, purified MHC molecules (5 to 500 nM) were incubated with various unlabeled peptide inhibitors and 1-10 nM 125I-radiolabeled probe peptides for 48 h in PBS containing 0.05% Nonidet P-40 (NP40) (or 20% w/v digitonin for H-2 IA assays) in the presence of a protease inhibitor co*cktail. The final concentrations of protease inhibitors (each from CalBioChem, La Jolla, Calif.) were 1 mM PMSF, 1.3 nM 1.10 phenanthroline, 73 μM pepstatin A, 8 mM EDTA, 6 mM N-ethylmaleimide (for Class II assays), and 200 μM N alpha-p-tosyl-L-lysine chloromethyl ketone (TLCK). All assays were performed at pH 7.0 with the exception of DRB1*0301, which was performed at pH 4.5, and DRB1*1601 (DR2w21β1) and DRB4*0101 (DRw53), which were performed at pH 5.0. pH was adjusted as described elsewhere (see Sidney et al., in Current Protocols in Immunology, Margulies, Ed., John Wiley & Sons, New York, Section 18.3, 1998).

Following incubation, MHC-peptide complexes were separated from free peptide by gel filtration on 7.8 mm×15 cm TSK200 columns (TosoHaas 16215, Montgomeryville, Pa.), eluted at 1.2 mls/min with PBS pH 6.5 containing 0.5% NP40 and 0.1% NaN3. Because the large size of the radiolabeled peptide used for the DRB1*1501 (DR2w2β1) assay makes separation of bound from unbound peaks more difficult under these conditions, all DRB1*1501 (DR2w2β1) assays were performed using a 7.8 mm×30 cm TSK2000 column eluted at 0.6 mls/min. The eluate from the TSK columns was passed through a Beckman 170 radioisotope detector, and radioactivity was plotted and integrated using a Hewlett-Packard 3396A integrator, and the fraction of peptide bound was determined.

Radiolabeled peptides were iodinated using the chloramine-T method. Representative radiolabeled probe peptides utilized in each assay, and its assay specific IC50 nM, are summarized in Tables IV and V. Typically, in preliminary experiments, each MHC preparation was titered in the presence of fixed amounts of radiolabeled peptides to determine the concentration of HLA molecules necessary to bind 10-20% of the total radioactivity. All subsequent inhibition and direct binding assays were performed using these HLA concentrations.

Since under these conditions [label]<[HLA] and IC50≧[HLA], the measured IC50 values are reasonable approximations of the true KD values. Peptide inhibitors are typically tested at concentrations ranging from 120 μg/ml to 1.2 ng/ml, and are tested in two to four completely independent experiments. To allow comparison of the data obtained in different experiments, a relative binding figure is calculated for each peptide by dividing the IC50 of a positive control for inhibition by the IC50 for each tested peptide (typically unlabeled versions of the radiolabeled probe peptide). For database purposes, and inter-experiment comparisons, relative binding values are compiled. These values can subsequently be converted back into IC50 nM values by dividing the IC50 nM of the positive controls for inhibition by the relative binding of the peptide of interest. This method of data compilation has proven to be the most accurate and consistent for comparing peptides that have been tested on different days, or with different lots of purified MHC.

Because the antibody used for HLA-DR purification (LB3.1) is α-chain specific, β1 molecules are not separated from β3 (and/or β4 and β5) molecules. The β1 specificity of the binding assay is obvious in the cases of DRB1*0101 (DR1), DRB1*0802 (DR8w2), and DRB1*0803 (DR8w3), where no β3 is expressed. It has also been demonstrated for DRB1*0301 (DR3) and DRB3*0101 (DR52a), DRB1*0401 (DR4w4), DRB1*0404 (DR4w14), DRB1*0405 (DR4w15), DRB1*1101 (DR5), DRB1*1201 (DR5w12), DRB1*1302 (DR6w19) and DRB1*0701 (DR7). The problem of β chain specificity for DRB1*1501 (DR2w2β1), DRB5*0101 (DR2w2β2), DRB1*1601 (DR2w21β1), DRB5*0201 (DR51Dw21), and DRB4*0101 (DRw53) assays is circumvented by the use of fibroblasts. Development and validation of assays with regard to DRβ molecule specificity have been described previously (see, e.g., Southwood et al., J. Immunol. 160:3363-3373, 1998).

Binding assays as outlined above may be used to analyze supermotif and/or motif-bearing epitopes as, for example, described in Example 2.

Vaccine compositions of the invention may include multiple epitopes that comprise multiple HLA supermotifs or motifs to achieve broad population coverage. This example illustrates the identification of supermotif- and motif-bearing epitopes for the inclusion in such a vaccine composition. Additional experimental details that may be relevant to this example are found in Doolan, D. L. et al., Immunity 7:97, 1997. Calculation of population coverage was performed using the strategy described below.

Computer Searches and Algorithms for Identification of Supermotif and/or Motif-Bearing Epitopes

Computer searches for epitopes bearing HLA Class I or Class II supermotifs or motifs were performed as follows. All translated PF protein sequences were analyzed using a text string search software program, e.g., MotifSearch 1.4 (D. Brown, San Diego) to identify potential peptide sequences containing appropriate HLA binding motifs; alternative programs are readily produced in accordance with information in the art in view of the motif/supermotif disclosure herein. Furthermore, such calculations can be made mentally. Identified A2-, A3-, and DR-supermotif sequences were scored using polynomial algorithms to predict their capacity to bind to specific HLA-Class I or Class II molecules. These polynomial algorithms take into account both extended and refined motifs (that is, to account for the impact of different amino acids at different positions), and are essentially based on the premise that the overall affinity (or AG) of peptide-HLA molecule interactions can be approximated as a linear polynomial function of the type:
“ΔG”=a1i×a2i×a3i×ani
where aji is a coefficient which represents the effect of the presence of a given amino acid (j) at a given position (i) along the sequence of a peptide of n amino acids. The crucial assumption of this method is that the effects at each position are essentially independent of each other (i.e., independent binding of individual side-chains). When residue j occurs at position i in the peptide, it is assumed to contribute a constant amount ji to the free energy of binding of the peptide irrespective of the sequence of the rest of the peptide. This assumption is justified by studies from our laboratories that demonstrated that peptides are bound to MHC and recognized by T cells in essentially an extended conformation (data omitted herein).

The method of derivation of specific algorithm coefficients has been described in Gulukota et al., J. Mol. Biol. 267:1258-126, 1997; (see also Sidney et al., Human Immunol. 45:79-93, 1996; and Southwood et al., J. Immunol. 160:3363-3373, 1998). Briefly, for all i positions, anchor and non-anchor alike, the geometric mean of the average relative binding (ARB) of all peptides carrying j is calculated relative to the remainder of the group, and used as the estimate off. For Class II peptides, if multiple alignments are possible, only the highest scoring alignment is utilized, following an iterative procedure. To calculate an algorithm score of a given peptide in a test set, the ARB values corresponding to the sequence of the peptide are multiplied. If this product exceeds a chosen threshold, the peptide is predicted to bind. Appropriate thresholds are chosen as a function of the degree of stringency of prediction desired.

Selection of HLA-A2 Supertype Cross-Reactive Peptides

Complete protein sequences from PF antigens were aligned, then scanned, utilizing motif identification software, to identify conserved 9- and 10-mer sequences containing the HLA-A*0201-motif main anchor specificity. Following conservancy determination and algorithm analysis to take into account the influence of secondary anchors, 53 peptides containing the HLA-A*0201 of potential interest were identified and tested for their capacity to bind to purified HLA-A*0201 molecules in vitro. Fifteen peptides bound A*0201 with IC50 values 500 nM.

Fourteen of these peptides were subsequently tested for immunogenicity as described below. Of these, 5 scored positive both in primary in vitro CTL responses and in HLA transgenic mice.

The five immunogenic peptides were then tested for the capacity to bind to additional A2-supertype molecules (A*0202, A*0203, A*0206, and A*6802). The peptide SSP214-23, which was immunogenic in primary human CTL cultures and contains the SSP214-22 epitope (rather than SSP214-22 itself), was included in the analysis. In addition, the peptide Exp-183, which was positive in the murine CTL assays and the peptide CSP425 and SSP2230, were also analyzed for cross-reactive binding. As shown in Table XXVI, all eight of these peptides were found to be A2-supertype cross-reactive binders with six of these binding to three or more A2 supertype alleles.

Selection of HLA-A3 Supermotif-Bearing Epitopes

The PF protein sequences scanned above were also examined for the presence of conserved peptides with the HLA-A3 supermotif primary anchors. Further analysis using the A03 and A11 algorithms (see, e.g., Gulukota et al, J. Mol. Biol. 267:1258-1267, 1997 and Sidney et al, Human Immunol. 45:79-93, 1996) identified 203 conserved 9- or 10-mer motif-containing peptide sequences that scored high in either or both algorithms. Of these candidates, twenty five peptides were identified that bound A3 and/or A11 with binding affinities of ≦500 nM. These peptides were then tested for binding cross-reactivity to the other common A3-supertype alleles (A*3101, A*3301, and A*6801). Seven of them bound at least three of the five HLA-A3-supertype molecules tested. An eighth peptide, LSA-111 was also considered for further study because it bound strongly to two of the A3 supertype alleles and weakly to the other two A3 supertype alleles. (Table XXVII)

In summary, eight HLA-A3 supertype cross-reactive binding peptides derived from conserved regions of PF proteins were identified.

Selection of HLA-B7 Supermotif Bearing Epitopes

When the same PF target antigen protein sequences were also analyzed for the presence of conserved 9- or 10-mer peptides with the HLA-B7-supermotif, 26 sequences were identified. Of these 26, 24 corresponding peptides were synthesized and tested for binding to HLA-B*0702, the most common B7-supertype allele (i.e., the prototype B7 supertype allele). Four of the peptides bound B*0702 with IC50 of ≦500 nM. These four peptides were then tested for binding to other common B7-supertype molecules (B*3501, B*51, B*5301, and B*5401). As shown in Table XXVIII, one peptide was capable of to four of the five B7 supertype alleles; another was found to bind three of the five alles.

Selection of A1 and A24 Motif-Bearing Epitopes

To further increase population coverage, HLA-A1 and -A24 epitopes can also be incorporated into potential vaccine constructs.

An analysis of the protein sequence data from the PF target antigens utilized above identified 40 A1- and 81 A24-motif-containing conserved sequences. Testing for binding to the appropriate HLA molecule (i.e., A1 or A24) was performed on a subset of those peptides. Four A1-motif peptides and four A24-motif peptides, shown in Table Table XXIX, were found to have binding capacities of 500 nM or less for the appropriate allele-specific HLA molecule.

Evaluation of A*0201 Immunogenicity

It has been shown that CTL induced in A*0201/Kb transgenic mice exhibit specificity similar to CTL induced in the human system (see, e.g., Vitiello et al., J. Exp. Med. 173:1007-1015, 1991; Wentworth et al., Eur. J. Immunol. 26:97-101, 1996). Accordingly, these mice were used to evaluate the immunogenicity of the fourteen conserved A*0201 motif-bearing high affinity binding peptides identified in Example 2 above.

CTL induction in transgenic mice following peptide immmunization has been described (Vitiello et al., J. Exp. Med. 173:1007-1015, 1991; Alexander et al.; J. Immunol. 159:4753-4761, 1997). In these studies, mice were injected subcutaneously at the base of the tail with each peptide (50 μg/mouse) emulsified in IFA in the presence of an excess of an IAb-restricted helper peptide (140 μg/mouse) (HBV core 128-140, Sette et al., J. Immunol. 153:5586-5592, 1994). Eleven days after injection, splenocytes were incubated in the presence of peptide-loaded syngenic LPS blasts. After six days, cultures were assayed for cytotoxic activity using peptide-pulsed targets. The data indicated that 5 of the 14 peptides were capable of inducing primary CTL responses in A*0201/Kb transgenic mice. (For these studies, a peptide was considered positive if it induced CTL (L.U. 30/106 cells ≧2 in at least two transgenic animals (Wentworth et al., Eur. J. Immunol. 26:97-101, 1996).

The fourteen peptides that bound to HLA-A*0201 with good affinity were also tested for immunogenicity with PBMCs from at least four malaria-naïve human donors. The induction of primary CTL responses in vitro with PBMCs from normal naïve humans requires a brief treatment of the antigen-presenting cells with acidic buffer and subsequent neutralization in the presence of excess B2-microglobulin and exogenous peptide (Wentworth et al., supra). By ensuring that the majority of the HLA class I molecules are occupied by exogenous peptide, these steps are essential for the induction of primary CTL responses. Such responses cannot be induced using methods developed for the induction of recall CTL responses. A peptide was considered positive if yielding more than 2 LU30/106 cells (lytic units 20% per 104 cells, where one lytic unit corresponds to the number of effector cells required to induce 30% 51Cr release from 10,000 target cells during a 6 hr assay.) or 15% peptide-specific lysis, respectively, in at least two different primary CTL cultures. The five peptides that were positive in HLA transgenic mice were also shown to induce primary CTL responses.

The HLA-A2 cross-reactive binding peptides were tested for their ability to elicit in vitro recall responses from PBMCs of six volunteers, each of whom had an HLA-A*0201 allele, immunized with irradiated sporozoites. The results demonstrated that all of the A2-binding peptides were recognized in association with HLA-A*0201.

In addition to investigating whether the peptides could be recognized as CTL epitopes, the ability of the peptides to induce specific cytokine responses was also measured. In particular, induction of interferon-γ and TNF-α were measured, both of which have been implicated in protective immunity against malaria. PBMC from irradiated sporozoite-immunized volunteers and PBMC from naturally exposed individuals were tested. The results indicate that significant peptide-induced cytokine responses were observed for all of the A2 supermotif-bearing peptides. (See Doolan et al., Immunity 7:97-112, 1997.)

Evaluation of A*03/A11 Immunogenicity

The immunogenicity of the eight supermotif-bearing peptides was also evaluated in recall responses using PBMC from volunteers bearing HLA-A3 supertype alleles who had previously been immunized with irradiated sporozoites. All the peptides were recognized in association with both A3 and A33. The fraction of individuals responding to each peptide varied for the supertype overall from 50% for one of the peptides to 100% for three of the peptides.

Immunogenicity was also evaluated using PBMCs of semi-immune or nonimmune individuals naturally exposed to malaria. In this population, recall CTL responses (percentage specific lysis greater than 10%) were detected for five of the eight A3-binding peptides.

Immunogenicity of A3 supermotif-bearing peptides can also be evaluated in transgenic mice that bear a human HLA-A11 allele using methodology analogous to that for immunogenicity studies using HLA-A2.1 transgenic mice.

Evaluation of B7 Immunogenicity

Immunogenicity of two B7 supermotif-bearing peptides, SSP2539 and the HLA-B-restricted peptide Pfs1677 was also examined in individuals who had been exposed to PF, either through immunization or natural exposure, as described for the evaluation of A2- and A3-supermotif-bearing peptides.

Both peptides were found to be capable of inducing CTL responses. The two peptides were recognized as CTL epitopes in the context of three of the five B7 supertype alleles.

HLA motifs and supermotifs (comprising primary and/or secondary residues) are useful in the identification and preparation of highly cross-reactive native peptides, as demonstrated herein. Moreover, the definition of HLA motifs and supermotifs also allows one to engineer highly cross-reactive epitopes by identifying residues within a native peptide sequence which can be analogued, or “fixed” to confer upon the peptide certain characteristics, e.g. greater cross-reactivity within the group of HLA molecules that comprise a supertype, and/or greater binding affinity for some or all of those HLA molecules. Examples of analog peptides that exhibit modulated binding affinity are set forth in this example.

Analoging at Primary Anchor Residues

The primary anchor residues are analogued to modulate binding activity. For example, peptide engineering strategies are implemented to further increase the cross-reactivity of the A3-supertype candidate epitopes identified above. On the basis of the data disclosed, e.g., in related and U.S. Ser. No. 09/226,775, now abandoned, the main anchors of A3-supermotif-bearing peptides are altered, for example, to introduce a preferred V, S, or M at position 2.

To analyze the cross-reactivity of the analog peptides, each engineered analog is initially tested for binding to the prototype A3 supertype alleles A3 and A11; then, if binding capacity is maintained, for additional A3-supertype cross-reactivity.

Similarly, analogs of HLA-A2 supermotif-bearing epitopes may also be generated. For example, peptides binding to A2-supertype molecules may be engineered at primary anchor residues to possess a preferred residue (L, I, V, or M) at position 2 and/or a preferred I or V as a position 9 primary anchor residue.

The analog peptides are then tested for the ability to bind the A2 supermotif prototype allele, A*0201. Those peptides that demonstrate 500 nM binding capacity are then tested for A2-supertype cross-reactivity.

Similarly to the A2- and A3-motif bearing peptides, peptide binding to B7-supertype alleles may be improved, where possible, to achieve increased cross-reactive binding. B7 supermotif-bearing peptides may, for example, be engineered to possess a preferred residue (V, I, L, or F) at the C-terminal primary anchor position, as demonstrated by Sidney et al. (J. Immunol. 157:3480-3490, 1996).

Analoging at Secondary Anchor Residues

Moreover, HLA supermotifs are of value in engineering highly cross-reactive peptides and/or peptides that bind HLA molecules with increased affinity by identifying particular residues at secondary anchor positions that are associated with such properties. For example, the binding capacity of an analog of the B7 supermotif-bearing peptide Pf SSP2126, representing a discreet single amino acid substitution at position one, is analyzed. The peptide may be substituted with an F at position 1, rather than and L. The peptide, which binds to 3 of 5 B7 supertype alles, is then analyzed for the ability to bind all five B7-supertype molecules with a good affinity.

Because so few B7-supertype cross-reactive epitopes were identified in the initial binding screen, results from previous binding evaluations may be analyzed to identify conserved (8-, 9-, 10-, or 11-mer) peptides which bind, minimally, 3/5 B7 supertype molecules with weak affinity (IC50 of 500 nM-5 μM). This analysis identifies additional candidate peptides that can be analogued. These peptides are tested for enhanced binding affinity and B7-supertype cross-reactivity.

Engineered analogs with sufficiently improved binding capacity or cross-reactivity are tested as described in Example 2 for the ability of the peptide to induce CTL responses using PBMC from individuals who had previously been exposed to Pf antigens. Immunogenicity may also be studied in HLA-B7-transgenic mice, following for example, IFA immunization or lipopeptide immunization.

In conclusion, these data demonstrate that by the use of even single amino acid substitutions, it is possible to increase the binding affinity and/or cross-reactivity of peptide ligands for HLA supertype molecules.

Peptide epitopes bearing an HLA class II supermotif or motif may also be identified as outlined below using methodology similar to that described in Examples 1-3.

Selection of HLA-DR-Supermotif-Bearing Epitopes

To identify PF-derived, HLA class II HTL epitopes, the protein sequences from the same four PF antigens used for the identification of HLA Class I supermotif/motif sequences were analyzed for the presence of sequences bearing an HLA-DR-motif or supermotif. Specifically, 15-mer sequences were selected comprising a DR-supermotif, further comprising a 9-mer core, and three-residue N- and C-terminal flanking regions (15 amino acids total). It was also required that the 9-mer core sequence be 100% conserved in at least 79% of the sequences analyzed.

The conserved, PF-derived peptides identified above were tested for their binding capacity for various common HLA-DR molecules. All peptides were initially tested for binding to the DR molecules in the primary panel: DR1, DR4w4, and DR7. Peptides binding at least 2 of these 3 DR molecules were then tested for binding to DR2w2β1, DR2w2β2, DR6w19, and DR9 molecules in secondary assays. Finally, peptides binding at least 2 of the 4 secondary panel DR molecules, and thus cumulatively at least 4 of 7 different DR molecules, were screened for binding to DR4w15, DR5w11, and DR8w2 molecules in tertiary assays. Peptides binding at least 7 of the 10 DR molecules comprising the primary, secondary, and tertiary screening assays were considered cross-reactive DR binders. The composition of these screening panels, and the phenotypic frequency of associated antigens, are shown in Table XXX.

In conclusion, 8 cross-reactive DR-binding peptides derived from 6 independent regions were identified that bind 7 or more HLA DR alleles. Five other peptides were also identified that bound between 4 and 6 DR alleles (Table XXXI).

Selection of Conserved DR3 Motif Peptides

Because HLA-DR3 is an allele that is prevalent in Caucasian, Black, and Hispanic populations, DR3 binding capacity is an important criterion in the selection of HTL epitopes. However, data generated previously indicated that DR3 only rarely cross-reacts with other DR alleles (Sidney et al., J. Immunol. 149:2634-2640, 1992; Geluk et al., J. Immunol. 152:5742-5748, 1994; Southwood et al., J. Immunol. 160:3363-3373, 1998). This is not entirely surprising in that the DR3 peptide-binding motif appears to be distinct from the specificity of most other DR alleles.

To efficiently identify peptides that bind DR3, target proteins were analyzed for conserved sequences carrying one of the two DR3 specific binding motifs reported by Geluk et al. (J. Immunol. 152:5742-5748, 1994). Peptides containing a DR3 motif were then synthesized and tested for their DR3 binding capacity. Three peptides were found to bind DR3 with an affinity of 1 μM or less (Table XXXI), and thereby qualify as HLA class II high affinity binders. On of these peptides was also identified above as a cross-reactive DR binding peptide.

DR3 binding epitopes identified in this manner that are found to induce immunological responses as in Example 6 below may then be included in vaccine compositions with DR supermotif-bearing peptide epitopes.

The immunogenicity of the HLA class II binding epitopes identified in Example 5 was evaluated in a study testing PBMC from either healthy volunteers previously immunized with an irradiated sporozoite vaccine, and thereby immune to malaria, or PBMC from naturally exposed individuals from the Irian Java (Indonesia) region where malaria is highly endemic. Vigorous responses were seen in volunteers vaccinated with whole irradiate sporozoites. All peptides were recognized in at least one immune individual, but not in either of the two individuals for which pre-immunization sample were available. All individuals recognized at least two, and up to nine different epitopes.

In the case of Irian Java population, PBMC from over 100 different individuals were screened for reactivity. Proliferation and secretion of various lymphokines has been measured. The results demonstrate that also in this semi-immune chronically exposed population, all peptides are recognized, with the percentage of individuals yielding positive responses ranging from 7% to 29% for IFN-γ, 36% to 51% for TNF-α and 12% to 2% for proliferative responses (Table XXII.

In conclusion, the immunogenicity of class II epitopes derived from conserved regions of the PF genome has been demonstrated.

This example illustrates the assessment of the breadth of population coverage of a vaccine composition comprised of multiple epitopes comprising multiple supermotifs and/or motifs.

In order to analyze population coverage, gene frequencies of HLA alleles were determined. Gene frequencies for each HLA allele were calculated from antigen or allele frequencies utilizing the binomial distribution formulae gf=1−(SQRT(1−af)) (see, e.g., Sidney et al., Human Immunol. 45:79-93, 1996). To obtain overall phenotypic frequencies, cumulative gene frequencies were calculated, and the cumulative antigen frequencies derived by the use of the inverse formula [af=1−(1−Cgf)2].

Where frequency data was not available at the level of DNA typing, correspondence to the serologically defined antigen frequencies was assumed. To obtain total potential supertype population coverage no linkage disequilibrium was assumed, and only alleles confirmed to belong to each of the supertypes were included (minimal estimates). Estimates of total potential coverage achieved by inter-loci combinations were made by adding to the A coverage the proportion of the non-A covered population that could be expected to be covered by the B alleles considered (e.g., total=A+B*(1−A)). Confirmed members of the A3-like supertype are A3, A11, A31, A*3301, and A*6801. Although the A3-like supertype may also include A34, A66, and A*7401, these alleles were not included in overall frequency calculations. Likewise, confirmed members of the A2-like supertype family are A*0201, A*0202, A*0203, A*0204, A*0205, A*0206, A*0207, A*6802, and A*6901. Finally, the B7-like supertype-confirmed alleles are: B7, B*3501-03, B51, B*5301, B*5401, B*5501-2, B*5601, B*6701, and B*7801 (potentially also B*1401, B*3504-06, B*4201, and B*5602).

Population coverage achieved by combining the A2-, A3- and B7-supertypes is approximately 86% in five major ethnic groups (see Table XXI). Coverage may be extended by including peptides bearing the A1 and A24 motifs. On average, A1 is present in 12% and A24 in 29% of the population across five different major ethnic groups (Caucasian, North American Black, Chinese, Japanese, and Hispanic). Together, these alleles are represented with an average frequency of 39% in these same ethnic populations. The total coverage across the major ethnicities when A1 and A24 are combined with the coverage of the A2-, A3- and B7-supertype alleles is >95%. An analogous approach can be used to estimate population coverage achieved with combinations of class II motif-bearing epitopes.

Summary of Candidate HLA Class I and Class II Epitopes

In summary, on the basis of the data presented in the above examples, candidate peptide epitopes derived from conserved regions of PF have been identified (Table XXXIII). These include eight HLA-A2 supermotif-bearing epitopes, eight HLA-A3 supermotif-bearing epitopes, and two HLA-B7 supermotif-bearing epitope, each capable of binding to multiple A2-, A3-, or B7-supertype molecules, and immunogenic in HLA transgenic mice or antigenic for human PBL. In addition four A1 motif-bearing and four A24 motif-bearing epitopes are also include candidate CTL epitopes for inclusion in a vaccine composition.

With these 26 CTL epitopes (as disclosed herein and from the art), average population coverage, (i.e., recognition of at least one PF epitope), is predicted to be, on average, greater than 95% (range of 90.6%-99.1%), in five major ethnic populations. The potential redundancy of coverage afforded by these epitopes can be estimated using the game theory Monte Carlo simulation analysis, which is known in the art (see e.g., Osborne, M. J. and Rubinstein, A. “A course in game theory” MIT Press, 1994). As shown in FIG. 1, it is estimated that 90% of the individuals in a population comprised of the Caucasian, North American Black, Japanese, Chinese, and Hispanic ethnic groups would recognize 8 or more of the candidate epitopes described herein.

A list of PF-derived HTL epitopes that would be preferred for use in the design of minigene constructs or other vaccine formulations is summarized in Table XXXIV. As shown, 13 different peptide-binding regions have been identified which bind multiple HLA-DR molecules or bind HLA-DR3.

It is estimated that each of 10 common DR molecules recognizing the DR supermotif, and DR3, are covered by a minimum of 2 epitopes. Correspondingly, the total estimated population coverage represented by this panel of epitopes is, on average, in excess of 94% in each of the 5 major ethnic populations (Table XXXV).

This example determines that CTL induced by native or analogued peptide epitopes identified and selected as described in Examples 1-6 recognize endogenously synthesized, i.e., native antigens.

Effector cells isolated from transgenic mice that are immunized with peptide epitopes as in Example 3, for example HLA-A2 supermotif-bearing epitopes, are re-stimulated in vitro using peptide-coated stimulator cells. Six days later, effector cells are assayed for cytotoxicity and the cell lines that contain peptide-specific cytotoxic activity are further re-stimulated. An additional six days later, these cell lines are tested for cytotoxic activity on 51Cr labeled Jurkat-A2.1/Kb target cells in the absence or presence of peptide, and also tested on 51Cr labeled target cells bearing the endogenously synthesized antigen, i.e. cells that are stably transfected with PF expression vectors.

The result will demonstrate that CTL lines obtained from animals primed with peptide epitope recognize endogenously synthesized PF antigen. The choice of transgenic mouse model to be used for such an analysis depends upon the epitope(s) that is being evaluated. In addition to HLA-A*0201/Kb transgenic mice, several other transgenic mouse models including mice with human A11, which may also be used to evaluate A3 epitopes, and B7 alleles have been characterized and others (e.g., transgenic mice for HLA-A1 and A24) are being developed. HLA-DR1 and HLA-DR3 mouse models have also been developed, which may be used to evaluate HTL epitopes.

This example illustrates the induction of CTLs and HTLs in transgenic mice by use of a PF CTL/HTL peptide conjugate whereby the vaccine composition comprises peptides administered to a PF-infected patient or an individual at risk for malaria. The peptide composition can comprise multiple CTL and/or HTL epitopes. This analysis demonstrates enhanced immunogenicity that can be achieved by inclusion of one or more HTL epitopes in a vaccine composition. Such a peptide composition can comprise a lipidated HTL epitope conjugated to a preferred CTL epitope containing, for example, at least one CTL epitope selected from Tables VII-XVIII, or an analog of that epitope. The HTL epitope is, for example, selected from Table XIX or XX.

Lipopeptide preparation: Lipopeptides are prepared by coupling the appropriate fatty acid to the amino terminus of the resin bound peptide. A typical procedure is as follows: A dichloromethane solution of a four-fold excess of a pre-formed symmetrical anhydride of the appropriate fatty acid is added to the resin and the mixture is allowed to react for two hours. The resin is washed with dichloromethane and dried. The resin is then treated with trifluoroacetic acid in the presence of appropriate scavengers [e.g. 5% (v/v) water] for 60 minutes at 20° C. After evaporation of excess trifluoroacetic acid, the crude peptide is washed with diethyl ether, dissolved in methanol and precipitated by the addition of water. The peptide is collected by filtration and dried.

Immunization procedures: Immunization of transgenic mice is performed as described (Alexander et al., J. Immunol. 159:4753-4761, 1997). For example, A2/Kb mice, which are transgenic for the human HLA A2.1 allele and are useful for the assessment of the immunogenicity of HLA-A*0201 motif- or HLA-A2 supermotif-bearing epitopes, are primed subcutaneously (base of the tail) with 0.1 ml of peptide conjugate formulated in saline, or DMSO/saline. Seven days after priming, splenocytes obtained from these animals are restimulated with syngenic irradiated LPS-activated lymphoblasts coated with peptide.

Cell lines: Target cells for peptide-specific cytotoxicity assays are Jurkat cells transfected with the HLA-A2.1/Kb chimeric gene (e.g., Vitiello et al., J. Exp. Med. 173:1007, 1991)

In vitro CTL activation: One week after priming, spleen cells (30×106 cells/flask) are co-cultured at 37° C. with syngeneic, irradiated (3000 rads), peptide coated lymphoblasts (10×106 cells/flask) in 10 ml of culture medium/T25 flask. After six days, effector cells are harvested and assayed for cytotoxic activity.

Assay for cytotoxic activity: Target cells (1.0 to 1.5×106) are incubated at 37° C. in the presence of 200 μl of 51Cr. After 60 minutes, cells are washed three times and resuspended in R10 medium. Peptide is added where required at a concentration of 1 μg/ml. For the assay, 104 51Cr-labeled target cells are added to different concentrations of effector cells (final volume of 200 μl) in U-bottom 96-well plates. After a 6 hour incubation period at 37° C., a 0.1 ml aliquot of supernatant is removed from each well and radioactivity is determined in a Micromedic automatic gamma counter. The percent specific lysis is determined by the formula: percent specific release=100×(experimental release−spontaneous release)/(maximum release−spontaneous release). To facilitate comparison between separate CTL assays run under the same conditions, % 51Cr release data is expressed as lytic units/106 cells. One lytic unit is arbitrarily defined as the number of effector cells required to achieve 30% lysis of 10,000 target cells in a 6 hour 51Cr release assay. To obtain specific lytic units/106, the lytic units/106 obtained in the absence of peptide is subtracted from the lytic units/106 obtained in the presence of peptide. For example, if 30% 51Cr release is obtained at the effector (E): target (T) ratio of 50:1 (i.e., 5×105 effector cells for 10,000 targets) in the absence of peptide and 5:1 (i.e., 5×104 effector cells for 10,000 targets) in the presence of peptide, the specific lytic units would be: [(1/50,000)−(1/500,000)]×106=18 LU.

The results are analyzed to assess the magnitude of the CTL responses of animals injected with the immunogenic CTL/HTL conjugate vaccine preparation and are compared to the magnitude of the CTL response achieved using the CTL epitope as outlined in Example 3. Analyses similar to this may be performed to evaluate the immunogenicity of peptide conjugates containing multiple CTL epitopes and/or multiple HTL epitopes. In accordance with these procedures it is found that a CTL response is induced, and concomitantly that an HTL response is induced, upon administration of such compositions.

This example illustrates the procedure for the selection of peptide epitopes for vaccine compositions of the invention. The peptides in the composition may be in the form of a nucleic acid sequence, either single or one or more sequences (i.e., minigene) that encodes peptide(s), or may be single and/or polyepitopic peptides.

The following principles are utilized when selecting an array of epitopes for inclusion in a vaccine composition. Each of the following principles are balanced in order to make the selection.

1.) Epitopes are selected which, upon administration, mimic immune responses that have been observed to be correlated with PF clearance. For HLA Class I this includes 3-4 epitopes that come from at least one antigen of PF. In other words, it has been observed that patients who spontaneously clear PF generate an immune response to at least 3 epitopes on at least one PF antigen. For HLA Class II a similar rationale is employed; again 3-4 epitopes are selected from at least one PF antigen.

2.) Epitopes are selected that have the requisite binding affinity established to be correlated with immunogenicity: for HLA Class I an IC50 of 500 nM or less, or for Class II an IC50 of 1000 nM or less.

3.) Sufficient supermotif bearing peptides, or a sufficient array of allele-specific motif bearing peptides, are selected to give broad population coverage. For example, epitopes are selected to provide at least 80% population coverage. A Monte Carlo analysis, a statistical evaluation known in the art and discussed herein, can be employed to assess breadth, or redundancy, of population coverage.

4.) When selecting epitopes for PF antigens it may be preferable to select native epitopes. Therefore, of particular relevance for infectious disease vaccines, are epitopes referred to as “nested epitopes.” Nested epitopes occur where at least two epitopes overlap in a given peptide sequence. A peptide comprising “transcendent nested epitopes” is a peptide that has both HLA class I and HLA class II epitopes in it.

When providing nested epitopes, a sequence that has the greatest number of epitopes per provided sequence is provided. A limitation on this principle is to avoid providing a peptide that is any longer than the amino terminus of the amino terminal epitope and the carboxyl terminus of the carboxyl terminal epitope in the peptide. When providing a longer peptide sequence, such as a sequence comprising nested epitopes, the sequence is screened in order to insure that it does not have pathological or other deleterious biological properties.

5.) When creating a minigene, as disclosed in greater detail in Example 11, an objective is to generate the smallest peptide possible that encompasses the epitopes of interest. The principles employed are similar, if not the same as those employed when selecting a peptide comprising nested epitopes. Additionally, however, upon determination of the nucleic acid sequence to be provided as a minigene, the peptide encoded thereby is analyzed to determine whether any “junctional epitopes” have been created. A junctional epitope is an actual binding epitope, as predicted, e.g., by motif analysis. Junctional epitopes are generally to be avoided because the recipient may generate an immune response to that epitope, which is not present in a native PF protein sequence. Of particular concern is a junctional epitope that is a “dominant epitope.” A dominant epitope may lead to such a zealous response that immune responses to other epitopes are diminished or suppressed.

Peptide epitopes for inclusion in vaccine compositions are, for example, selected from those listed in Tables XXXIII and XXXIV. A vaccine composition comprised of selected peptides, when administered, is safe, efficacious, and elicits an immune response similar in magnitude of an immune response that clears an acute PF infection.

This example describes the design and construction of a minigene expression plasmid. Minigene plasmids may, of course, contain various configurations of CTL and/or HTL epitopes or epitope analogs as described herein. Expression plasmids have been constructed and evaluated as described, for example, in U.S. Ser. No. 09/311,784 filed May 13, 1999, now U.S. Pat. No. 6,534,482, and in Ishioka et al., J. Immunol. 162:3915-3925, 1999.

A minigene expression plasmid may include multiple CTL and HTL peptide epitopes. In the present example, HLA-A2, -A3, -B7 supermotif-bearing peptide epitopes and HLA-A1 and -A24 motif-bearing peptide epitopes are used in conjunction with DR supermotif-bearing epitopes and/or DR3 epitopes. Preferred epitopes are identified, for example, in Tables XXXIII and XXXIV. HLA class I supermotif or motif-bearing peptide epitopes derived from multiple PF antigens, e.g., EXP-1, SSP2, CSP and LSA-1, are selected such that multiple supermotifs/motifs are represented to ensure broad population coverage. Similarly, HLA class II epitopes are selected from multiple PF antigens to provide broad population coverage, i.e. both HLA DR-1-4-7 supermotif-bearing epitopes and HLA DR-3 motif-bearing epitopes are selected for inclusion in the minigene construct. The selected CTL and HTL epitopes are then incorporated into a minigene for expression in an expression vector.

This example illustrates the methods to be used for construction of such a minigene-bearing expression plasmid. Other expression vectors that may be used for minigene compositions are available and known to those of skill in the art.

The minigene DNA plasmid contains a consensus Kozak sequence and a consensus murine kappa Ig-light chain signal sequence followed by CTL and/or HTL epitopes selected in accordance with principles disclosed herein. The sequence encodes an open reading frame fused to the Myc and His antibody epitope tag coded for by the pcDNA 3.1 Myc-His vector.

Overlapping oligonucleotides, for example eight oligonucleotides, averaging approximately 70 nucleotides in length with 15 nucleotide overlaps, are synthesized and HPLC-purified. The oligonucleotides encode the selected peptide epitopes as well as appropriate linker nucleotides, Kozak sequence, and signal sequence. The final multiepitope minigene is assembled by extending the overlapping oligonucleotides in three sets of reactions using PCR. A Perkin/Elmer 9600 PCR machine is used and a total of 30 cycles are performed using the following conditions: 95° C. for 15 sec, annealing temperature (5° below the lowest calculated Tm of each primer pair) for 30 sec, and 72° C. for 1 min.

For the first PCR reaction, 5 μg of each of two oligonucleotides are annealed and extended: Oligonucleotides 1+2, 3+4, 5+6, and 7+8 are combined in 100 μl reactions containing Pfu polymerase buffer (1×=10 mM KCL, 10 mM (NH4)2SO4, 20 mM Tris-chloride, pH 8.75, 2 mM MgSO4, 0.1% Triton X-100, 100 μg/ml BSA), 0.25 mM each dNTP, and 2.5 U of Pfu polymerase. The full-length dimer products are gel-purified, and two reactions containing the product of 1+2 and 3+4, and the product of 5+6 and 7+8 are mixed, annealed, and extended for 10 cycles. Half of the two reactions are then mixed, and 5 cycles of annealing and extension carried out before flanking primers are added to amplify the full length product for 25 additional cycles. The full-length product is gel-purified and cloned into pCR-blunt (Invitrogen) and individual clones are screened by sequencing.

The degree to which the plasmid construct prepared using the methodology outlined in Example 11 is able to induce immunogenicity is evaluated through in vivo injections into mice and subsequent in vitro assessment of CTL and HTL activity, which are analysed using cytotoxicity and proliferation assays, respectively, as detailed e.g., in U.S. Ser. No. 09/311,784 filed May 13, 1999, now U.S. Pat. No. 6,534,482, and Alexander et al., Immunity 1:751-761, 1994. To assess the capacity of the pMin minigene construct to induce CTLs in vivo, HLA-A11/Kb transgenic mice, for example, are immunized intramuscularly with 100 μg of naked cDNA. As a means of comparing the level of CTLs induced by cDNA immunization, a control group of animals is also immunized with an actual peptide composition that comprises multiple epitopes synthesized as a single polypeptide as they would be encoded by the minigene.

Splenocytes from immunized animals are stimulated twice with each of the respective compositions (peptide epitopes encoded in the minigene or the polyepitopic peptide), then assayed for peptide-specific cytotoxic activity in a 51Cr release assay. The results indicate the magnitude of the CTL response directed against the A3-restricted epitope, thus indicating the in vivo immunogenicity of the minigene vaccine and polyepitopic vaccine. It is, therefore, found that the minigene elicits immune responses directed toward the HLA-A3 supermotif peptide epitopes as does the polyepitopic peptide vaccine. A similar analysis is also performed using other HLA-A2 and HLA-B7 transgenic mouse models to assess CTL induction by HLA-A2 and HLA-B7 motif or supermotif epitopes.

To assess the capacity of a class II epitope encoding minigene to induce HTLs in vivo, I-Ab restricted mice, for example, are immunized intramuscularly with 100 μg of plasmid DNA. As a means of comparing the level of HTLs induced by DNA immunization, a group of control animals is also immunized with an actual peptide composition emulsified in complete Freund's adjuvant.

CD4+ T cells, i.e. HTLs, are purified from splenocytes of immunized animals and stimulated with each of the respective compositions (peptides encoded in the minigene). The HTL response is measured using a 3H-thymidine incorporation proliferation assay, (see, e.g., Alexander et al., Immunity 1:751-761, 1994). the results indicate the magnitude of the HTL response, thus demonstrating the in vivo immunogenicity of the minigene.

DNA minigenes, constructed as described in Example 11, may also be evaluated as a vaccine in combination with a boosting agent using a prime boost protocol. The boosting agent may consist of recombinant protein (e.g., Barnett et al., Aids Res. and Human Reotroviruses 14, Supplement 3:S299-S309, 1998) or recombinant vaccinia, for example, expressing a minigene or DNA encoding the complete protein of interest (see, e.g., Hanke et al., Vaccine 16:439-445, 1998; Sedegah et al., Proc. Natl. Acad. Sci USA 95:7648-53, 1998; Hanke and McMichael, Immunol. Letters 66:177-181, 1999; and Robinson et al., Nature Med. 5:526-34, 1999).

For example, the efficacy of the DNA minigene may be evaluated in transgenic mice. In this example, A2.1/Kb transgenic mice are immunized IM with 100 μg of the DNA minigene encoding the immunogenic peptides. After an incubation period (ranging from 3-9 weeks), the mice are boosted IP with 107 pfu/mouse of a recombinant vaccinia virus expressing the same sequence encoded by the DNA minigene. Control mice are immunized with 100 μg of DNA or recombinant vaccinia without the minigene sequence, or with DNA encoding the minigene, but without the vaccinia boost. After an additional incubation period of two weeks, splenocytes from the mice are immediately assayed for peptide-specific activity in an ELISPOT assay. Additionally, splenocytes are stimulated in vitro with the A2-restricted peptide epitopes encoded in the minigene and recombinant vaccinia, then assayed for peptide-specific activity in an IFN-γ ELISA. It is found that the minigene utilized in a prime-boost mode elicits greater immune responses toward the HLA-A2 supermotif peptides than with DNA alone. Such an analysis is also performed using other HLA-A11 and HLA-B7 transgenic mouse models to assess CTL induction by HLA-A3 and HLA-B7 motif or supermotif epitopes.

Vaccine compositions of the present invention are used to prevent PF infection in persons who are at risk for such infection. For example, a polyepitopic peptide epitope composition (or a nucleic acid comprising the same) containing multiple CTL and HTL epitopes such as those selected in Examples 9 and/or 10, which are also selected to target greater than 80% of the population, is administered to individuals at risk for PF infection. The composition is provided as a single lipidated polypeptide that encompasses multiple epitopes. The vaccine is administered in an aqueous carrier comprised of Freunds Incomplete Adjuvant. The dose of peptide for the initial immunization is from about 1 to about 50,000 μg, generally 100-5,000 μg, for a 70 kg patient. The initial administration of vaccine is followed by booster dosages at 4 weeks followed by evaluation of the magnitude of the immune response in the patient, by techniques that determine the presence of epitope-specific CTL populations in a PBMC sample. Additional booster doses are administered as required. The composition is found to be both safe and efficacious as a prophylaxis against PF infection.

Alternatively, the polyepitopic peptide composition can be administered as a nucleic acid in accordance with methodologies known in the art and disclosed herein.

A native PF polyprotein sequence is screened, preferably using computer algorithms defined for each class I and/or class II supermotif or motif, to identify “relatively short” regions of the polyprotein that comprise multiple epitopes and is preferably less in length than an entire native antigen. This relatively short sequence that contains multiple distinct, even overlapping, epitopes is selected and used to generate a minigene construct. The construct is engineered to express the peptide, which corresponds to the native protein sequence. The “relatively short” peptide is generally less than 250 amino acids in length, often less than 100 amino acids in length, preferably less than 75 amino acids in length, and more preferably less than 50 amino acids in length. The protein sequence of the vaccine composition is selected because it has maximal number of epitopes contained within the sequence, i.e., it has a high concentration of epitopes. As noted herein, epitope motifs may be nested or overlapping (i.e., frame shifted relative to one another). For example, with frame shifted overlapping epitopes, two 9-mer epitopes and one 10-mer epitope can be present in a 10 amino acid peptide. Such a vaccine composition is administered for therapeutic or prophylactic purposes.

The vaccine composition will preferably include, for example, three CTL epitopes and at least one HTL epitope from PF. This polyepitopic native sequence is administered either as a peptide or as a nucleic acid sequence which encodes the peptide. Alternatively, an analog can be made of this native sequence, whereby one or more of the epitopes comprise substitutions that alter the cross-reactivity and/or binding affinity properties of the polyepitopic peptide.

The embodiment of this example provides for the possibility that an as yet undiscovered aspect of immune system processing will apply to the native nested sequence and thereby facilitate the production of therapeutic or prophylactic immune response-inducing vaccine compositions. Additionally such an embodiment provides for the possibility of motif-bearing epitopes for an HLA makeup that is presently unknown. Furthermore, this embodiment (absent analogs) directs the immune response to multiple peptide sequences that are actually present in native PF antigens thus avoiding the need to evaluate any junctional epitopes. Lastly, the embodiment provides an economy of scale when producing nucleic acid vaccine compositions.

Related to this embodiment, computer programs can be derived in accordance with principles in the art, which identify in a target sequence, the greatest number of epitopes per sequence length.

The PF peptide epitopes of the present invention are used in conjunction with peptide epitopes from target antigens related to one or more other diseases, to create a vaccine composition that is useful for the prevention or treatment of PF as well as the one or more other disease(s). Examples of the other diseases include, but are not limited to, HIV, HCV, and HBV.

For example, a polyepitopic peptide composition comprising multiple CTL and HTL epitopes that target greater than 98% of the population may be created for administration to individuals at risk for both PF and HIV infection. The composition can be provided as a single polypeptide that incorporates the multiple epitopes from the various disease-associated sources, or can be administered as a composition comprising one or more discrete epitopes.

Peptides of the invention may be used to analyze an immune response for the presence of specific CTL or HTL populations directed to PF. Such an analysis may be performed in a manner as that described by Ogg et al., Science 279:2103-2106, 1998. In the following example, peptides in accordance with the invention are used as a reagent for diagnostic or prognostic purposes, not as an immunogen.

In this example highly sensitive human leukocyte antigen tetrameric complexes (“tetramers”) are used for a cross-sectional analysis of, for example, PF HLA-A*0201-specific CTL frequencies from HLA A*0201-positive individuals at different stages of infection or following immunization using an PF peptide containing an A*0201 motif. Tetrameric complexes are synthesized as described (Musey et al., N. Engl. J. Med. 337:1267, 1997). Briefly, purified HLA heavy chain (A*0201 in this example) and β2-microglobulin are synthesized by means of a prokaryotic expression system. The heavy chain is modified by deletion of the transmembrane-cytosolic tail and COOH-terminal addition of a sequence containing a BirA enzymatic biotinylation site. The heavy chain, β2-microglobulin, and peptide are refolded by dilution. The 45-kD refolded product is isolated by fast protein liquid chromatography and then biotinylated by BirA in the presence of biotin (Sigma, St. Louis, Mo.), adenosine 5′triphosphate and magnesium. Streptavidin-phycoerythrin conjugate is added in a 1:4 molar ratio, and the tetrameric product is concentrated to 1 mg/ml. The resulting product is referred to as tetramer-phycoerythrin.

For the analysis of patient blood samples, approximately one million PBMCs are centrifuged at 300 g for 5 minutes and resuspended in 50 μl of cold phosphate-buffered saline. Tri-color analysis is performed with the tetramer-phycoerythrin, along with anti-CD8-Tricolor, and anti-CD38. The PBMCs are incubated with tetramer and antibodies on ice for 30 to 60 min and then washed twice before formaldehyde fixation. Gates are applied to contain >99.98% of control samples. Controls for the tetramers include both A*0201-negative individuals and A*0201-positive uninfected donors. The percentage of cells stained with the tetramer is then determined by flow cytometry. The results indicate the number of cells in the PBMC sample that contain epitope-restricted CTLs, thereby readily indicating the extent of immune response to the PF epitope, and thus the stage of infection with PF, the status of exposure to PF, or exposure to a vaccine that elicits a protective or therapeutic response.

The peptide epitopes of the invention are used as reagents to evaluate T cell responses, such as acute or recall responses, in patients. Such an analysis may be performed on patients who have recovered from infection, who are chronically infected with PF, or who have been vaccinated with a PF vaccine.

For example, the class I restricted CTL response of persons who have been vaccinated may be analyzed. The vaccine may be any PF vaccine. PBMC are collected from vaccinated individuals and HLA typed. Appropriate peptide epitopes of the invention that are preferably highly conserved and, optimally, bear supermotifs to provide cross-reactivity with multiple HLA supertype family members, are then used for analysis of samples derived from individuals who bear that HLA type.

PBMC from vaccinated individuals are separated on Ficoll-Histopaque density gradients (Sigma Chemical Co., St. Louis, Mo.), washed three times in HBSS (GIBCO Laboratories), resuspended in RPMI-1640 (GIBCO Laboratories) supplemented with L-glutamine (2 mM), penicillin (50 U/ml), streptomycin (50 μg/ml), and Hepes (10 mM) containing 10% heat-inactivated human AB serum (complete RPMI) and plated using microculture formats. A synthetic peptide comprising an epitope of the invention is added at 10 μg/ml to each well and HBV core 128-140 epitope is added at 1 μg/ml to each well as a source of T cell help during the first week of stimulation.

In the microculture format, 4×105 PBMC are stimulated with peptide in 8 replicate cultures in 96-well round bottom plate in 100 μl/well of complete RPMI. On days 3 and 10, 100 ml of complete RPMI and 20 U/ml final concentration of rIL-2 are added to each well. On day 7 the cultures are transferred into a 96-well flat-bottom plate and restimulated with peptide, rIL-2 and 105 irradiated (3,000 rad) autologous feeder cells. The cultures are tested for cytotoxic activity on day 14. A positive CTL response requires two or more of the eight replicate cultures to display greater than 10% specific 51Cr release, based on comparison with uninfected control subjects as previously described (Rehermann, et al., Nature Med. 2:1104, 1108, 1996; Rehermann et al., J. Clin. Invest. 97:1655-1665, 1996; and Rehermann et al. J. Clin. Invest. 98:1432-1440, 1996).

Target cell lines are autologous and allogeneic EBV-transformed B-LCL that are either purchased from the American Society for Histocompatibility and Immunogenetics (ASHI, Boston, Mass.) or established from the pool of patients as described (Guilhot, et al. J. Virol. 66:2670-2678, 1992).

Cytotoxicity assays are performed in the following manner. Target cells consist of either allogeneic HLA-matched or autologous EBV-transformed B lymphoblastoid cell line that are incubated overnight with the synthetic peptide epitope of the invention at 10 μM, and labeled with 100 μCi of 51Cr (Amersham Corp., Arlington Heights, Ill.) for 1 hour after which they are washed four times with HBSS.

Cytolytic activity is determined in a standard 4-h, split well 51Cr release assay using U-bottomed 96 well plates containing 3,000 targets/well. Stimulated PBMC are tested at effector/target (E/T) ratios of 20-50:1 on day 14. Percent cytotoxicity is determined from the formula: 100×[(experimental release-spontaneous release)/maximum release-spontaneous release)]. Maximum release is determined by lysis of targets by detergent (2% Triton X-100; Sigma Chemical Co., St. Louis, Mo.). Spontaneous release is <25% of maximum release for all experiments.

The results of such an analysis indicate the extent to which HLA-restricted CTL populations have been stimulated by previous exposure to PF or a PF vaccine.

The class II restricted HTL responses may also be analyzed. Purified PBMC are cultured in a 96-well flat bottom plate at a density of 1.5×105 cells/well and are stimulated with 10 μg/ml synthetic peptide, whole antigen, or PHA. Cells are routinely plated in replicates of 4-6 wells for each condition. After seven days of culture, the medium is removed and replaced with fresh medium containing 10 U/ml IL-2. Two days later, 1 μCi 3H-thymidine is added to each well and incubation is continued for an additional 18 hours. Cellular DNA is then harvested on glass fiber mats and analyzed for 3H-thymidine incorporation. Antigen-specific T cell proliferation is calculated as the ratio of 3H-thymidine incorporation in the presence of antigen divided by the 3H-thymidine incorporation in the absence of antigen.

A prime boost protocol similar in its underlying principle to that used to evaluated the efficacy of a DNA vaccine in transgenic mice, which was described in Example 12, may also be used for the administration of the vaccine to humans. Such a vaccine regimen is includes an initial administration of, for example, naked DNA followed by a boost using recombinant virus encoding the vaccine, or recombinant protein/polypeptide or a peptides mixture administered in an adjuvant.

For example, the initial immunization may be performed using an expression vector, such as that constructed in Example 11, in the form of naked DNA administered IM (or SC or ID) in the amounts of 0.5-5, typically 100 g, at multiple sites. The DNA (0.1 to 1000 mg) can also be administered using a gene gun. Following an incubation period of 3-4 weeks, a booster dose is then administered. The booster can be recombinant fowlpox virus administered at a dose of 5-107 to 5×109 pfu. Alternative recombinant virus, such as MVA, canarypox, adenovirus, and adeno-associated viruses can also be used for the booster, or the polyepitopic protein or a mixture of the peptides can be administered. For evaluation of vaccine efficacy, patient blood samples will be obtained before immunization as well as at intervals following administration of the initial vaccine and booster doses of the vaccine. Peripheral blood mononuclear cells are isolated from fresh heparinized blood by Ficoll-Hypaque density gradient centrifugation, aliquoted in freezing media and stored frozen. Samples are assayed for CTL and HTL activity.

Analysis of the results will indicate that a magnitude of sufficient response to achieve protective immunity against Pf is generated.

A human clinical trial to evaluate an immunogenic composition comprising CTL and HTL epitopes of the invention is set up as an IND Phase I, dose escalation study and carried out as a randomized, double-blind, placebo-controlled trial in patients are not infected with Pf. Such a trial is designed, for example, as follows:

A total of about 27 subjects are enrolled and divided into 3 groups:

Group I: 3 subjects are injected with placebo and 6 subjects are injected with 5 μg of peptide composition;

Group II: 3 subjects are injected with placebo and 6 subjects are injected with 50 μg peptide composition;

Group III: 3 subjects are injected with placebo and 6 subjects are injected with 500 μg of peptide composition.

After 4 weeks following the first injection, all subjects receive a booster inoculation at the same dosage.

The endpoints measured in this study relate to the safety and tolerability of the peptide composition as well as its immunogenicity. Cellular immune responses to the peptide composition are an index of the intrinsic activity of this the peptide composition, and can therefore be viewed as a measure of biological efficacy. The following summarize the clinical and laboratory data that relate to safety and efficacy endpoints.

Safety: The incidence of adverse events is monitored in the placebo and drug treatment group and assessed in terms of degree and reversibility.

Evaluation of Vaccine Efficacy: For evaluation of vaccine efficacy, subjects are bled before and after injection. Peripheral blood mononuclear cells are isolated from fresh heparinized blood by Ficoll-Hypaque density gradient centrifugation, aliquoted in freezing media and stored frozen. Samples are assayed for CTL and HTL activity.

The vaccine is found to be both safe and efficacious.

A prophylactic field trial can also be conducted to evaluate a vaccine composition of the invention. In such a trial, issues of patient compliance are also considered in the determination of vaccine efficacy.

Vaccines comprising peptide epitopes of the invention may be administered using dendritic cells. In this example, the immunogenic peptide epitopes are used to elicit a CTL and/or HTL response ex vivo.

Ex vivo CTL or HTL responses to a particular antigen (infectious or tumor-associated antigen) are induced by incubating in tissue culture the patient's, or genetically compatible, CTL or HTL precursor cells together with a source of antigen-presenting cells (APC), such as dendritic cells, and the appropriate immunogenic peptides. After an appropriate incubation time (typically about 14 weeks), in which the precursor cells are activated and expanded into effector cells, the cells are infused back into the patient, where they will destroy (CTL) or facilitate destruction (HTL) of their specific target cells, i.e., PF-infected cells.

Another way of identifying motif-bearing peptides is to elute them from cells bearing defined MHC molecules. For example, EBV transformed B cell lines used for tissue typing, have been extensively characterized to determine which HLA molecules they express. In certain cases these cells express only a single type of HLA molecule. These cells can then be infected with a pathogenic organism, e.g., PF, HIV, etc. or transfected with nucleic acids that express the antigen of interest. Thereafter, peptides produced by endogenous antigen processing of peptides produced consequent to infection (or as a result of transfection) will bind to HLA molecules within the cell and be transported and displayed on the cell surface.

The peptides are then eluted from the HLA molecules by exposure to mild acid conditions and their amino acid sequence determined, e.g., by mass spectral analysis (e.g., Kubo et al., J. Immunol. 152:3913, 1994). Because, as disclosed herein, the majority of peptides that bind a particular HLA molecule are motif-bearing, this is an alternative modality for obtaining the motif-bearing peptides correlated with the particular HLA molecule expressed on the cell.

Alternatively, cell lines that do not express any endogenous HLA molecules can be transfected with an expression construct encoding a single HLA allele. These cells may then be used as described, i.e., they may be infected with a pathogenic organism or transfected with nucleic acid encoding an antigen of interest to isolate peptides corresponding to the pathogen or antigen of interest that have been presented on the cell surface. Peptides obtained from such an analysis will bear motif(s) that correspond to binding to the single HLA allele that is expressed in the cell.

As appreciated by one in the art, one can perform a similar analysis on a cell bearing more than one HLA allele and subsequently determine peptides specific for each HLA allele expressed. Moreover, one of skill would also recognize that means other than infection or transfection, such as loading with a protein antigen, can be used to provide a source of antigen to the cell.

The above examples are provided to illustrate the invention but not to limit its scope. For example, the human terminology for the Major Histocompatibility Complex, namely HLA, is used throughout this document. It is to be appreciated that these principles can be extended to other species as well. Thus, other variants of the invention will be readily apparent to one of ordinary skill in the art and are encompassed by the appended claims. All publications, patents, and patent application cited herein are hereby incorporated by reference for all purposes.

TABLE I
POSITION
POSITION 2POSITION 3C Terminus
(Primary Anchor)(Primary Anchor)(Primary Anchor)
SUPER-
MOTIFS
A1TILVMSFWY
A2LIVMATQIVMATL
A3VSMATLIRK
A24YFWIVLMTFIYWLM
B7PVILFMWYA
B27RHKFYLWMIVA
B44EDFWYLIMVA
B58ATSFWYLIVMA
B62QLIVMPFWYMIVLA
MOTIFS
A1TSMY
A1DEASY
A2.1LMVQIATVLIMAT
A3LMVISATFCGDKYRHFA
A11VTMLISAGNCDFKRYH
A24YFWMFLIW
A*3101MVTALISRK
A*3301MVALFISTRK
A*6801AVTMSLIRK
B*0702PLMFWYAIV
B*3501PLMFWYIVA
B51PLIVFWYAM
B*5301PIMFWYALV
B*5401PATIVLMFWY
Bolded residues are preferred, italicized residues are less preferred: A peptide is considered motif-bearing if it has primary anchors at each primary anchor position for a motif or superrnotif as specified in the above table.
TABLE Ia
POSITION
POSITION 2POSITION 3 C Terminus
(Primary Anchor)(Primary Anchor)(Primary Anchor)
SUPER-
MOTIFS
A1TILVMSFWY
A2VQATVLIMAT
A3VSMATLIRK
A24YFWIVLMTFIYWLM
B7PVILFMWYA
B27RHKFYLWMIVA
B58ATSFWYLIVMA
B62QLIVMPFWYMIVLA
MOTIFS
A1TSMY
A1DEASY
A2.1VQAT*VLIMAT
A3.2LMVISATFCGDKYRHFA
A11VTMLISAGNCDFKRHY
A24YFWFLIW
*If 2 is V, or Q, the C-term is not L
Bolded residues are preferred, italicized residues are less preferred: A peptide is considered motif-bearingif it has primary anchors at each primary anchor position for a motif or supermotifas specified in the above table.
TABLE II
POSITION
12345678C-terminus
SUPERMOTIFS
A11° Anchor1° Anchor
TILVMSFWY
A21° Anchor1° Anchor
LIVMLIVMAT
ATQ
A3preferred1° AnchorYFW (4/5)YFW (3/5)YFW (4/5)P (4/5)1° Anchor
VSMARK
TLI
deleteriousDE (3/5); DE (4/5)
P (5/5)
A241° Anchor1° Anchor
YFWIVFIYWLM
LMT
B7preferredFWY (5/5)1° AnchorFWY (4/5)FWY (3/5)1° Anchor
LIVM (3/5)PVILFMWYA
deleteriousDE (3/5); /5)QN (4/5)DE (4/5)
P (5/5);
G (4/5);
A (3/5);
QN (3/5)
B271° Anchor1° Anchor
RHKFYLWMIVA
B441° Anchor1° Anchor
EDFWYLIMVA
B581° Anchor1° Anchor
ATSFWYLIVMA
B621° Anchor1° Anchor
QLIVMPFWYMIVLA
MOTIFS
A1preferredGFYW1° AnchorDEAYFWPDEQNYFW1° Anchor
9-merSTMY
deleteriousDERHKLIVAGA
MP
A1preferredGRHKASTCLIV1° AnchorGSTCASTCLIVMDE1° Anchor
9-merMDEASY
deleteriousARHKDEPDEPQNRHKPGGP
YFW
POSITION
9
or C-C-
12345678terminusterminus
A1preferredYFW1° AnchorDEAQNAYFWQNPASTCGDEP1° Anchor
10-merSTMY
deleteriousGPRHKGLIVDERHKQNARHKYFWRHKA
M
A1preferredYEWSTCLIVM1° AnchorAYFWPGGYFW1° Anchor
10-merDEASY
deleteriousRHKRHKDEPPGPRHKQN
YFW
A2.1preferredYFW1° AnchorYFWSTCYFWAP1° Anchor
9-merLMIVQVLIMAT
AT
deleteriousDEPDERKHRKHDERKH
A2.1preferredAYFW1° AnchorLVIMGGFYWL1° Anchor
10-merLMIVQVIMVLIMAT
AT
deleteriousDEPDERKHAPRKHDERKRKH
H
A3preferredRHK1° AnchorYFWPRHKYAYFWP1° Anchor
LMVISAFWKYRHFA
TFCGD
deleteriousDEPDE
A11preferredA1° AnchorYFWYFWAYFWYFWP1° Anchor
VTLMISKRYH
AGNCDF
deleteriousDEPAG
A24preferredYFWR1° AnchorSTCYFWYFWl° Anchor
9-merHKYFWMFLIW
deleteriousDEGDEGQNPDERHKGAQN
A24preferred1° AnchorPYFWPP1° Anchor
10-merYFWMFLIW
deleteriousGDEQNRHKDEAQNDEA
A3101preferredRHK1° AnchorYFWPYFWYFWAP1° Anchor
MVTALRK
IS
deleteriousDEPDEADEDEDEDE
A3301preferred1° AnchorYFWAYFW1° Anchor
MVALFRK
IST
deleteriousGPDE
A6801preferredYFWSTC1° AnchorYFWLIYFWP1° Anchor
AVTMSVMRK
LI
deleteriousGPDEGRHKA
B0702preferredRHKFWY1° AnchorRHKRHKRHKRHKPA1° Anchor
PLMFWY
deleteriousDEQNPDEPDEDEGDEQNDEAIV
B3501preferredFWYLIVM1° AnchorFWYFWY1° Anchor
PLMFWY
deleteriousAGPGGIVA
B51preferredLIVMFWY1° AnchorFWYSTCFWYGFWY1° Anchor
PLIVFW
deleteriousAGPDERDEGDEQNGDEYAM
HKSTC
B5301preferredLIVMF1° AnchorFWYSTCFWYLIVMFWYFWY1° Anchor
WYPIMFWY
deleteriousAGPQNGRHKQNDEALV
B5401preferredFWY1° AnchorFWYLILIVMALIVMFWYAP1° Anchor
PVMATIVLM
FWY
deleteriousGPQNDEGDESTCRHKDEDEQNDGEDE
Italicized residues indicate less preferred or “tolerated” residues.
The information in Table II is specific for 9-mers unless otherwise specified.
TABLE III
POSITION
SEQ ID
NO:MOTIFSanchor 123451° anchor 6789
DR4preferredFMYLIVWMTIVSTCPALIMMHMH
deleteriousWRWDE
DR1preferredMFLIVWYPAMQVMATSPLICMAVM
deleteriousCCHFDCWDGDED
3841DR7preferredMFLIVWYMWAIVMSACTPLMIV
3842deleteriousCGGRDNG
DRSupermotifMFLIVWYVMSTACPLI
DR3 MOTIFS1° anchor 1231° anchor 451° anchor 6
motif a
preferredLIVMFYD
motif b
preferredLIVMFAYDNQESTKRH
Italicized residues indicate less preferred or “tolerated” residues.
TABLE IV
HLA Class I Standard Peptide Binding Affinity.
SEQSTANDARD
STANDARDIDBINDING
ALLELEPEPTIDESEQUENCENO:AFFINITY (nM)
A*0101944.02YLEPAIAKY357525
A*0201941.01FLPSDYFPSV3576 5.0
A*0202 941.01FLPSDYFPSV3577 4.3
A*0203941.01FLPSDYFPSV3578 10
A*0205941.01FLPSDYFPSV3579 4.3
A*0206941.01FLPSDYFPSV3580 3.7
A*0207941.01FLPSDYFPSV3581 23
A*68021072.34YVIKVSARV3582 8.0
A*0301941.12KVFPYALINK3583 11
A*1101940.06AVDLYHFLK3584 6.0
A*3101941.12KVFPYALINK3585 18
A*33011083.02STLPETYVVRR3586 29
A*6801941.12KVFPYALINK3587 8.0
A*2402979.02AYIDNYNKF3588 12
B*07021075.23APRTLVYLL3589 5.5
B*35011021.05FPFKYAAAF3590 7.2
B511021.05FPFKYAAAF3591 5.5
B*53011021.05FPFKYAAAF35929.3
B*54011021.05FPFKYAAAF3593 10
TABLE V
HLA Class II Standard Peptide Binding Affinity.
Binding
StandardAffinity
AlleleNomenclature PeptideSEQ IDSequence(nM)
DRB1*0101DR1515.013594PKYVKQNTLKLAT5.0
DRB1*0301DR3829.023595YKTIAFDEEARR300
DRB1*0401DR4w4515.013596PKYVKQNTLKLAT45
DRB1*0404DR4w14717.013597YARFQSQTTLKQKT50
DRB1*0405DR4w15717.013598YARFQSQTTLKQKT38
DRB1*0701DR7553.013599QYIKANSKFIGITE25
DRB1*0802DR8w2553.013600QYIKANSKFIGITE49
DRB1*0803DR8w3553.013601QYIKANSKFIGITE1600
DRB1*0901DR9553.013602QYIKANSKFIGITE75
DRB1*1101DR5w11553.013603QYIKANSKFIGITE20
DRB1*1201DR5w121200.053604EALIHQLKINPYVLS298
DRB1*1302DR6w19650.223605QYIKANAKFIGITE3.5
DRB1*1501DR2w2β1507.023606GRTQDENPVVHFFK9.1
NIVTPRTPPP
DRB3*0101DR52a5113607NGQIGNDPNRDIL470
DRB4*0101DRw53717.013608YARFQSQTTLKQKT58
DRB5*0101DR2w2β2553.013609QYIKANSKFIGITE20
The “Nomenclature” column lists the allelic designations used in Tables XIX and XX.
TABLE VI
Allelle-specific HLA-supertype members
HLA-
supertypeVerifiedaPredictedb
A1A*0101, A*2501, A*2601, A*2602, A*3201A*0102, A*2604, A*3601, A*4301, A*8001
A2A*0201, A*0202, A*0203, A*0204, A*0205, A*0208, A*0210, A*0211, A*0212, A*0213
A*0206, A*0207, A*0209, A*0214, A*6802,
A*6901
A3A*0301, A*1101, A*3101, A*3301, A*6801A*0302, A*1102, A*2603, A*3302, A*3303,
A*3401, A*3402, A*6601, A*6602, A*7401
A24A*2301, A*2402, A*3001A*2403, A*2404, A*3002, A*3003
B7B*0702, B*0703, B*0704, B*0705, B*1508, B*1511, B*4201, B*5901
B*3501, B*3502, B*3503, B*3503, B*3504,
B*3505, B*3506, B*3507, B*3508, B*5101,
B*5102, B*5103, B*5104, B*5105, B*5301,
B*5401, B*5501, B*5502, B*5601, B*5602,
B*6701, B*7801
B27B*1401, B*1402, B*1509, B*2702, B*2703, B*2701, B*2707, B*2708, B*3802, B*3903,
B*2704, B*2705, B*2706, B*3801, B*3901, B*3904, B*3905, B*4801, 8*4802, B*1510,
B*3902, B*7301B*1518, B*1503
B44B*1801, B*1802, B*3701, B*4402, B*4403, B*4101, B*4501, B*4701, B*4901, B*5001
B*4404, B*4001, B*4002, B*4006
B58B*5701, B*5702, B*5801, B*5802, B*1516,
B*1517
B62B*1501, B*1502, B*1513, B*5201B*1301, B*1302, B*1504, B*1505, B*1506,
B*1507, B*1515, B*1520, B*1521, B*1512,
B*1514, B*1510
aVerified alleles include alleles whose specificity has been determined by pool sequencing analysis, peptide binding assays, or by analysis of the sequences of CTL epitopes.
bPredicted alleles are alleles whose specificity is predicted on the basis of B and F pocket structure to overlap with the supertype specificity.
TABLE VII
Malaria A01 Super Motif Peptides With Binding Data
No. ofSequenceConservancy
ProteinSequencePositionAmino AcidsFrequency(%)A*0101Seq. Id.
CSPAILSVSSF68191001
CSPAILSVSSFLF610191002
CSPALFQEYQCY189191003
CSPEMNYYGKQENW5211191004
CSPFLFVEALF138191005
CSPFLFVEALFQEY1311191006
CSPFVFALFQEY159191003.40007
CSPGLIMVLSF4218191008
CSPGLIMVLSFLF42110191009
CSPILSVSSFLF791910010
CSPIMVLSFLF42381910011
CSPKIQNSLSTEW3571015 7912
CSPKLAILSVSSF4101910013
CSPKMEKCSSVF40591910014
CSPLIMVLSFLF42291910015
CSPLSVSSFLF881910016
CSPNLYNELEMNY46101910017
CSPNLYNELEMNYY46111910018
CSPNIRVLNELNY3110191000.009619
CSPPSDKHIEQY346915 7920
CSPRVLNELNY3381910021
CSPSIGLIMVLSF419101910022
CSPSSFLFVEALF11101910023
CSPSSIGLIMVLSF418111910024
CSPVSSFLFVEALF10111910025
EXPEVNKRKSKY669110026
EXPFLALFFIIF89110027
EXPILSVFFLALF310110028
EXPILSVFFLALFF311110029
EXPKILSVFFLALF211110030
EXPLLGGVGLVLY9210110031
EXPLSVFFLALF49110032
EXPLSVFFLALFF410110033
EXPLVEVNKRKSKY6411110034
EXPNTEKGRHPF1029110035
EXPSVFFLALF58110036
EXPSYFFLALFF59110037
EXPVLLGGVGLVLY9111110038
LSADLDEFKPIVQY178111110039
LSADVLAEDLY16468110040
LSADVNDFQISKY175110110041
LSAELPSENERGY166210110042
LSAELPSENERGYY166210110043
LSAEISEDITKY18979110044
LSAELSEDITKYF189710110045
LSAETVNISDVNDF174511110046
LSAFIKSLFHIF18779110047
LSAFILVNLLIF119110048
LSAHILYISFY38110049
LSAHILYISFYF39110050
LSAHVLSHNSY598110051
LSAIINDDDDKKKY12711110052
LSAILVNLLIF128110053
LSAILYISFYF48110054
LSAKIKKGKKY18348110055
LSAKSLYDEHIKKY185411110056
LSAKTKNNENNKF6810110057
LSAKTKNNENNKFF6811110058
LSALSEDITKY18988110059
LSALSEDITKYF18989110060
LSANISDVNDF17488110061
LSANLGVSENIF1039110062
LSANVKNVSQTNF8810110063
LSAPIVQYDNF17878110064
LSAPSENERGY16648110065
LSAPSENERGYY1664911000.079066
LSAQVNKEKEKF18699110067
LSASLYDEHIKKY185510110068
LSATVNISDVNDF174610110069
SSP2ALLACAGLAY509101010070
SSP2ASCGVWDEW24291010071
SSP2ATPYAGEPAPF526118 8072
SSP2CSGSIRRHNW55101010073
SSP2DLDEPEQF54681010074
SSP2EVCNDEVDLY41108 8075
SSP2EVEKTASCGVW237111010076
SSP2FLIFFDLF1481010077
SSP2FVVPGAATPY520108 8078
SSP2GIGQGINVAF189101010079
SSP2GINVAFNRF19391010080
SSP2GSIRRHNW5781010081
SSP2IVFLIFFDLF12101010082
SSP2KTASCGVW24081010083
SSP2KTASCGVWDEW240111010084
SSP2LLACAGLAY51091010085
SSP2LLACAGLAYKF510111010086
SSP2LLSTNLPY12189 9087
SSP2LVIVFLIF1081010088
SSP2LVIVFLIFF1091010089
SSP2NIVDEIKY3181010090
SSP2NLYADSAW21381010091
SSP2NVKNVIGPF22291010092
SSP2NVKYLVIVF691010093
SSP2PSDGKCNLY2079101000.540094
SSP2RLPEENEW55481010095
SSP2SLLSTNLPY12099 9096
SSP2VIVFLIFF1181010097
SSP2VI VFLIFFDLF11111010098
SSP2VVPGAATPY52198 8099
SSP2YLVIVFLIF9910100100
SSP2YLVIVFLIFF91010100101
TABLE VIII
Malaria A02 Super Motif Peptides With Binding Information
No. ofSequenceConservancy
ProteinSequencePositionAmino AcidsFrequency(%)A*0201A*0202A*0203A*0206A*6802Seq. Id
CSPHIEQYLKKI35091579102
CSPKIQNSLST36181579103
CSPYLKKIQNSL35891579104
CSPYLKKIQNSLST358111579105
CSPNANANNAV33581684106
CSPNVDENANANNA331111684107
CSPELNYDNAGI3791895108
CSPELNYDNAGINL37111895109
CSPGINLYNEL4481895110
CSPGINLYNELEM44101895111
CSPNAGINLYNEL42101895112
CSPSLSTEWSPCSV365111895113
CSPAILSVSSFL69191000.0220114
CSPAILSVSSFLFV61119100115
CSPDIEKKICKM402919100116
CSPGIQVRIKPGSA3801119100117
CSPGLIMVLSFL4259191000.0630118
CSPGLIMVLSFLFL4251119100119
CSPILSVSSFL7819100120
CSPILSVSSFLFV710191000.0300121
CSPIMVLSFLFL4279191000.0007122
CSPIQVRIKPGSA3811019100123
CSPKICKMEKCSSV4061119100124
CSPKLAILSVSSFL41119100125
CSPKLRKPKHKKL10410191000.0001126
CSPKMEKCSSV409819100127
CSPKMEKCSSVFNV4091119100128
CSPKQENWYSL58819100129
CSPLAILSVSSFL51019100130
CSPLIMVLSFL426819100131
CSPLIMVLSFLFL42610191000.0019132
CSPMMRKLAIL1819100133
CSPMMRKLAILSV110191000.0012134
CSPMVLSFLFL428819100135
CSPNANPNANPNA3001019100136
CSPNANPNVDPNA1961019100137
CSPNLYNELEM46819100138
CSPNMPNDPNRNV32310191000.0007139
CSPNQGNGQGHNM3151019100140
CSPNTRVLNEL31819100141
CSPNVDENANA331819100142
CSPNVDPNANPNA2001019100143
CSPNVDPNANPNV1281019100144
CSPNVVNSSIGL418919100145
CSPNVVNSSIGLI4181019100146
CSPNVVNSSIGLIM4181119100147
CSPQVRIKPGSA382919100148
CSPRVLNELNYDNA331119100149
CSPSIGLIMVL423819100150
CSPSIGLIMVLSFL4231119100151
CSPSLKKNSRSL649191000.0001152
CSPSTEWSPCSV367919100153
CSPSTEWSPCSVT3671019100154
CSPSVFNVVNSSI41510191000.0005155
CSPSVSSFLFV9819100156
CSPSVSSFLFVEA91019100157
CSPSVSSFLFVEAL91119100158
CSPSVTCGNGI374819100159
CSPSVTCGNGIQV3741019100160
CSPVLNELNYDNA341019100161
CSPVTCGNGIQV3759191000.0011162
CSPVTCGNGIQVRI3751119100163
CSPVVNSSIGL419819100164
CSPVVNSSIGLI419919100165
CSPVVNSSIGLIM4191019100166
CSPVVNSSIGLIMV4191119100167
CSPYQCYGSSSNT231019100168
EXPATSVLAGL7781100169
EXPATSVLAGLL7791100170
EXPDMIKKEEEL5691100171
EXPDMIKKEEELV56101100172
EXPDVHDLISDM4991100173
EXPDVHDLISDMI49101100174
EXPEQPQGDDNNL147101100175
EXPEQPQGDDNNLV147111100176
EXPEVNKRKSKYKL66111100177
EXPFIIFNKESL1391100178
EXPFIIFNKESLA13101100179
EXPFLALFFII881100180
EXPGLLGNVST8381100181
EXPGLLGNVSTV83911000.0160182
EXPGLLGNVSTVL831011000.0380183
EXPGLLGNVSTVLL83111100184
EXPGVGLVLYNT9591100185
EXPIIFNKESL1481100186
EXPIIFNKESLA1491100187
EXPILSVFFLA381100188
EXPILSVFFLAL3911000.0058189
EXPKIGSSDPA11181100190
EXPKIGSSDPADNA111111100191
EXPKILSVFFL281100192
EXPKILSVFFLA2911000.8500193
EXPKILSVFFLAL2101100194
EXPKLATSVLA7581100195
EXPKLATSVLAGL751011000.0047196
EXPKLATSVLAGLL75111100197
EXPKTNKGTGSGV24101100198
EXPLAEKTNKGT2191100199
EXPLAGLLGNV8181100200
EXPLAGLLGNVST81101100201
EXPLAGLLGNVSTV81111100202
EXPLATSVLAGL7691100203
EXPLATSVLAGLL76101100204
EXPLIDVHDLI4781100205
EXPLIDVHDLISDM47111100206
EXPLLGGVGLV9281100207
EXPLLGGVGLVL92911000.0038208
EXPLLGNVSTV8481100209
EXPLLGNVSTVL84911000.0350210
EXPLLGNVSTVLL841011000.0059211
EXPMIKKEEEL5781100212
EXPMIKKEEELV5791100213
EXPMIKKEEELVEV57111100214
EXPNADPQVTA13481100215
EXPNADPQVTAQDV134111100216
EXPNTEKGRHPFKI102111100217
EXPNVSTVLLGGV87101100218
EXPPADNANPDA11791100219
EXPPLIDVHDL4681100220
EXPPLIDVHDLI4691100221
EXPPQGDDNNL14981100222
EXPPQGDDNNLV14991100223
EXPPQVTAQDV13781100224
EXPPQVTAQDVT13791100225
EXPQVTAQDVT13881100226
EXPSLAEKTNKGT20101100227
EXPSTVLLGGV8981100228
EXPSTVLLGGVGL89101100229
EXPSTVLLGGVGLV89111100230
EXPSVFFLALFFI51011000.0017231
EXPSVFFLALFFII5111100232
EXPSVLAGLLGNV791011000.0022233
EXPTVLLGGVGL9091100234
EXPTVLLGGVGLV90101100235
EXPTVLLGGVGLVL90111100236
EXPVLAGLLGNV80911000.0210237
EXPVLAGLLGNVST80111100238
EXPVLLGGVGL9181100239
EXPVLLGGVGLV91911000.0290240
EXPVLLGGVGLVL911011000.0290241
LSADIQNHTLET173891100242
LSADIQNHTLETV1738101100243
LSADITKYFMKL190191100244
LSADLDEFKPI178181100245
LSADLDEFKPIV1781911000.0001246
LSADLEEKAAKET148101100247
LSADLEEKAAKETL148111100248
LSADLEQDRLA138881100249
LSADLEQERLA160981100250
LSADLEQERRA157581100251
LSADLEQRKADT162691100252
LSADLERTKASKET1184111100253
LSADLIEKNENL180891100254
LSADLYGRLEI165181100255
LSADLYGRLEIPA1651101100256
LSADLYGRLEIPAI1651111100257
LSADVLAEDLYGRL1646111100258
LSAEILQIVDEL189091100259
LSAEISAEYDDSL1763101100260
LSAEISAEYDDSLI1763111100261
LSAEISIIEKT169281100262
LSAELSEDITKYFM1897111100263
LSAELTMSNVKNV83101100264
LSAEQDRLAKEKL1390101100265
LSAEQERLAKEKL1611101100266
LSAEQERLANEKL1526101100267
LSAEQERRAKEKL1577101100268
LSAEQKEDKSA173081100269
LSAEQKEDKSADI1730101100270
LSAEQQRDLEQERL1605111100271
LSAEQQRDLEQRKA1622111100272
LSAEQQSDLEQDRL1384111100273
LSAEQQSDLEQERL1588111100274
LSAEQQSDLERT118091100275
LSAEQQSDLERTKA1180111100276
LSAEQQSDSEQERL517111100277
LSAEQRKADTKKNL1628111100278
LSAETLQEQQSDL1193101100279
LSAETLQGQQSDL156101100280
LSAETVNISDV174581100281
LSAFIKSLFHI187781100282
LSAFILVNLLI1181100283
LSAFILVNLLIFHI11111100284
LSAFQDEENIGI179491100285
LSAFQISKYEDEI1755101100286
LSAGIEKSSEEL182291100287
LSAGIYKELEDL180191100288
LSAGIYKELEDLI1801101100289
LSAGQDENRQEDL140101100290
LSAGQQSDLEQERL1129111100291
LSAGVSENTFL10581100292
LSAHIFDGDNEI188391100293
LSAHIFDIGENEIL1883101100294
LSAHIKKYKNDKQV1860111100295
LSAHILYISFYFI31011000.0033296
LSAHILYISFYFIL3111100297
LSAHLEEKDGSI1718101100298
LSAHTLETVNI174281100299
LSAHTLETVNISDV1742111100300
LSAHVLSHNSYEKT59111100301
LSAIIEKTNRESI1695101100302
LSAIIEKTNRESIT1695111100303
LSAIIKNSEKDEI25101100304
LSAIIKNSEKDEII25111100305
LSAILQIVDEL189181100306
LSAILVNLLIFHI121011000.0076307
LSAILYISFYFI4911000.0023308
LSAILYISFYFIL41011000.0035309
LSAILYISFYFILV4111100310
LSAIQNHTLET173981100311
LSAIQNHTLETV173991100312
LSAIQNHTLETVNI1739111100313
LSAITKYFMKL190281100314
LSAITTNVEGRRDI1704111100315
LSAIVDELSEDI189491100316
LSAIVDELSEDIT1894101100317
LSAKADTKKNL163181100318
LSAKIIKNSEKDEI24111100319
LSAKIKKGKKYEKT1834111100320
LSAKLNKEGKL11681100321
LSAKLNKEGKLI11691100322
LSAKLQEQQRDL161991100323
LSAKLQEQQSDL1585911000.0019324
LSAKLQGQQSDL112691100325
LSAKQVNKEKEKFI1868111100326
LSAKTNRESIT169881100327
LSAKTNRESITT169891100328
LSAKTNRESITTNV1698111100329
LSALAEDLYGRL164891100330
LSALAEDLYGRLEI1648111100331
LSALIDEEEDDEDL1772111100332
LSALIEKNENL180981100333
LSALIEKNENLDDL1809111100334
LSALIFHINGKI1791100335
LSALIFHINGKII171011000.0002336
LSALLIFHINGKI16101100337
LSALLIFHINGKII16111100338
LSALLRNLGVSENI100111100339
LSALQEQQRDL162081100340
LSALQEQQSDL158681100341
LSALQEQQSDLERT1178111100342
LSALQGQQSDL112781100343
LSALQIVDELSEDI1892111100344
LSALTMSNVKNV84911000.0010345
LSALVNLLIFHI13911000.0006346
LSANIFLKENKL10991100347
LSANIGIYKEL179981100348
LSANIGIYKELEDL1799111100349
LSANISDVNDFQI1748101100350
LSANLDDLDEGI181591100351
LSANLERKKENGDV1637111100352
LSANLGVSENI10381100353
LSANLGVSENIFL103101100354
LSANLLIFHINGKI15111100355
LSANVEGRRDI170781100356
LSANVKNVSQT8881100357
LSANVSQTNFKSL91101100358
LSANVSQTNFKSLL91111100359
LSAQISKYEDEI175691100360
LSAQISKYEDEISA1756111100361
LSAQIVDELSEDI1893101100362
LSAQIVDELSEDIT1893111100363
LSAQQRDLEQERL1606101100364
LSAQQRDLEQERLA1606111100365
LSAQQRDLEQERRA1538111100366
LSAQQRDLEQRKA1623101100367
LSAQQSDLEQDRL1385101100368
LSAQQSDLEQDRLA1385111100369
LSAQQSDLEQERL1589101100370
LSAQQSDLEQERLA1589111100371
LSAQQSDLEQERRA1572111100372
LSAQQSDLERT118181100373
LSAQQSDLERTKA1181101100374
LSAQQSDSEQERL518101100375
LSAQQSDLEQERLA518111100376
LSAQTNFKSLL9481100377
LSAQTNFKSLLRNL94111100378
LSAQVNKEKEKFI1869101100379
LSARLEIPAIEL165591100380
LSARQEDLEEKA14591100381
LSARQEDLEEKAA145101100382
LSARTKASKET118781100383
LSARTKASKETL118791100384
LSASADIQNHT173681100385
LSASADIQNHTL173691100386
LSASADIQNHTLET1736111100387
LSASAEYDDSL176581100388
LSASAEYDDSLI176591100389
LSASIIEKTNRESI1694111100390
LSASLLRNLGV9981100391
LSASQTNFKSL9381100392
LSASQTNFKSLL9391100393
LSATLETVNISDV1743101100394
LSATLQEQQSDL119491100395
LSATLQGQQSDL15791100396
LSATMSNVKNV8581100397
LSATMSNVKNVSQT85111100398
LSATTNVEGRRDI1705101100399
LSAVLAEDLYGRL1647101100400
LSAVLSHNSYEKT60101100401
LSAYIPHQSSL167281100402
LSAYISFYFIL681100403
LSAYISFYFILV6911000.0016404
LSAYISFYFILVNL6111100405
SSP2AATPYAGEPA52510880406
SSP2ATPYAGEPA5269880407
SSP2EILHEGCTSEL26711880408
SSP2EVCNDEVDL419880409
SSP2EVCNDEVDLYL4111880410
SSP2EVDLYLLM468880411
SSP2FVVPGAATPYA52011880412
SSP2GAATPYAGEPA52411880413
SSP2ILHEGCTSEL26810880414
SSP2LLSTNLPYGRT12111880415
SSP2NLPYGRTNL1259880416
SSP2SIRRHNWVNHA5811880417
SSP2STNLPYGRT1239880418
SSP2STNLPYGRTNL12311880419
SSP2VVPGAATPYA52110880420
SSP2WVNHAVPL648880421
SSP2WVNHAVPLA6498800.0008422
SSP2WVNHAVPLAM6410880423
SSP2YAGEPAPFDET52911880424
SSP2ALLQVRKHL13699900.0010425
SSP2DALLQVRKHL13510990426
SSP2DASKNKEKALI10611990427
SSP2DQPRPRGDNFA30211990428
SSP2EIKYREEV358990429
SSP2IQDSLKESRKL16811990430
SSP2IVDSKYREEV3211990431
SSP2LLQVRKHL1378990432
SSP2LQVRKHLNDRI13811990433
SSP2QVRKHLNDRI139109900.0001434
SSP2SLKESRKL1718990435
SSP2ALLACAGL509810100436
SSP2ALLACAGLA5099101000.0006437
SSP2AMKLIQQL72810100438
SSP2AMKLIQQLNL7210101000.0006439
SSP2AVCVEVEKT233910100440
SSP2AVCVEVEKTA2331010100441
SSP2AVFGIGQGI1869101000.0001442
SSP2AVFGIGQGINV1861110100443
SSP2AVPLAMKL68810100444
SSP2AVPLAMKLI689101000.0001445
SSP2CAGLAYKFV513910100446
SSP2CAGLAYKFVV51310101000.0015447
SSP2CVEVEKTA235810100448
SSP2DASKNKEKA106910100449
SSP2DASKNKEKAL1061010100450
SSP2DLDEPEQFRL54610101000.0001451
SSP2DLFLVNGRDV191010100452
SSP2DVQNNIVDEI271010100453
SSP2EIIRLHSDA99910100454
SSP2EILHEGCT267810100455
SSP2ETLGEEDKDL5381010100456
SSP2EVEKTASCGV2371010100457
SSP2FLIFFDLFL149101001.2000458
SSP2FLIFFDLFLV1410101000.8000459
SSP2FLVNGRDV21810100460
SSP2FMKAVCVEV2309101000.0290461
SSP2FVVPGAAT520810100462
SSP2GIAGGLAL503810100463
SSP2GIAGGLALL5039101000.0022464
SSP2GIAGGLALLA5031010100465
SSP2GIGQGINV189810100466
SSP2GIGQGINVA189910100467
SSP2GINVAFNRFL1931010100468
SSP2GINVAFNRFLV1931110100469
SSP2GIPDSIQDSL1631010100470
SSP2GLALLACA507810100471
SSP2GLALLACAGL50710101000.0170472
SSP2GLALLACAGLA5071110100473
SSP2GLAYKFVV515810100474
SSP2GLAYKFVVPGA5151110100475
SSP2GTRSRKREI260910100476
SSP2GTRSRKREIL2601010100477
SSP2GVKIAVFGI182910100478
SSP2GVWDEWSPCSV2451110100479
SSP2HAVPLAMKL67910100480
SSP2HAVPLAMKLI671010100481
SSP2HLGNVKYL3810100482
SSP2HLGNVKYLV39101000.0017483
SSP2HLGNVKYLVI31010100484
SSP2HLGNVKYLVIV31110100485
SSP2HLNDRINRENA1431110100486
SSP2HVPNSEDRET4451010100487
SSP2IAGGIAGGL500910100488
SSP2IAGGIAGGLA5001010100489
SSP2IAGGIAGGLAL5001110100490
SSP2IAGGLALL504810100491
SSP2IAGGLALLA5049101000.0001492
SSP2IAGGLALLACA5041110100493
SSP2IAVFGIGQGI1851010100494
SSP2IIRLHSDA100810100495
SSP2ILTDGIPDSI1591010100496
SSP2IVFLIFFDL129101000.0024497
SSP2I VFLIFFDLFL 121110100498
SSP2KAVCVEVEKT2321010100499
SSP2KAVCVEVEKTA2321110100500
SSP2KIAGGIAGGL4991010100501
SSP2KIAGGIAGGLA4991110100502
SSP2KIAVFGIGQGI1841110100503
SSP2KLIQQLNL74810100504
SSP2LACAGLAYKFV5111110100505
SSP2LALLACAGL508910100506
SSP2LALLACAGLA5081010100507
SSP2LAMKLIQQL71910100508
SSP2LAMKLIQQLNL711110100509
SSP2LAYKFVVPGA5161010100510
SSP2LAYKFVVPGAA5161110100511
SSP2LIFFDLFL15810100512
SSP2LIFFDLFLV159101000.0890513
SSP2LLACAGLA510810100514
SSP2LLMDCSGSI519101000.0460515
SSP2LMDCSGSI52810100516
SSP2LIDGIPDSI160910100517
SSP2LVIVFLIFFDL101110100518
SSP2LVNGRDVQNNI221110100519
SSP2LVVILTDGI156910100520
SSP2NANQLVVI152810100521
SSP2NANQLVVIL152910100522
SSP2NANQLVVILT1521010100523
SSP2NIPEDSEKEV3661010100524
SSP2NLYADSAWENV2131110100525
SSP2NQLVVILT154810100526
SSP2NQLVVILTDGI1541110100527
SSP2NVAFNRFL195810100528
SSP2NVAFNRFLV1959101000.0001529
SSP2NVIGPFMKA2259101000.0002530
SSP2NVIGPFMKAV22510101000.0008531
SSP2NVKNVIGPFM2221010100532
SSP2NVKYLVIV6810100533
SSP2NVKYLVIVFL61010100534
SSP2NVKYLVIVFLI61110100535
SSP2PAPFDETL533810100536
SSP2PLAMKLIQQL701010100537
SSP2QLVVILTDGI15510101000.0002538
SSP2RINRENANQL1471010100539
SSP2RINRENANQLV1471110100540
SSP2SAWENVKNV2189101000.0019541
SSP2SAWENVKNVI2181010100542
SSP2SIRRHNWV58810100543
SSP2SQDNNGNRHV4371010100544
SSP2SVTCGKGT254810100545
SSP2TLGEEDKDL5399101000.0001546
SSP2VAFNRFLV196810100547
SSP2VIGPFMKA226810100548
SSP2VIGPFMKAV2269101000.0004549
SSP2VIGPFMKAVCV2261110100550
SSP2VILTDGIPDSI1581110100551
SSP2VIVFLIFFDL1110101000.0038552
SSP2VQNNIVDEI28910100553
SSP2VVILTDGI157810100554
SSP2YADSAWENV215910100555
SSP2YLLMDCSGSI5010101000.1700556
SSP2YLVIVFLI9810100557
TABLE IX
Malaria A03 Super Motif Peptides With Binding Data
No. ofSequenceConservancy
ProteinSequencePositionAmino AcidsFrequency(%)A*0301A*1101A*3101A*3301A*6801Seq. Id.
CSPDIEKKICK402819100558
CSPDIEKKICKMEK4021119100559
CSPELEMNYYGK509191000.00010.0003560
CSPKLRKPKHK104819100561
CSPKLRKPKHKK1049191000.13000.0037562
CSPKLRKPKHKKLK1041119100563
CSPNANANNAVK335916840.00010.00020.00060.00960.0210564
CSPNANPNANPNK30410191000.00050.00210.00090.00090.0054565
CSPNMPNDPNR323819100566
CSPSVTCGNGIQVR3741119100567
CSPVTCGNGIQVR37510191000.00050.0340568
CSPYSLKKNSR63819100569
EXPALFFIIFNK10911001.10001.2000570
EXPDLISDMIK5281100571
EXPDLISDMIKK52911000.00010.0003572
EXPDVHDLISDMIK49111100573
EXPELVEVNKR6381100574
EXPELVEVNKRK63911000.00010.0002575
EXPELVEVNKRKSK63111100576
EXPESLAEKTNK19911000.00010.00020.00040.01100.0260577
EXPEVNKRKSK6681100578
EXPEVNKRKSKYK661011000.00050.0002579
EXPFLALFFIIFNK8111100580
EXPGLVLYNTEK97911000.00690.0055581
EXPGLVLYNTEKGR97111100582
EXPGSGVSSKK3081100583
EXPGSGVSSKKK30911000.00030.00650.00040.00100.0002584
EXPGSGVSSKKKNK30111100585
EXPGTGSGVSSK28911000.00390.0180586
EXPGTGSGVSSKK281011000.00710.0340587
EXPGTGSGVSSKKK28111100588
EXPGVGLVLYNTEK95111100589
EXPGVSSKKKNK32911000.00010.0002590
EXPGVSSKKKNKK321011000.00110.0002591
EXPIIFNKESLAEK14111100592
EXPLALFFIIFNK91011000.01400.05300.00720.00760.0039593
EXPLISDMIKK5381100594
EXPLVEVNKRK6481100595
EXPLVEVNKRKSK641011000.00050.0002596
EXPLVLYNTEK9881100597
EXPLVLYNTEKGR981011000.00050.0002598
EXPNTEKGRHPFK1021011000.00470.0080599
EXPSLAEKTNK2081100600
EXPSSKKKNKK3481100601
EXPVLYNTEKGR99911000.01100.00070.00390.00550.0022602
EXPVSSKKKNK3381100603
EXPVSSKKKNKK33911000.00010.00020.00040.00100.0002604
LSAAIELPSENER16601011000.00010.00020.00090.00080.0029605
LSADIHKGHLEEK17131011000.00040.00020.00090.00550.0046606
LSADIHKGHLEEKK1713111100607
LSADITKYFMK190181100608
LSADLDEGIEK181881100609
LSADLEEKAAK14881100610
LSADLEQDRLAK1388911000.00010.0002611
LSADLEQDRLAKEK1388111100612
LSADLEQERLAK1609911000.00010.0002613
LSADLEQERLAKEK1609111100614
LSADLEQERLANEK1524111100615
LSADLEQERRAK1575911000.00010.0002616
LSADLEQERRAKEK1575111100617
LSADLEQRKADTK16261011000.00010.0002618
LSADLEQRKADTKK1626111100619
LSADLERTKASK1184911000.00010.0002620
LSADSEQERLAK521911000.00010.00020.00040.00100.0002621
LSADSEQERLAKEK521111100622
LSADSKEISIIEK16891011000.00010.0002623
LSADTKKNLER163381100624
LSADTKKNLERK1633911000.00010.0002625
LSADTKKNLERKK16331011000.00010.0002626
LSADVLAEDLYGR16461011000.00010.0002627
LSADVNDFQISK1751911000.00010.0018628
LSAEIIKSNLR3381100629
LSAEISIIEKTNR16921011000.00010.0002630
LSAELEDLIEK180581100631
LSAELPSENER166281100632
LSAELSEDITK189781100633
LSAELSEEKIK182981100634
LSAELSEEKIKK1829911000.00020.0002635
LSAELSEEKIKKGK1829111100636
LSAELTMSNVK8381100637
LSAESITTNVEGR17021011000.00010.0002638
LSAESITTNVEGRR1702111100639
LSAFLKENKLNK111911000.02600.0005640
LSAGSIKPEQK172581100641
LSAGSIKPEQKEDK1725111100642
LSAGSSNSRNR4281100643
LSAGVSENIFLK105911000.27000.6600644
LSAHIINDDDDK126911000.00020.0002645
LSAHIINDDDDKK1261011000.00010.00020.00090.00090.0003646
LSAHIINDDDDKKK126111100647
LSAHIIKKYKNDK1860911000.00020.0002648
LSAHINGKIIK2081100649
LSAHLEEKKDGSIK1718111100650
LSAHVLSHNSYEK591011000.01700.0140651
LSAIINDDDDK12781100652
LSAIINDDDDKK127911000.00020.0002653
LSAIINDDDDKKK1271011000.00010.0002654
LSAISDYNDFQISK1749111100655
LSAISIIEKTNR1693911000.00010.00080.03200.01500.0054656
LSAITTNVEGR170481100657
LSAITTNVEGRR1704911000.00020.00070.00250.00430.3200658
LSAIVDELSEDITK1894111100659
LSAKADTKKNLER16311011000.00010.00020.00860.00110.0003660
LSAKADTKKNLERK1631111100661
LSAKIIKNSEK2481100662
LSAKIKKGKKYEK18341011000.00810.00070.00420.00090.0003663
LSAKLQEQQSDLER1177111100664
LSAKSLYDEHIK1854911000.00050.03400.00040.00100.0002665
LSAKSLYDEHIKK18541011000.00940.0490666
LSAKSSEELSEEK18251011000.00010.0009667
LSAKTKDNNFK184381100668
LSAKTKNNENNK68911000.00280.0038669
LSALAEDLYGR164881100670
LSALAKEKLQEQQR1615111100671
LSALANEKLQEQQR1530111100672
LSALIFHINGK1781100673
LSALIFHINGKIIK17111100674
LSALLIFHINGK16911000.02600.0100675
LSALSEDMCYFMK1898111100676
LSALSEEKIKK183081100677
LSALSEEKIKKGK18301011000.00040.0002678
LSALSEEKIKKGKK1830111100679
LSALSHNSYEK6181100680
LSALSHNSYEKTK611011000.00040.0002681
LSANIFLKENK10981100.682
LSANIFLKENKLNK109111100683
LSANLDDLDEGIEK1815111100684
LSANLGVSENIFLK103111100685
LSANLLIFHINGK151011000.00490.0008686
LSANLRSGSSNSR381011000.00040.0002687
LSANSEKDEIIK28911000.00020.00020.00040.00100.0002688
LSANSRNRINEEK451011000.00040.0002689
LSANVEGRRDIHK17071011000.00040.0002690
LSANVKNVSQTNFK88111100691
LSANVSQTNFK9181100692
LSAPAIELPSENER1659111100693
LSAQSDLEQDR138681100694
LSAQSDLEQDRLAK1386111100695
LSAQSDLEQER159081100696
LSAQSDSEQERLAK1590111100697
LSAQSDLEQERR1573911000.00020.00020.00060.00050.0005698
LSAQSDLEQERRAK1573111100699
LSAQSDLERTK118281100700
LSAQSDLERTKASK1182111100701
LSAQSDSEQER51981100702
LSAQSDSEQERLAK519111100703
LSAQSSLPQDNR1676911000.00020.00130.01500.01400.0480704
LSAQTNFKSLLR94911000.03200.04400.08200.01800.1300705
LSAQVNKEKEK186981100706
LSAQVNKEKEKFIK1869111100707
LSARINEEKHEK49911000.00330.0370708
LSARINEEKHEKK491011000.00240.00180.00090.00090.0003709
LSARSGSSNSR4081100710
LSARSGSSNSRNR401011000.00110.0002711
LSASIIEKTNR169481100712
LSASIKPEQKEDK17261011000.00020.00020.00090.00090.0003713
LSASITTNVEGR1703911000.00020.0027714
LSASITTNVEGRR17031011000.00020.0002715
LSASLPQDNRGNSR1678111100716
LSASLYDEHIK185581100717
LSASLYDEHIKK1855911000.04600.4100718
LSASLYDEHIKKYK1855111100719
LSASSEELSEEK1826911000.00020.00170.00040.00100.0002720
LSASSEELSEEKIK1826111100721
LSASSLPQDNR167781100722
LSATTNVEGRR170581100.723
LSAVLAEDLYGR1647911000.00130.00040.00830.02200.0032724
LSAVLSHNSYEK60911000.02800.0280725
LSAVLSHNSYEKTK60111100726
LSAVSENIFLK10681100727
LSAVSENIFLKENK106111100728
LSAVSQTNFKSLLR92111100729
LSAYIKGQDENR137911000.00250.0002730
SSP2ALLACAGLAYK5091110100731
SSP2AVCVEVEK233810100732
SSP2CSVTCGKGTR25310101000.00020.0002733
SSP2DALLQVRK1358990734
SSP2DASKNKEK106810100735
SSP2DIPKKPENK3929101000.00040.0002736
SSP2DLDEPEQFR5469101000.00020.00020.00040.01700.0002737
SSP2DLFLVNGR19810100738
SSP2DSAWENVK217810100739
SSP2DSIQDSLK166810100740
SSP2DSIQDSLKESR1661110100741
SSP2DSLKESRK1708990742
SSP2DVPKNPEDDR37810101000.00020.0002743
SSP2DVQNNIVDEIK271110100744
SSP2EIIRLHSDASK991110100745
SSP2ELQEQCEEER276108800.00020.0002746
SSP2ETLGEEDK538810100747
SSP2EVPSDVPK374810100748
SSP2FLVGCHPSDGK2011110100749
SSP2FMKAVCVEVEK2301110100750
SSP2GINVAFNR193810100751
SSP2GIPDSIQDSLK1631110100752
SSP2HAVPLAMK67810100753
SSP2HLNDRINR143810100754
SSP2HSDASKNK104810100755
SSP2HSDASKNKEK10410101000.00040.0002756
SSP2HVPNSEDR445810100757
SSP2HVPNSEDRETR44511990758
SSP2IIRLHSDASK10010101000.02300.00020.00090.00090.0013759
SSP2IVDEIKYR328990760
SSP2KAVCVEVEK2329101000.00040.00760.00090.00050.0029761
SSP2KVLDNERK4218880762
SSP2LACAGLAYK5119101000.02400.02900.01500.32000.1100763
SSP2LLACAGLAYK51010101000.95000.0870764
SSP2LLMDCSGSIR5110101000.00040.0005765
SSP2LLMDCSGSIRR511110100766
SSP2LLQVRKHLNDR13711990767
SSP2LLSTNLPYGR121108800.00170.0025768
SSP2LMDCSGSIR529101000.00040.00020.03700.04300.0010769
SSP2LMDCSGSIRR5210101000.00150.0002770
SSP2LSTNLPYGR12298800.00040.01000.29000.07600.2700771
SSP2LVGCHPSDGK20210101000.00040.0002772
SSP2NIPEDSEK366810100773
SSP2NIVDEIKYR3199900.00050.0002774
SSP2NLPNDKSDR4069101000.00050.0002775
SSP2NSEDRETR4488990776
SSP2NVIGPFMK225810100777
SSP2NVKNVIGPFMK2221110100778
SSP2PSPNPEEGK3289101000.00050.00020.00040.00100.0002779
SSP2QSQDNNGNR4369101000.00050.00020.00200.00930.0018780
SSP2QVRKHLNDR13999900.00050.00020.00410.05700.0002781
SSP2RLHSDASK102810100782
SSP2RLHSDASKNK10210101000.02400.0002783
SSP2SIQDSLKESR16710101000.00040.0009784
SSP2SIQDSLKFSRK16711990785
SSP2SLLSTNLPYGR12011880786
SSP2STNLPYGR1238880787
SSP2SVTCGKGTR2549101000.00050.00090.00310.00390.0310788
SSP2SVTCGKGTRSR2541110100789
SSP2VTCGKGTR255810100790
SSP2VTCGKGTRSR25510101000.00040.0017791
SSP2VTCGKGTRSRK2551110100792
SSP2WSPCSVTCGK25010101000.00040.0002793
SSP2WVNHAVPLAMK6411880794
SSP2YADSAWENVK21510101000.00040.00020.00090.00090.0077795
SSP2YLLMDCSGSIR501110100796
TABLE X
Malaria A24 Super Motif Peptides With Binding Information
No. ofSequenceConservancy
ProteinSequencePositionAmino AcidsFrequency(%)A*2401Seq. Id.
CSPAILSVSSF681895797
CSPAILSVSSFL6919100798
CSPAILSVSSFLF61019100799
CSPALFQEYQCY18919100800
CSPCYGSSSNTRVL251119100801
CSPDIEKKKKM402919100802
CSPDYENDIEKKI398101895803
CSPELNYDNAGI3791895804
CSPELNYDNAGINL37111895805
CSPEMNYYGKQENW521119100806
CSPFLFVEALF13819100807
CSPFLFVEALFQEY131119100808
CSPFVEALFQEY15919100809
CSPGINLYNEL4481895810
CSPGINLYNELEM44101895811
CSPGLIMVLSF425819100812
CSPGLIMVLSFL425919100813
CSPGLIMVLSFLF4251019100814
CSPGLIMVLSFLFL4251119100815
CSPHIBQYLKKI35091579816
CSPILSVSSFL7819100817
CSPILSVSSFLF7919100818
CSPIMVLSFLF427819100819
CSPIMVLSFLFL4279191000.0008820
CSPKIQNSLSTEW361101579821
CSPKLAILSVSSF41019100822
CSPKLAILSVSSFL41119100823
CSPKLRKPKHKKL1041019100824
CSPKMEKCSSVF409919100825
CSPLFQEYQCY19819100826
CSPLFVEALFQEY141019100827
CSPLIMVLSFL426819100828
CSPLIMVLSFLF426919100829
CSPLIMVLSFLFL4261019100830
CSPLYNELEMNY47919100831
CSPLYNELEMNYY471019100832
CSPMMRKLAIL1819100833
CSPMVLSFLFL428819100834
CSPNLYNELEM46819100835
CSPNLYNELEMNY461019100836
CSPNLYNELEMNYY461119100837
CSPNTRVLNEL31819100838
CSPNTRVLNELNY311019100839
CSPNVVNSSIGL418919100840
CSPNVVNSSIGLI4181019100841
CSPNVVNSSIGLIM4181119100842
CSPNYDNAGINL39918950.0004843
CSPNYDNAGINLY39101895844
CSPNYYGKQENW54919100845
CSPNYYGKQENWY541019100846
CSPRVLNELNY33819100847
CSPSFLFVEAL12819100848
CSPSFLFVEALF12919100849
CSPSIGLIMVL423819100850
CSPSIGLIMVLSF4231019100851
CSPSIGLIMVLSFL4231119100852
CSPSLKKNSRSL64919100853
CSPSVFNVVNSSI4151019100854
CSPSVSSFLFVEAL91119100855
CSPSVTCGNGI374819100856
CSPVFNVVNSSI416919100857
CSPVFNVVNSSIGL4161119100858
CSPVTCGNGIQVRI3751119100859
CSPVVNSSIGL419819100860
CSPVVNSSIGLI419919100861
CSPVVNSSIGLIM4191019100862
CSPWYSLKKNSRSL621119100863
CSPYLKKIQNSL35891579864
CSPYYGKQENW55819100865
CSPYYGKQENWY55919100866
CSPYYGKQENWYSL551119100867
EXPATSVLAGL7781100868
EXPATSVLAGLL7791100869
EXPDMIKKEEEL5691100870
EXPDVHDLISDM4991100871
EXPDVHDLISDMI49101100872
EXPEVNKRKSKY6691100873
EXPEVNKRKSKYKL66111100874
EXPFFIIFNKESL12101100875
EXPFFLALFFI7 81100876
EXPFFLALFFII791100877
EXPFFLALFFIIF7101100878
EXPFIIFNKESL1391100879
EXPFLALFFII881100880
EXPFLALFFIIF891100881
EXPGLLGNVSTVL83101100882
EXPGLLGNVSTVLL83111100883
EXPIIFNKESL1481100884
EXPILSVFFLAL391100885
EXPILSVFFLALF3101100886
EXPILSVFFLALFF3111100887
EXPKILSVFFL281100888
EXPKILSVFFLAL2101100889
EXPKILSVFFLALF2111100890
EXPKLATSVLAGL75101100891
EXPKLATSVLAGLL75111100892
EXPKYKLATSVL73911000.0960893
EXPLFFIIFNKESL11111100894
EXPLIDVHDLI4781100895
EXPLIDVHDLISDM47111100896
EXPLLGGVGLVL9291100897
EXPLLGGVGLVLY92101100898
EXPLLGNVSTVL8491100899
EXPLLGNVSTVLL84101100900
EXPLVEVNKRKSKY64111100901
EXPLYNTEKGRHPF100111100902
EXPMIKKEEEL5781100903
EXPNTEKGRHPF10291100904
EXPNTEKGRHPFKI102111100905
EXPPLIDVHDL4681100906
EXPPLIDVHDLI4691100907
EXPSTVLLGGVGL89101100908
EXPSVFFLALF581100909
EXPSVFFLALFF591100910
EXPSVFFLALFFI5101100911
EXPSVFFLALFFII5111100912
EXPTVLLGGVGL9091100913
EXPTVLLGGVGLVL90111100914
EXPVFFLALFF681100915
EXPVFFLALFFI691100916
EKPVFFLALFFII6101100917
EXPVFFLALFFIIF6111100918
EKPVLLGGVGL9181100919
EXPVLLGGVGLVL91101100920
EXPVLLGGVGLVLY91111100921
LSADFQISKYEDEI1754111100922
LSADITKYFMKL190191100923
LSADLDEFKPI178181100924
LSADLDEFKPIVQY1781111100925
LSADLEEKAAKETL148111100926
LSADLIEKNENL180891100927
LSADLYGRLEI165181100928
LSADLYGRLEIPAI1651111100929
LSADVLAEDLY164681100930
LSADVLAEDLYGRL1646111100931
LSADVNDFQISKY1751101100932
LSAEFKPIVQY178481100933
LSAEFKPIVQYDNF1784111100934
LSAEILQIVDEL189091100935
LSAEISAEYDDSL1763101100936
LSAEISAEYDDSLI1763111100937
LSAELPSENERGY1662101100938
LSAELPSENERGYY1662111100939
LSAELSEDITKY189791100940
LSAELSEDITKYF1897101100941
LSAELSEDITKYFM1897111100942
LSAETLQEQQSDL1193101100943
LSAETLQGQQSDL156101100944
LSAETVNISDVNDF1745111100945
LSAFFDKDKEL7781100946
LSAFFDKDKELTM77101100947
LSAFIKSLFHI187781100948
LSAFIKSLFHIF187791100949
LSAFILVNLLI1181100950
LSAFILVNLLIF1191100951
LSAFILVNLLIFHI11111100952
LSAFYFILVNL981100953
LSAFYFILVNLL9911007.5000954
LSAFYFILVNLLI9101100955
LSAFYFILVNLLIF9111100956
LSAGIEKSSEEL182291100957
LSAGIYKELEDL180191100958
LSAGIYKELEDLI1801101100959
LSAGVSENIFL10581100960
LSAGYYIPHQSSL16701011000.0074961
LSAHIFDGDNEI188391100962
LSAHIFDGDNEIL1883101100963
LSAHILYISFY381100964
LSAHILYISFYF391100965
LSAHILYISFYFI3101100966
LSAHILYISFYFIL3111100967
LSAHLEEKKDGSI1718101100968
LSAHTLETVNI174281100969
LSAHVLSHNSY5981100970
LSAIFDGDNEI188481100971
LSAIFDGDNEIL188491100972
LSAIFDGDNEILQI1884111100973
LSAIFHINGKI1881100974
LSAIFHINGKII1891100975
LSAIFLKENKL11081100976
LSAIIEKTNRESI1695101100977
LSAIIKNSEKDEI25101100978
LSAIIKNSEKDEII25111100979
LSAIINDDDDKKKY127111100980
LSAILQIVDEL189181100981
LSAILVNLLIF1281100982
LSAILVNLLIFHI12101100983
LSAILYISFYF481100984
LSAILYISFYFI491100985
LSAILYISFYFIL4101100986
LSAITKYFMKL190281100987
LSAITTNVEGRRDI1704111100988
LSAIVDELSEDI189491100989
LSAIYKELEDL180281100990
LSAIYKELEDLI180291100991
LSAKFFDKDKEL7691100992
LSAKFFDKDKELTM76111100993
LSAKFIKSLFHI 187691100994
LSAKFIKSLFHIF1876101100995
LSAKIIKNSEKDEI24111100996
LSAKIKKGKKY183481100997
LSAKLNKEGKL11681100998
LSAKLNKEGKLI11691100999
LSAKLQEQQRDL1619911001000
LSAKLQEQQSDL1585911001001
LSAKLQGQQSDL1126911001002
LSAKTKNNENNKF681011001003
LSAKTKNNENNKFF681111001004
LSAKYEDEISAEY17591011001005
LSAKYEKTKDNNF18401011000.00041006
LSALFHIFDGDNEI18811111001007
LSALIDEEEDDEDL17721111001008
LSALIEKNENL1809811001009
LSALIEKNENLDDL18091111001010
LSALIFHINGKI17911001011
LSALIFHINGKII171011001012
LSALLIFHINGKI161011001013
LSALLIFHINGKII161111001014
LSALLRNLGVSENI1001111001015
1SALVNLLIFHI13911001016
LSALYDEHIKKY1856911001017
LSALYGRLEIPAI16521011001018
LSALYISFYFI5811001019
LSALYISFYFIL5911000.00881020
LSANFKPNDKSL1848911001021
LSANFKPNDKSLY18481011001022
LSANFKSLLRNL96911001023
LSANFQDEENI1793811001024
LSANFQDEENIGI17931011001025
LSANFQDEENIGIY17931111001026
LSANIFLKENKL109911001027
LSANIGIYKEL1799811001028
LSANIGIYKELEDL17991111001029
LSANISDVNDF1748811001030
LSANISDVNDFQI17481011001031
LSANLDDLDEGI1815911001032
LSANLGVSENI103811001033
LSANLGVSENIF103911001034
LSANLGVSENIFL1031011001035
LSANLLIFHINGKI151111001036
LSANVEGRRDI1707811001037
LSANVKNVSQTNF881011001038
LSANVSQTNFKSL911011001039
LSANVSQTNFKSLL911111001040
LSAPIVQYDNF1787811001041
LSAQISKYEDEI1756911001042
LSAQIVDELSEDI18931011001043
LSAQTNFKSLL94811001044
LSAQTNFKSLLRNL941111001045
LSAQVNKEKEKF1869 911001046
LSAQVNKEKEKFI18691011001047
LSAQYDNFQDEENI17901111001048
LSARLEIPAIEL1655911001049
LSARTKASKETL1187911001050
LSASFYFILVNL8911001051
LSASFYFILVNLL81011001052
LSASFYFILVNLLI81111001053
LSASIIEKTNRESI16941111001054
LSASLYDEHIKKY18551011001055
LSATLQEQQSDL1194911001056
LSATLQGQQSDL157911001057
LSATINVEGRRDI17051011001058
LSATVNISDVNDF17461011001059
LSAVLAEDLYGRL16471011001060
LSAYFILVNLL10811001061
LSAYFILVNLLI10911001062
LSAYFILVNLLIF101011001063
LSAYIPHQSSL1672811001064
LSAYISFYFIL6811001065
LSAYISFYFILVNL61111001066
LSAYYIPHQSSL1671911004.30001067
SSP2ALLACAGL5098101001068
SSP2ALIACAGLAY50910101001069
SSP2ALLQVRKHL13699901070
SSP2AMKLIQQL72881001071
SSP2AMKLIQQLNL7210101000.00061072
SSP2ATPYAGEPAPF526118801073
SSP2AVFGIGQGI1869101001074
SSP2AVPLAMKL688101001075
SSP2AVPLAMKLI689101001076
SSP2AWENVKNVI2199101001077
SSP2DLDEPEQF5468101001078
SSP2DLDEPEQFRL54610101001079
SSP2DVQNNIVDEI2710101001080
SSP2EILHEGCTSEL267118801081
SSP2ETLGEEDKDL53810101001082
SSP2EVCNDEVDL4198801083
SSP2EVCNDEVDLY41108801084
SSP2EVCNDEVDLYL41118801085
SSP2EVDLYLLM4688801086
SSP2EVEKTASCGVW23711101001087
SSP2FLIFFDLF148101001088
SSP2FLIFFDLFL149101001089
SSP2FVVPGAATPY520108801090
SSP2GIAGGLAL5038101001091
SSP2GIAGGLALL5039101001092
SSP2GIGQGINVAF18910101001093
SSP2GINVAFNRF1939101001094
SSP2GINVAFNRFL19310101001095
SSP2GIPDSIQDSL16310101001096
SSP2GLALLACAGL50710101001097
SSP2GTRSRKREI2609101001098
SSP2GTRSRKREIL26010101001099
SSP2GVKIAVFGI1829101001100
SSP2HLGNVKYL38101001101
SSP2HLGNVKYLVI310101001102
SSP2ILHEGCTSEL268108801103
SSP2ILTDGIPDS115910101001104
SSP2IVFLIFFDL129101001105
SSP2IVFLIFFDLF1210101001106
SSP2IVFLIFFDLFL1211101001107
SSP2KFVVPGAATPY519118801108
SSP2KIAGGIAGGL49910101001109
SSP2KIAVFGIGQGI18411101001110
SSP2KLIQQLNL748101001111
SSP2KTASCGVW2408101001112
SSP2KTASCGVWDEW24011101001113
SSP2KYKIAGGI49789901114
SSP2KYLVIVFL88101001115
SSP2KYLVIVFLI89101004.60001116
SSP2KYLVIVFLIF810101000.00031117
SSP2KYLVIVFLIFF811101001118
SSP2LIFFDLFL158101001119
SSP2LLACAGLAY5109101001120
SSP2LLACAGLAYKF51011101001121
SSP2LLMDCSGSI519101001122
SSP2LLQVRKHL13789901123
SSP2LLSTNLPY12189901124
SSP2LMDCSGSI528101001125
SSP2LTDGIPDSI1609101001126
SSP2LVIVFLIF108101001127
SSP2LVIVFLIFF109101001128
SSP2LVIVFLIFFDL1011101001129
SSP2LVNGRDVQNNI2211101001130
SSP2LVVILTDGI1569101001131
SSP2LYLLMDCSGSI49119901132
SSP2NIVDEIKY318101001133
SSP2NLPYGRTNL12598801134
SSP2NLYADSAW2138101001135
SSP2NVAFNRFL1958101001136
SSP2NVKNVIGPF2229101001137
SSP2NVKNVIGPFM22210101001138
SSP2NVKYLVIVF69101001139
SSP2NVKYLVIVFL610101001140
SSP2NVKYLVIVFLI611101001141
SSP2NWVNHAVPL6398801142
SSP2NWVNHAVPLAM63118801143
SSP2PLAMKLIQQL7010101001144
SSP2PYAGEPAPF52898800.03701145
SSP2QFRLPEENEW55210101001146
SSP2QLVVILTDGI15510101001147
SSP2QVRKHLNDRI139109901148
SSP2RINRENANQL14710101001149
SSP2RLPEENEW5548101001150
SSP2SLKESRKL17189901151
SSP2SLLSTNLPY12099901152
SSP2STNLPYGRTNL123118801153
SSP2TLGEEDKDL5399101001154
SSP2VFGIGQGI 1878101001155
SSP2VFLIFFDL138101001156
SSP2VFLIFFDLF139101001157
SSP2VFLIFFDLFL1310101001158
SSP2VILTDGIPDSI15811101001159
SSP2VIVFLIFF118101001160
SSP2VIVFLIFFDL1110101001161
SSP2VIVFLIFFDLF1111101001162
SSP2VVILTDGI1578101001163
SSP2VVPGAATPY52198801164
SSP2WVNHAVPL6488801165
SSP2WVNHAVPLAM64108801166
SSP2YLLMDCSGSI5010101001167
SSP2YLVIVFLI98101001168
SSP2YLVIVFLIF99101001169
SSP2YLVIVFLIFF910101001170
TABLE XI
Malaria B07 Super Motif Peptides With Binding Information
No ofSequenceConservancy
ProteinSequencePositionAmino AcidsFrequency(%)B*0702Seq. Id.
CSPEPSDKHIEQY3451015791171
CSPEPSDKHIEQYL3451115791172
CSPDPNANPNA2028191001171
CSPDPNANPNV1308191001174
CSPDPNRNVDENA32710191000.00021175
CSPMPNDPNRNV3249191000.00011176
CSPNPDPNANPNV12010191000.00011177
CSPNPNANPNA3028191000.00011178
CSPNPNVDPNA1988191000.00011179
CSPQPGDGNPDPNA11511191001180
CSPSPCSVTCGNGI37111191001181
EXPDPADNANPDA1161011000.00021182
EXPDPQVTAQDV136911000.00011183
EXPEPLIDVHDL45911000.00011184
EXPEPLIDVHDLI451011000.00021185
EXPEPNADPQV132811000.00011186
EXPEPNADPQVTA1321011000.00021187
EXPHPFKIGSSDPA1081111001188
EXPQPQGDDNNL148911000.00011189
EXPQPQGDDNNLV1481011000.00021190
LSAKPEQKEDKSA17281011000.00021191
LSAKPIVQYDNF1786911000.00011192
LSAKPNDKSLY1850811000.00041193
LSALPSENERGY1663911000.00011194
LSALPSENERGYY16631011000.00011195
LSALPSENERGYYI16631111001196
SSP2EPAPFDETL5329101000.00011197
SSP2GPFMKAVCV2289101000.00231198
SSP2GPFMKAVCVEV22811101001199
SSP2HPSDGKCNL2069101000.02201200
SSP2HPSDGKCNLY20610101000.00011201
SSP2HPSDGKCNLYA20611101001202
SSP2IPDSIQDSL1649101000.00221203
SSP2IPEDSEKEV3679101000.00011204
SSP2LPYGRTNL12688800.11001205
SSP2NPEDDREENF38210101000.00011206
SSP2QPRPRGDNF30399900.01601207
SSP2QPRPRGDNFA303109900.00091208
SSP2QPRPRGDNFAV303119901209
SSP2RPRGDNFA30589900.01101210
SSP2RPRGDNFAV30599900.48001211
SSP2TPYAGEPA52788801212
SSP2TPYAGEPAPF52708800.09901213
SSP2VPGAATPY52288801214
SSP2VFGAATPYA52298800.00011215
SSP2VPLAMKLI698101000.00011216
SSP2VPLAMKLIQQL6911101001217
TABLE XII
Malaria B27 Super Motif Peptides
No. ofSequenceConservancy
ProteinSequencePositionAmino AcidsFrequency(%)Seq. Id
CSPCKMEKCSSVF40810191001218
CSPDKHIEQYL 348815791219
CSPDKHIEQYLKKI3481115791220
CSPEKLRKFKHKKL10311191001221
CSPGKQENWYSL579191001222
CSPKHIEQYLKKI3491015791223
CSPKKIQNSLSTEW3601115791224
CSPLKKIQNSL359815791225
CSPLKKNSRSL658191001226
CSPLRKPKHKKL1059191001227
CSPRKLAILSVSSF311191001228
CSPRKPKHKKL1068191001229
CSPTRVLNELNY329191001230
EXPEKGRHPFKI104911001231
EXPKKGSGEPL40811001232
EXPKKGSGEPLI40911001233
EXPKKNKKGSGEPL371111001234
EXPKRKSKYKL69811001235
EXPMKILSVFF1811001236
EXPMKILSVFFL1911001237
EXPMKILSVFFLAL11111001238
EXPNKKGSGEPL39911001239
EXPNIUCGSGEPLI391011001240
EXPNKRKSKYKL68911001241
EXPSKYKLATSVL721011001242
EXPVHDLISDM50811001243
EXPVHDLISDMI50911001244
EXPYKLATSVL74811001245
EXPYKLATSVLAGL741111001246
LSADKDKELTM79811001247
LSADKQVNKEKEKF18671111001248
LSADKSADIQNHTL17341111001249
LSADKSLYDEHI1853911001250
LSADRLAKEKL1392811001251
LSAEHGDVLAEDL16431011001252
LSAEHGDVLAEDLY16431111001253
LSAEKAAKETL151811001254
LSAEKDEIIKSNL301011001255
ISAEKEKFIKSL1873911001256
LSAEKEKFIKSLF18731011001257
LSAEKFIKSLF1875811001258
LSAEKFIKSLFHI18751011001259
LSAEKFIKSLFHIF18751111001260
LSAEKHEKKHVL53911001261
LSAEKIKKGKKY1833911001262
LSAEKKHVLSHNSY561111001263
LSAEKLQEQQRDL16181011001264
LSAEKLQEQQSDL15841011001265
LSASCLQGQQSDL11251011001266
LSAEKNENLDDL1811911001267
LSAEKTKDNNF1842811001268
LSAEKTKNNENNKF671111001269
LSAEKTNRESI1697811001270
LSAERKKEHGDVL16391011001271
LSAERLAKEKL1613811001272
LSAERLANEKL1528811001273
LSAERRAKEKL1579811001274
LSAERIXASKETL11861011001275
LSAFHIFDGDNEI18821011001276
LSAFHIFDGDNEIL18821111001277
LSAFHINGKII19811001278
LSAFKPIVQYDNF17851011001279
LSAFKPNDKSL1849811001280
LSAFKPNDKSLY1849911001281
LSAFKSLLRNL97811001282
LSAGHLEEKKDOSI17171111001283
LSAGKLIHIII121811001284
LSAGRLEIPAI1654811001285
LSAGRLEIPAIEL16541011001286
LSAGRRDIHKGHL17101011001287
LSAIKNSEKDEI26911001288
LSAIKNSEKDEll261011001289
LSAIKSLFHIF1878811001290
LSAKHEKKHVL54811001291
LSAKHILYISF2811001292
LSAKHILYISFY2911001293
LSAKHILYISFYF21011001294
LSAKHILYISFYFI21111001295
LSAKHVLSHNSY58911001296
LSAKKEHGDVL1641811001297
LSAKKHVLSHNSY571011001298
LSAKKYEKTKDNNF18391111001299
LSALRNLGVSENI1011011001300
LSALRNLGVSENIF1011111001301
LSAMKHILYISF1911001302
LSAMKHILYISFY11011001303
LSAMKHILYISFYF11111001304
LSANHTLETVNI1741911001305
LSANKEGKLIEHI1181011001306
LSANKEGKLIEHII1181111001307
LSANKEKEKFI1871811001308
LSANKEKEKFIKSL18711111001309
LSANKFFDKDKEL751011001310
LSANKLNKI3GKL115911001311
LSANKLNKEGKLI1151011001312
LSANRGNSRDSKEI16831111001313
LSAQKEDILSADI1731911001314
LSAQRDLEQERL1607911001315
LSAQRKADTKKNL16291011001316
LSAFUCADIKKNL1630911001317
LSARKKEHODVL1640911001318
LSARRDTHKGHL1711911001319
LSASKYEDEISAEY17581111001320
LSASRDSKEISI1687911001321
LSASRDSKEISII16871011001322
LSATKASKED1188811001323
LSATKNNENNKF69911001324
LSATKNNENNKFF691011001325
LSAVKNVSQTNF89911001326
LSAYKELEDLI1803811001327
SSP2CHPSDGKCNL20510101001328
SSP2CHPSDGKCNLY20511101001329
SSP2DIOLDEPEQF54410101001330
SSP2DREENFDI3868101001331
SSP2DROVKIAVF18099901332
SSP2DRGVKIAVFGI180119901333
SSP2DRINRENANQL14611101001334
SSP2EKTASCGVW2399101001335
SSP2FRLPEENEW5539101001336
SSP2GKCNLYADSAW21011101001337
SSP2GKGIRSRKREI25811101001338
SSP2GRDVQNNI258101001339
SSP2GRNNENRSY4589101001340
SSP2KHDNQNNL4008io1001341
SSP2LHEGCTSEL26998801342
SSP2MKLIQQLNL739101001343
SSP2NHAVPLAM6688801344
SSP2NHAVPLAMKL66108801345
SSP2NHAVPLAMKLI66118801346
SSP2NHIXINVKY28101001347
SSP2NHLGNVKYL29101001348
SSP2NHLGNVKYLVI211101001349
SSP2NKEKALII11089901350
SSP2NKEKALIII11099901351
SSP2NKHDNQNNL3999101001352
SSP2NKYKIAGGI49699901353
SSP2NRENANQL1498101001354
SSP2NRENANQLVVI14911101001355
SSP2PHGRNNENRSY45611101001356
SSP2PRPRGDNF30489901357
SSP2RHNWVNHAVPL61118801358
SSP2RKHLNDRI1418101001359
SSP2SKNKEKAL1088101001360
SSP2SKNKSKALI10899901361
SSP2SKNKEKALII108109901362
SSP2SKNKEKALIII108119901363
SSP2TRSRKREI2618101001364
SSP2TRSRKREIL2619101001365
SSP2VKIAVFGI1838101001366
SSP2VKNVIGPF2238101001367
SSP2VKNVIGPFM2239101001368
SSP2VKYLVIVF78101001369
SSP2VKYLVIVFL79101001370
SSP2VKYLVIVFLI710101001371
SSP2VKYLVIVFLIF711101001372
SSP2VRKHLNDRI1409101001373
SSP2YKIAGGIAGGL49811101001374
TABLE XIII
Malaria B58 Super Motif Peptides
No. ofSequenceConservancy
ProteinSequencePositionAmino AcidsFrequency(%)Seq. Id
CSPCSSVFNVV4138191001375
CSPCSYTCONGI3739191001376
CSPCSVTCONGIQV37311191001377
CSPEALFQEYQCY1710191001378
CSPGSSSNTRV278191001379
CSPGSSSNTRVL279191001380
CSPLAILSVSSF59191001381
CSPLAILSVSSFL510191001382
CSPLAILSVSSFLF511191001383
CSPLSTEWSPCSV3661018951384
CSPLSVSSFLF88191001385
CSPLSVSSFLFV89191001386
CSPNAGINLYNB421018951387
CSPNANANNAV335816841388
CSPNSSIGLIM4218191001389
CSPNSSIGLIMV4219191001390
CSPNSSIGLIMVL42110191001391
CSPNTRVLNEL318191001392
CSPNTRVLNELNY3110i91001393
CSPPSDKHIEQY346915791394
CSPPSDKHIEQYL3461015791395
CSPSSFLFVEAL119191001396
CSPSSFLFVEALF1110191001397
CSPSSIGLIMV4228191001398
CSPSSIGLIMVL4229191001399
CSPSSIGLIMVLSF42211191001400
CSPSSKIRVLNEL2910191001401
CSPSSSNTRVL288191001402
CSPSSSNTRVLNEL2811191001403
CSPSSVFNVVNSSI41411191001404
CSPSTEWSPCSV3679191001405
CSPVSSFLFVEAL1010191001406
CSPVSSFLFVEALF1011191001407
CSPVKONGIQV3759191001408
CSPVTCGNGIQVRI37511191001409
CSPYSLKKNSRSL6310191001410
EXPATSVLAGL77811001411
EXPATSVLAGLL77911001412
EXPGSGEPLIDV42911001413
EXPISDMIKKEEELS41111001414
EXPKSKYKLATSV711011001415
EXPKSKYKLATSVL711111001416
EXPKTNKOTOSOV241011001417
EXPLAGLLGNV81811001418
EXPLAGLLGNVSTV811111001419
EXPLALFFIW9811001420
EXPLATSVLAGL76911001421
EXPLATSVLAGLL761011001422
EXPLSVFFLAL4811001423
EXPLSVFFLALF4911001424
EXPLSVFFLALFF41011001425
EXPLSVFFLALFFI41111001426
EXPNADPQVTAQDV1341111001427
EXPNTEKGRHPF102911001428
EXPNTEKGRHPFKL1021111001429
EXPSTVLLGGV89811001430
EXPSTVLLGGVGL891011001431
EXPSTVLLOOVGLV891111001432
EXPTSVLAGLL78811001433
EXPTSVLAGLLGNV781111001434
EXPVSTVLLGGV88911001435
EXPVSTVLLGGVGL881111001436
LSADSKEISII1689811001437
LSAETLQEQQSDL11931011001438
LSAETLQGQQSDL1561011001439
LSAETVNISDV1745811001440
LSAEIVNISDVNDF17451111001441
LSAGSSNSRNRI42911001442
LSAHTLETVNI1742811001443
LSAHTLETVNISDV17421111001444
LSAISAEYDDSL1764911001445
LSAISAEYDDSLI17641011001446
LSAISDVNDFQI1749911001447
LSAISFYFILV7811001448
LSAISFYFILVNL71011001449
LSAISFYFILVNLL71111001450
LSAISKYEDEI1757811001451
LSAITKYFMKL1902811001452
LSAITTNVEGRRDI17041111001453
LSAKADTKKNL1631811001454
LSAKSADIQNHTL17351011001455
LSAKSLLRNLGV98911001456
LSAKSLYDEHI1854811001457
LSAKSLYDEHIKKY18541111001458
LSAKSSEELSEEKI18251111001459
LSAKTKNNENNKF681011001460
LSAKTKNNENNKFF681111001461
LSAKTNRESITTNV16981111001462
LSALAEDLYGRL1648911001463
LSALAEDLYGRLEI16481111001464
LSALSEDTIKY1898811001465
LSALSED1TKYF1898911001466
LSALSEDITKYFM18981011001467
LSALTNISNVKNV84911001468
LSANSEKDEII28811001469
LSANSRDSKEI1686811001470
LSANSRDSKEISI16861011001471
LSANSRDSKEISII16861111001472
LSAPSENERGY1664811001473
LSAPSENERGYY1664911001474
LSAPSENERGYYI16641011001475
LSAQSDLEQDRL1386911001476
LSAQSDLEQERL1590911001477
LSAQSDSEQERL519911001478
LSAQTNFKSLL94811001479
LSAQTNFKSLLRNL941111001480
LSARSGSSNSRNRI401111001481
LSARTKASKETL1187911001482
LSASADIQNHTL1736911001483
LSASAEYDDSL1765811001484
LSASAEYDDSLI1765911001485
LSASSEELSEEKI18261011001486
LSASSNSRNRI43811001487
LSATINVEGRRDI17051011001488
LSAVSQTNFKSL92911001489
LSAVSQINFKSLL921011001490
SSP2ASCGVWDEW2429101001491
SSP2ASKNKEKAL1079101001492
SSP2ASKNKEKALI107109901493
SSP2ASKNKEKALII107119901494
SSP2ATPYAGEPAPF526118801495
SSP2CAGLAYKF5138101001496
SSP2CAGLAYKFV5139101001497
SSP2CAGLAYKFVV51310101001498
SSP2CSGSIRRHNW5510101001499
SSP2CSGSIRRHNWV5511101001500
SSP2DALLQVRKHL135109901501
SSP2DASKNKEKAL10610101001502
SSP2DASKNKEKALI106119901503
SSP2DSAWENVKNV21710101001504
SSP2DSAWENVKNVI21711101001505
SSP2DSEKEVPSDV37010101001506
SSP2DSLKESRKL17099901507
SSP2ETLGEEDKDL53810101001508
SSP2GSIRRHNW578101001509
SSP2GSIRRHNWV579101001510
SSP2GTRSRKREI2609101001511
SSP2GTRSRKRE3L26010101001512
SSP2HAVPLAMKL679101001513
SSP2HAVPLAMKLI6710101001514
SSP2IAGGIAGGL5009101001515
SSP2IAGGIAGGLAL50011101001516
SSP2IAGGLALL5048101001517
SSP2IAVFGIGQGI18510101001518
SSP2KTASCGVW2408101001519
SSP2KTASCGVWDEW24011101001520
SSP2LACAGLAY5118101001521
SSP2LACAGLAYKF51110101001522
SSP2LACAGLAYKFV51111101001523
SSP2LALLACAGL5089101001524
SSP2LALLACAGLAY50811101001525
SSP2LAMKLIQQL719101001526
SSP2LAMKLIQQLNL7111101001527
SSP2LTDGIPDSI1609101001528
SSP2NANQLVVI1528101001529
SSP2NANQLVVIL1529101001530
SSP2PAPFDETL5338101001531
SSP2PSco*kCNL2078101001532
SSP2PSDGKCNLY2079101001533
SSP2QSQDNNGNRHV43611101001534
SSP2RSRKREIL2628101001535
SSP2SAWENVKNV2189101001536
SSP2SAWENVKNVI21810101001537
SSP2STNLPYGRTNL123118801538
SSP2TASCGVWDEW24110101001539
SSP2VAFNRFLV1968101001540
SSP2YADSAWENV2159101001541
SSP2YAGEPAPF52988801542
TABLE XIV
Malaria B62 Super Motif Peptides
No. ofSequenceConservancy
ProteinSequencePositionAmino AcidsFrequency(%)Seq. Id.
CSPAILSVSSF6891001543
CSPAILSVSSFLF61091001544
CSPAILSVSSFLFV61191001545
CSPALFQEYQCY18991001546
CSPDIEKKKKM402991001547
CSPDPNANPNV130891001548
CSPELNYDNAGI3798951549
CSPENINYYGKQENW521191001550
CSPEPSDKHIEQY345105791551
CSPFLFVEALF13891001552
CSPFLFVEALFQEY131191001553
CSPFVEALFQEYIS991001554
CSPGINLYNELEM44108951555
CSPGLIMVLSF425891001556
CSPGLIMVLSFLF4251091001557
CSPHIEQYLKKI35095791558
CSPILSVSSFLF7991001559
CSPILSVSSFLFV71091001560
CSPIMVLSFLF427891001561
CSPIQNSLSTEW36295791562
CSPKKKMEKCSSV4061191001563
CSPKIQNSLSTEW361105791564
CSPKLAILSVSSF41091001565
CSPKMEKCSSV409891001566
CSPKMEXCSSVF409991001567
CSPKMEKCSSVFNV4091191001568
CSPLIMVLSFLF426991001569
CSPMMRKLAILSV11091001570
CSPMPNDPNRNV324991001571
CSPNLYNELEM46891001572
CSPNLYNELEMNY461091001573
CSPNLYNELEMNYY461191001574
CSPNMPNDPNRNV3231091001575
CSPNPDPNANPNV1201091001576
CSPNQGNGQGHNM3151091001577
CSPNVDPNANPNV1281091001578
CSPNVVNSSIGLI4181091001579
CSPNVVNSSIGLIM4181191001580
CSPRVLNELNY33891001581
CSPSIGLIMVLSF4231091001582
CSPSLSTEWSPCSV365118951583
CSPSPCSVTCGNGI3711191001584
CSPSVFNVVNSSI4151091001585
CSPSVSSFLFV9891001586
CSPSVTCGNGI374891001587
CSPSVTCGNGIQV3741091001588
CSPVVNSSIGLI419991001589
CSPVVNSSIGLIM4191091001590
CSPVVNSSIGLIMV4191191001591
EXPDMIKKEEELV561011001592
EXPDPQVTAQDV136911001593
EXPDVHDLISDM49911001594
EXPDVHDLISDMI491011001595
EXPEPLIDVHDLI451011001596
EXPEPNADPQV132811001597
EXPEQPQGDDNNLV1471111001598
EXPEVNKRKSKY66911001599
EXPFLALFFII8811001600
EXPFLALFFIIF8911001601
EXPGLLGNVSTV83911001602
EXPILSVFFLALF31011001603
EXPILSVFFLALFF31111001604
EXPKILSVFFLALF21111001605
EXPLIDVHDLI47811001606
EXPLIDVHDLISDM471111001607
EXPLLGGVGLV92811001608
EXPLLGGVGLVLY921011001609
EXPLLGNVSTV84811001610
EXPLVEVNKRKSKY641111001611
EXPMIKKEEELV57911001612
EXPMIKKEEELVEV571111001613
EXPNVSTVLLGGV871011001614
EXPPLIDVHDLI46911001615
EXPPQGDDNNLV149911001616
EXPPQVTAQDV137811001617
EXPQPQGDDNNLV1481011001618
EXPSVFFLALF5811001619
EXPSVFFLALFF5911001620
EXPSVFFLALFFI51011001621
EXPSVFFLALFFII51111001622
EXPSVLAGLLGNV791011001623
EXPTVLLGOVCILV901011001624
EXPVLAGLLGNV80911001625
EXPVLLGGVGLV91911001626
EXPVLLGGVGLVLY911111001627
LSADIQNHTLETV17381011001628
LSADLDEFKPI1781811001629
LSADLDEFKPIV1781911001630
LSADLDEFKPIVQY17811111001631
LSADLYGRLEI1651811001632
LSADLYGRLEIPAI16511111001633
LSADVLAEDLY1646811001634
LSADVNDFQISKY17511011001635
LSAEISAEYDDSLI17631111001636
LSAELPSENERGY16621011001637
LSAELPSENERGYY16621111001638
LSAELSEDITKY1897911001639
LSAELSEDITKYF18971011001640
LSAELSEDITKYFM18971111001641
LSAELTMSNVKNV831011001642
LSAEQKEDKSADI17301011001643
LSAFIKSLFHI1877811001644
LSAFIKSLFHIF1877911001645
LSAFILVNLLI11811001646
LSAFILVNLLIF11911001647
LSAFILVNLLIFHI111111001648
LSAFQDEENIGI1794911001649
LSAFQDEENIGIY17941011001650
LSAFQISKYEDEI17551011001651
LSAGIYKELEDLI18011011001652
LSAHIFDODNEI1883911001653
LSAHIKKYKNDKQV18601111001654
LSAHILYISFY3811001655
LSAHILYISFYF3911001656
LSAHILYISFYFI31011001657
LSAHLEEKKDOSI17181011001658
LSAHVLSHNSY59811001659
LSAIIEKTNRESI16951011001660
LSAIIKNSEKDEI251011001661
LSAIIKNSEKDEII251111001662
LSAIINDDDDKKKY1271111001663
LSAILVNLLIF12811001664
LSAILVNLLIFHI121011001665
LSAILYISFYF4811001666
LSAILYISFYFI4911001667
LSAILYISFYFILV41111001668
LSAIQNHTLETV1739911001669
LSAIQNHTLETVNI17391111001670
LSAIVDELSEDI1894911001671
LSAKLIKNSEKDEI241111001672
LSAKIKKGKKY1834811001673
LSAKLNKEGKLI116911001674
LSAKPIVQYDNF1786911001675
LSAKPNDKSLY1850811001676
LSAKQVNKEKEKF18681011001677
LSAKQVNKEKEKFI18681111001678
LSALIFHINGKI17911001679
LSALIFHINGKII171011001680
LSALLIFHINGKI161011001681
LSALLIFHINGKII161111001682
LSALLRNLGVSENI1001111001683
LSALPSENERGY1663911001684
LSALPSENERGYY16631011001685
LSALPSENERGYYI16631111001686
LSALQIVDELSEDI18921111001687
LSALVNLLIFHI13911001688
LSANISDVNDF1748811001689
LSANISDVNDFQI17481011001690
LSANLDDLDEGI1815911001691
LSANLERKKEHGDV16371111001692
LSANLGVSENI103811001693
LSANLGVSENIF103911001694
LSANLLIFHINGKI151111001695
LSANVEGRRDI707811001696
LSANVKNVSQTNF881011001697
LSAPIVQYDNF787811001698
LSAQISKYEDEI756911001699
LSAQIVDELSEDI8931011001700
LSAQVNKEKEKF869911001701
LSAQVNKEKEKFI8691011001702
LSASIIEKTNRESI6941111001703
LSASLLRNLGV99811001704
LSASLYDEHIKKY8551011001705
LSATLETVMSDV7431011001706
LSATMSNVKNV85811001707
LSATVNISDVNDF7461011001708
LSAYISFYFILV6911001709
SSP2ALLACAGLAY50910101001710
SSP2AVFGIGQGI1869101001711
SSP2AVFGIGQGINV18611101001712
SSP2AVPLAMKLI689101001713
SSP2DLDEPEQF5468101001714
SSP2DLFLVNGRDV1910101001715
SSP2DQPRPRGDNF302109901716
SSP2DVQNNIVDEI2710101001717
SSP2EIKYREEV3589901718
SSP2EQFRLPEENEW55111101001719
SSP2EVCNDEVDLY41108801720
SSP2EVDLYLLM4688801721
SSP2EVEKTASCGV23710101001722
SSP2EVEKTASCGVW23711101001723
SSP2FLIFFDLF148101001724
SSP2FLIFFDLFLVI410101001725
SSP2FLVNGRDV218101001726
SSP2FMKAVCVEV2309101001727
SSP2FVVPGAATPY520108801728
SSP2G1GQGNV1898101001729
SSP2GIGQGINVAF18910101001730
SSP2GINVAFNRF1939101001731
SSP2GINVAFNRFLV19311101001732
SSP2GLAYKFVV5158101001733
SSP2GPFMKAVCV2289101001734
SSP2GPFMKAVCVEV22811101001735
SSP2GQGINVAF1918101001736
SSP2GQGINVAFNRF19111101001737
SSP2GVKIAVFGI1829101001738
SSP2GVWDEWSPCSV24511101001739
SSP2HLGNVKYLV39101001740
SSP2HLGNVKYLVI310101001741
SSP2HLGNVKYLVIV311101001742
SSP2HPSDGKCNLY20610101001743
SSP2ILTDGIPDS115910101001744
SSP2IPEDSEKEV3679101001745
SSP2IVDEIKYREEV32119901746
SSP2IVFLIFFDLF1210101001747
SSP2KIAVFGIGQGI18411101001748
SSP2LEFFDLFLV159101001749
SSP2LLACAGLAY5109101001750
SSP2LLACAGLAYKF51011101001751
SSP2LLMDCSGSI519101001752
SSP2LLSTNLPY12189901753
SSP2LMDCSGS1528101001754
SSP2LQVRKHLNDRI138119901755
SSP2LVIVFLIF108to1001756
SSP2LVIVFLIFF109101001757
SSP2LVNGRDVQNNI2211101001758
SSP2LVVILTDGI1569101001759
SSP2NIPEDSEKEV36610101001760
SSP2NIVDEIKY318101001761
SSP2NLYADSAW2138101001762
SSP2NLYADSAWENV21311101001763
SSP2NPEDDRENF38210101001764
SSP2NQLVVILTDGI15411101001765
SSP2NVAFNRFLV1959101001766
SSP2NVIGPFMKAV22510101001767
SSP2NVKNVIGPF2229101001768
SSP2NVKNVIGPFM22210101001769
SSP2NVKYLVIV68101001770
SSP2NVKYLVIVF69101001771
SSP2NVKYLVIVFLI611101001772
SSP2QLVVILTDG115510101001773
SSP2QPRPRGDNF30399901774
SSP2QPRPRGDNFAV303119901775
SSP2QVRKHLNDRI139109901776
SSP2RINRENANQLV14711101001777
SSP2RLPEENEW5548101001778
SSP2RPRGDNFAV30599901779
SSP2SIRRHNWV588101001780
SSP2SLLSTNLPY12099901781
SSP2SQDNNGNRHV43710101001782
SSP2TPYAGEPAPF527108801783
SSP2VIGPFMKAV2269101001784
SSP2VIGPFMKAVCV22611101001785
SSP2VILTDGIPDSI15811101001786
SSP2VIVFLIFF118101001787
SSP2VIVFLIFFDLF1111101001788
SSP2VPGAATPY52288801789
SSP2VPLAMKLI698101001790
SSP2VQNNIVDEI289101001791
SSP2VQNNIVDEIKY2811101001792
SSP2VVILTDGI1578101001793
SSP2VVPGAATPY52198801794
SSP2WVNHAVPLAM64108801795
SSP2YLLMDCSGSI5010101001796
SSP2YLVIVFLI98101001797
SSP2YLVIVFLIF99101001798
SSP2YLVIVFLFF910101001799
TABLE XV
Malaria A01 Motif Peptides With Binding Information
No. ofSequence Conservancy
ProteinSequencePositionAmino AcidsFreq.(%)A*0101Seq. Id.
CSPDNAGINLY418191001800
CSPEPSDKHIEQY3451015791801
CSPFVEALFQEY159191003.40001802
CSPNTRYLNELNY3110191000.00961803
CSPNYDNAGINLY391018950.00121804
CSPPSDKHIEQY346915791805
CSPVEALFQEY168191001806
CSPVEALFQEYQCY1611191001807
CSPYNELEMNY488191001808
CSPYNELEMNYY489191001809
EXPLVEVNKRKSKY641111001810
LSADDDDKKKY130811001811
LSADEENIGIY1796811001812
LSADLDEFKPIVQY17811111001813
LSAEDEISAEY1761811001814
LSAELSEDITKY1897911001815
LSAFQDEENIGIY17941011001.10001816
LSAHGDVLAEDLY16441011000.00121817
LSAINDDDDKKKY1281011001818
LSAKSLYDEHIKKY18541111001819
LSAKYEDEISAEY 17591011000.00111820
LSALDEFKPIVQY17821011001821
LSALPSENERGY1663911000.67001822
LSALPSENERGYY16631011000.00111823
LSALSEDITKY1898811001824
LSALYDEHIKKY1856911000.00111825
LSANDDDDKKKY129911001826
LSAPSENERGY1664811001827
LSAPSENERGYY1664911000.07901828
LSAQDEENIGIY1795911001829
LSASEEKIKKGKKY18311111001830
LSAVDELSEDITKY18951111001831
LSAVNDFQISKY1752911001832
LSAYDEHIKKY1857811001833
LSAYEDEISAEY1760911000.00121834
SSP2CNDEVDLY4388801835
SSP2HPSDGKCNLY20610101000.02601836
SSP2LLACAGLAY5109101001837
SSP2LLSTNLPY12189901838
SSP2PSDGKCNLY2079101000.54001839
TABLE XVI
Malaria A3 Motif Peptides With Binding Information
No. ofSequenceConservancy
ProteinSequencePositionAmino AcidsFrequency(%)A*0301Seq. Id
CSPAILSVSSF68191001840
CSPAILSVSSFLF610191001841
CS!ALFQEYQCYI89191000.00271842
CSPCGNGIQVR3778191001843
CSPCONGIQVRIK37710191000.00051844
CSPDONNEDNEK969191000.00011845
CSPDGNNEDNEKLR9611191001846
CSPDGNNNNGDNGR771117891847
CSPDGNPDPNA1188191001848
CSPD1EKKKK4028191001849
CSPD1EKKKKMEK40211191001850
CSPEALFQEYQCY1710191000.00051851
CSPEDNEKLRK1008191001852
CSPEDNEKLRKPK10010191000.00051853
CSPEDNEKLRKPKH10011191001854
CSPEGKDEDKR888191001855
CSPELBANYYOK509191000.00011856
CSPFLFVEALF138191001857
CSPFLFVEALFQEY1311191001858
CSPFVEALFQEY159191000.00011859
CSPGDGNPDPNA1179191001860
CSPGDNGREOK838191001861
CSPGIQVRIKPGSA38011191001862
CSPGLIMVLSF4258191001863
CSPGLIMVLSFLF42510191001864
CSPHIEQYLKK350815791865
CSPKKMEKCSSVF40711191001866
CSPIGLIMVLSF4249191001867
CSPIGLIMVLSFLF42411191001868
CSPILSVSSFLF79191001869
CSPIMVLSFLF4278191001870
CSPKLAILSVSSF410191001871
CSPKLRKPKHK1048191001872
CSPKLAKANKK1049191000.13001873
CSPKLRKPKEIKKLK10411191001874
CSPKMEKCSSVF4099191001875
CSPLAILSVSSF59191001876
CSPLAILSVSSFLF511191001877
CSPLDYENDIEK397918950.00021878
CSPLDYENDIEKK3971018950.00051879
CSPLFQEYQCY198191001880
CSPLFVEALFQEY1410191001881
CSPLIMVLSFLF4269191001882
CSPLSVSSFLF88191001883
CSPLSVSSFLFVEA811191001884
CSPNANANNAVK335916840.00011885
CSPNANPNANPNA30010191001886
CSPNANPNANPNK30410191000.00051887
CSPNANPNVDPNA19610191001888
CSPNDIEKKICK4019191000.00011889
CSPNDPNRNVDENA32611191001890
CSPNGDNGREGK829191000.00011891
CSPNGIQVRIK3798191001892
CSPNGREGKDEDK8510191000.00051893
CSPNGREGKDEDKR8511191001894
CSPNLYNELEMNY4610191000.00051895
CSPNLYNELEMNYY4611191001896
CSPNMPNDPNR3238191001897
CSPNTRVLNELNY3110191000.00051898
CSPNVDENANA3318191001899
CSPNVDENANANNA3311116841900
CSPNVDPNANPNA20010191001901
CSPPGDGNPDPNA11610191001902
CSPPSDKHIEQY346915791903
CSPPSDKHIEQYLK3461115791904
CSPQCYGSSSNTR2410191001905
CSPQGHNMPNDPNR32011191001906
CSPQVRIKPGSA3829191001907
CSPRDONNEDNEK9510191000.00051908
CSPRVLNEI-NY338191001909
CSPRVLNELNYDNA3311191001910
CSPSDKHIEQY347815791911
CSPSDKHIEQYLK3471015791912
CSPSDKHIEQYLKK3471115791913
CSPSFLFVEALF129191001914
CSPStGLIMVLSF42310191001915
CSPSSFLFVEA118191001916
CSPSSFLFVEALF1110191001917
CSPSSIGLIMVLSF42211191001918
CSPSVSSFLFVEA910191001919
CSPSYPCGNGIQVR37411191001920
CSPTCGNGIQVR3769191001921
CSPTCGNGIQVRIK37611191001922
CSPVDENANANNA3321016841923
CSPVDPNANPNA2019191001924
CSPVLNELNYDNA3410191001925
CSPVSSFLFVEA109191001926
CSPVSSFLFVEALF1011191001927
CSPVTCGNGIQVR37510191000.00051928
CSPYDNAGINLY40918951929
CSPYGKQENWY568191001930
CSPYGKQENWYSLK5611191001931
CSPYGSSSNTR268191001932
CSPYSLKKNSR638191001933
EXPADNANPDA118811001934
EXPADSESNGEPNA1251111001935
EXPALFFIFNK10911001.10001936
EXPDDNNLVSGPEH1521111001937
EXPDLISDMIK52811001938
EXPDLISDMIKK52911000.00011939
EXPDSESNGEPNA1261011001940
EXPDVHDLISDMIK491111001941
EXPELVEVNKR63811001942
EXPELVEVNKRK63911000.00011943
EXPELVEVNKRKSK631111001944
EXPESLAEKTNK19911000.00011945
EXPESNGEPNA128811001946
EXPEVNKRKSK66811001947
EXPEVNKRKSKY66911000.00011948
EXPEVNKRKSKYK661011000.00051949
EXPFFIIFNKESLA121111001950
EXPFFLALFFIIF71011001951
EXPFIIFNKESLA131011001952
EXPFLALFFIIF8911001953
EXPFLALFFIIFNK81111001954
EXPGGVGLVLY94811001955
EXPGLVLYNTEK97911000.00691956
EXPGLVLYNTEKGR971111001957
EXPGSGEPLIDVH421011000.00051958
EXPGSGVSSKK30811001959
EXPGSGVSSKKK30911000.00031960
EXPGSGVSSKKKNK301111001961
EXPGSSDPADNA113911001962
EXPGTGSGVSSK28911000.00391963
EXPGTGSGVSSKK281011000.00711964
EXPGTGSGVSSKKK281111001965
EXPGVGLVLYNTEK951111001966
EXPGVSSKKKNK32911000.00011967
EXPGVSSKKKNKK321011000.00111968
EXPHDLISDMIK51911000.00011969
EXPHDLISDMIKK511011000.00091970
EXPIFNKESLA15811001971
EXPIFNKESLAEK151011000.00051972
EXPIGSSDPADNA1121011001973
EXPIIFNKESLA14911001974
EXPIIFNKESLAEK141111001975
EXPILSVFFLA3811001976
EXPILSVFFLALF3101100.1977
EXPILSVFFLALFF31111001978
EXPKGSGEPLIDVH411111001979
EXPKGTGSGVSSK271011000.00051980
EXPKGTGSGVSSKK271111001981
EXPKIGSSDPA111811001982
EXPKlGSSDPADNA1111111001983
EXPK1LSVFFLA2911000.14001984
EXPKILSVFFLALF21111001985
EXPKLATSVLA75811001986
EXPLALFFIIF9811001987
EXPLALFFIIFNK91011000.01401988
EXPLFFIIFNK11811001989
EXPLGGVGLVLY93911000.00011990
EXPLISDMIKK53811001991
EXPLLGGVGLVLY921011000.00341992
EXPLSVFFLALF4911001993
EXPLSVFFLALFF41011001994
EXPLVEVNKRK64811001995
EXPLVEVNKRKSK641011000.00051996
EXPLVEVNKRKSKY641111001997
EXPLVLYNIEK98811001998
EXPLVLYNTEKGR981011000.00051999
EXPLVLYNTEKGRH991111002000
EXPNADPQVTA134811002001
EXPNLVSGPEH155811002002
EXPNTEKGRHPF102911002003
EXPNTEKGRHPFK1021011000.00472004
EXPPADNANPDA117911002005
EXPPFKIGSSDPA1091011002006
EXPSDPADNANPDA1151111002007
EXPSGEPLIDVH43911000.00012008
EXPSGVSSKKK31811002009
EXPSGVSSKKKNK311011000.00052010
EXPSGVSSKKKNKK311111002011
EXPSLAEKITIK20811002012
EXPSSDPADNA114811002013
EXPSSKKKNKK34811002014
EXPSVFFLALF5811002015
EXPSVFFLALFF5911002016
EXPTGSGVSSK29811002017
EXPMSGVSSKK29911000.00012018
EXPTGSGVSSKKK291011000.00052019
EXPVFFLALFF6811002020
EXPVFFLALFFIIF61111002021
EXPVGLVLYNTEK961011000.00052022
EXPVLLGGVGLVLY911111002023
EXPVLYNTEKGR99911000.01102024
EXPVLYNTEKGRH991011000.00292025
EXPVSSKKKNK33811002026
EXPVSSKKKNKK33911000.00012027
LSAADTKKNLER1632911002028
LSAADTKKNLERK16321011000.00012029
LSAADTKKNLERKK16321111002030
LSAAIELPSENER16601011000.00012031
LSADDDDKKKY130811002032
LSADDDDKKKY1K1301011000.00012033
LSADDDKKKYIK131911000.00012034
LSADDEDLDEF1778811002035
LSADDEDLDEFK1778911000.00012036
LSADDKKKYIK132811002037
LSADDLDEG1EK1817911000.00012038
LSADGSIKPEQK1724911000.00012039
LSADIHKGHLEEK1713.1011000.00042040
LSADIHKGHLEEKK17131111002041
LSADITKYFMK1901811002042
LSADLDEFKPIVQY17811111002043
LSADLDEGIEK1818811002044
LSADLEEKAAK148811002045
LSADLEQERLA1388811002046
LSADLEQDRLAK1388911000.00012047
LSADLEQDRLAKEK13881111002048
LSADLEQERLA1609811002049
LSADLEQERLAK1609911000.00012050
LSADLEQERLAKEK16091111002051
LSADLEQERLANEK15241111002052
LSADLEQERRA1575811002053
LSADLEQERRAK1575911000.00012054
LSADLEQERRAKEK15751111002055
LSADLEQRKADTK16261011000.00012056
LSADLEQRKADTKK16261111002057
LSADLERTKASK1184911000.00012058
ISADLYGRLEIPA16511011002059
LSADSEQERLA521811002060
LSADSEQERLAK521911000.00012061
LSADSEQERLAKEK5211111002062
LSADSKEISIIEK16891011000.00012063
LSADTKKNLER1633811002064
LSADTKKNLERK1633911000.00012065
LSADTKKNLERKK16331011000.00012066
LSADVLAEDLY1646811002067
LSADVLAEDLYGR16461011000.00012068
LSADVNDFQISK1751911000.00012069
LSADVNDFQISKY17511011000.00032070
LSAEDDEDLDEFI777911002071
ISAEDDEDLDEFK17771011000.00012072
LSAEDEISAEY1761811002073
LSAEDITKYFMK1900911000.00012074
LSAEDKSADIQNHI7331011002075
LSAEDLEEKAA147811002076
LSAEDLEEKAAK147911000.00022077
LSAEDLYGRLEIPA16501111002078
ISAEFKPIVQY1784811002079
LSAEFKPIVQYDNF17841111002080
LSAEGRRDIHK1709811002081
LSAEGRRDIHKGH17091011000.00012082
LSAEIIKSNLR33811002083
LSAEISIIEKTNR16921011000.00012084
LSAELEDLIEK1805811002085
LSAELPSENER1662811002086
LSAELPSENERGY16621011000.00012087
LSAELPSENERGYY16621111002088
LSAELSEDITK1897811002089
LSAELSEDITKY1897911000.00022090
LSAELSEDITKYF18971011002091
LSAELSEEKIK1829811002092
LSAELSEEKIKK1929911000.00022093
LSAELSEEKIKKGK18291111002094
LSAELTMSNVK83811002095
LSAESITTNVEGR17021011000.00012096
LSAESMNVEGRR17021111002097
LSAETVNISDVNDF17451111002098
LSAFIKSLFHIF1877911002099
LSAFILVNLLIF11911002100
LSAFILVNLLIFH111011000.03102101
LSAFLKENKLNK111911000.02602102
LSAGDVLAEDLY1645911002103
LSAGDVLAEDLYGR16451111002104
LSAGSIKPEQK1725811002105
LSAGSIKPEQKEDK17251111002106
LSAGSSNSRNR42811002107
LSAGVSENIFLK105911000.27002108
LSAHGDVLAEDLY16441011000.00012109
LSAHIINDDDDK126911000.00022110
LSAH11NDDIDDKK1261011000.00012111
LSAHITNDDDDKKK1261111002112
LSAHIKKYKNDK1860911000.00022113
LSAHILYISFY3811002114
LSAHILYISFYF3911002115
LSAHINGKIIK20811002116
LSAHLEEKKDGSIK17181111002117
LSAHVLSHNSY59811002118
LSAHVLSHNSYEK591011000.01702119
LSAIFHINGKIIK181011000.00012120
LSAIFLKENKLINK1101011000.00012121
LSAIINDDDDK127811002122
LSAIINDDDDKK127911000.00022123
LSAIINDDDDKKK1271011000.00012124
LSAIINDDDDKKKY1271111002125
LSAILVNLLIF12811002126
LSAILVNLLIFH12911000.01502127
LSAILYISFYF4811002128
LSAISDVNDFQISK17491111002129
LSAISIIEKTNR1693911000.00012130
LSAISKYEDEISA17571011002131
LSAITTNVEGR1704811002132
LSAITTNVEGRR1704911000.00022133
LSAIVDELSEDMC18941111002134
LSAKADTKKNLER16311011000.00012135
LSAKADTKKNLERK6311111002136
LSAKDBIKSNLR311011002137
LSAKDGSIKPEQK17231011000.00042138
LSAKDKELTMSNVK801111002139
LSAKDNNFKPNDK18451011000.00012140
LSAKFIKSLFH1876811002141
LSAKFIKSLFHIF18761011002142
LSAKGHLEEKK1716811002143
LSAKGKKYEKTK1837911000.00022144
LSAKIWNSEK24811002145
LSAKIKKGKKY1834811002146
LSAKIKKGKKYEK18341011000.00812147
LSAKLNKEGKLIEH1161111002148
LSAKLQEQQSDLER11771111002149
LSAKSADIQNH1735811002150
LSAKSLYDEHIK1854911000.00052151
LSAKSLYDEHIKK18541011000.00942152
LSAKSLYDEHIKKY18541111002153
LSAKSSEELSEEK18251011000.00012154
LSAKTKDNNFK1843811002155
LSAKIKNNENNK68911000.00282156
LSAKTKNNENNKF681011002157
LSAKTKNNENNKFF681111002158
LSALAEDLYGR1648811002159
LSALAKEKLQEQQR16151111002160
LSALANEKLQEQQR15301111002161
LSALDDLDEGIEK18161011000.00012162
LSALDEFKPIVQY17821011002163
LSALGVSENIF104811002164
LSALGVSENIFLK1041011000.00012165
LSALIFHINGK17811002166
LSALIFHINGKIIK171111002167
LSALLIFHINGK16911000.02602168
LSALSEDMCY1898811002169
LSALSEDITKYF1898911002170
LSALSEDITKYFMK18981111002171
LSALSEEKIKK1830811002172
LSALSEEKIKKGK18301011000.00042173
LSALSEEKIKKGKK18301111002174
LSALSHNSYEK61811002175
LSALSHNSYEKTK611011000.00042176
LSALVNLLIFH13811002177
LSANDDDOKKK129811002178
LSANDDDDKKKY129911002179
LSANDDDDKKKYIK1291111002180
LSANDFQISKY1753811002181
LSANDKQVNKEK1866911000.00022182
LSANDKQVNKEKEK18661111002183
LSANDKSLYDER1852911002184
LSANDKSLYDEHIK18521111002185
LSANFKPNDKSLY18481011002186
LSANFQDEENIGIY17931111002187
LSANGKIIKNSEK221011000.00042188
LSANIFLKENK109811002189
LSANIFLKENKLNK1091111002190
LSANISDVNDF1748811002191
LSANLDDLDEGIEK18151111002192
LSANLERKKEH1637811002193
LSANLGVSENIF103911002194
LSANILVSENIFLK1031111002195
LSANLLIFHINGK151011000.00492196
LSANLRSGSSNSR381011000.00042197
LSANSEKDEIIK28911000.00022198
LSANSRNRINEEK451011000.00042199
LSANSRNRINEEKH451111002200
LSANVEGRRDIH1707911000.00022201
LSANVEGRRDIHK17071011000.00042202
LSANVKNVSQTNF881011002203
LSANVKNVSQTNFK881111002204
LSANVSQTNFK91811002205
LSAPAIELPSENER16591111002206
LSAPIVQYDNF1787811002207
LSAPSENERGY1664811002208
LSAPSENERGYY1664911000.00012209
LSAQDEENIGIY1795911002210
LSAQDEENIGIYK17951011000.00042211
LSAQDNRGNSR1681811002212
LSAQDNRGNSRDSK16811111002213
LSAQDRLAKEK1391811002214
LSAQGQQQSDLEQER11281111002215
LSAQISKYEDEISA7561111002216
LSAQSDLEQDR386811002217
LSAQSDLEQDRLA3861011002218
LSAQSDLEQDRLAK3861111002219
LSAQSDLEQDR590811002220
LSAQSDLEQERLA5901011002221
LSAQSDLEQERLAK5901111002222
LSAQSDLEQERR573911000.00022223
LSAQSDLEQERRA5731011002224
LSAQSDLEQERRAK5731111002225
LSAQSDLERTK182811002226
LSAQSDLERTKA182911002227
LSAQSDLERTKASK1821111002228
LSAQSDSEQER519811002229
LSAQSDSEQERLA5191011002230
LSAQSDSEQERLAK5191111002231
LSAQSSLPQDNR1676911000.00022232
LSAQTNFKSLLR94911000.03202233
LSAQVNKEKEK1869811002234
LSAQVNKEKERF1869911002235
LSAQVNKEKEKFIK18691111002236
LSARDIHKGHLEEK17121111002237
LSARDLEQERLA1608911002238
LSARDLEQERLAK16081011000.00042239
LSARDLEQERR1540811002240
LSARDLEQERRA1540911002241
LSARDLEQERRAK15401011000.00042242
LSARDLEQRKA1625811002243
LSARDLEQRKADTK16251111002244
LSARDSKEISIIEK16881111002245
LSARGNSRDSK1684811002246
LSARINEEKHEK49911000.00332247
LSARINEEKHEKK491011000.00242248
LSARINEEKHEKKH491111002249
LSARSGSSNSR40811002250
LSARSGSSNSRNR401011000.00112251
LSASDLEQDRLA1387911002252
LSASDLEQDRLAK13871011000.00022253
LSASDLEQERLA1591911002254
LSASDLEQERLAK15911011000.00022255
LSASDLEQERR1574811002256
LSASDLMERRA1574911002257
LSASDLEQERRAK15741011000.00022258
LSASDLERTKA1183811002259
LSASDLERTKASK11831011000.00022260
LSASDSEQERLA520911002261
LSASDSEQERLAK5201011000.00022262
LSASDVNDFQISK17501011000.00022263
LSASDVNDFQISKY17501111002264
LSASGSSNSRNR41911000.00022265
LSASIIEKTNR1694811002266
LSASIKPEQKEDK17261011000.00022267
LSASITTNVEGR1703911000.00022268
LSASITTNVEGRR17031011000.00022269
LSASLPQDNRGNSR16781111002270
LSASLYDEHIK1855811002271
LSASLYDEHIKK1855911000.04602272
LSASLYDDIIKKY18551011000.00152273
LSASLYDEHIKKYK18551111002274
LSASSEELSEEK1826911000.00022275
LSASSEELSEEK18261111002276
LSASSLPQDNR1677811002277
LSATTNVEGRR1705811002278
LSATTNVEGRPDIH17051111002279
LSATVNISDVNDF17461011002280
LSAVDELSEDITK18951011000.00022281
LSAVDELSEDTIKY18951111002282
LSAVLAEDLYGR1647911000.00132283
LSAVLSHNSYEK60911000.02802284
LSAVLSHNSYEKTK601111002285
LSAVSENIFLK106811002286
LSAVSENIFLKENK1061111002287
LSAVSQTNFKSLLR921111002288
LSAYDEHIKKY1857811002289
LSAYDEHIKKYK1857911000.00052290
LSAYFILVNLLIF101011002291
LSAYFILVNLLFH101111002292
LSAVGRLEIPA1653811002293
LSAYIKGQDENR137911000.00252294
SSP2AATPYAGEPA525108802295
SSP2ACAGLAYK5128101002296
SSP2ACAGLAYKF5129101002297
SSP2ADSAWENVK2169101000.00022298
SSP2AFNRFLVGCH19710101002299
SSP2AGGLAGGLA5019101002300
SSP2AGGLALLA5058101002301
SSP2AGGLALLACA50510101002302
SSP2ALLACAGLA5099101000.00022303
SSP2ALLACAGLAY50910101000.06302304
SSP2ALLACAGLAYK50911101002305
SSP2ALLQVRKH13689902306
SSP2ASKNKEKA1078101002307
SSP2ATPYAGEPA52698802308
SSP2ATPYAGEPAPF526118802309
SSP2AVCVEVEK2338101002310
SSP2AVCVEVEKTA23310101002311
SSP2CAGLAYKF5138101002312
SSP2CGKGTRSR2578101002313
SSP2CGKGTRSRK2579101000.00022314
SSP2CGKCIRSRKR25710101000.00022315
SSP2CSGSIRRH558101002316
SSP2CSVTCGKGTR25310101000.00022317
SSP2CVEVEKTA2358101002318
SSP2DALLQVRK13589902319
SSP2DALLQVRKH13599900.00042320
SSP2DASKNKEK1068101002321
SSP2DASKNKEKA1069101002322
SSP2DCKSIRR548101002323
SSP2DCSGSIRRH549101002324
SSP2DDQPRPRGDNF301119902325
SSP2DDREENFDIPK38511101002326
SSP2DGKCNLYA2098101002327
SSP2DGKCNLYADSA20911101002328
SSP2DIPKKPENK3929101000.00042329
SSP2DIPKKPENKE39210101000.00022330
SSP2DLDEPEQF5468101002331
SSP2DLDEPEQFR5469101000.00022332
SSP2DLFLVNGR198101002333
SSP2DSAWENVK2178101002334
SSP2DSIQDSLK1668101002335
SSP2DSIQDSLKESR16611101002336
SSP2DSLKESRK17089902337
SSP2DVPKNPEDDR37810101000.00022338
SSP2DVQNNIVDEIK2711101002339
SSP2EDDQPRPR3008101002340
SSP2EDDREENF3848101002341
SSP2EDKDLDEPEQF54311101002342
SSP2EDRETRPH45089902343
SSP2EDRETRPHGR450109902344
SSP2EIIRLHSDA999101002345
SSP2EIIRLHSDASK9911101002346
SSP2ELQEQCEEER276108800.00022347
SSP2ETLGEEDK5388101002348
SSP2EVCNDEVDLY41108800.00022349
SSP2EVPSDVPK3748101002350
SSP2FDETLGEEDK53610101000.00022351
SSP2FDIPKKPENK39110101000.00022352
SSP2FDIPKKPENKH39111101002353
SSP2FDLFLVNGR189101002354
SSP2FFDLFLVNGR1710101002355
SSP2FGIGQGINVA18810101002356
SSP2FGIGQGINVAF18811101002357
SSP2FLIFFDLF148101002358
SSP2FLVGCHPSDGK20111101002359
SSP2FMKAVCVEVEK23011101002360
SSP2FVVPGAATPY520108800.00022361
SSP2FVVPGAATPYA520118802362
SSP2GAATPYAGEPA524118802363
SSP2GCHPSDGK2048101002364
SSP2GDNFAVEK30889902365
SSP2GGIAGGLA5028101002366
SSP2GGIAGGLALLA50211101002367
SSP2GGLALLACA5069101002368
SSP2GIAGGLALLA50310101002369
SSP2GIGQGINVA1899101002370
SSP2GIGQGINVAF18910101002371
SSP2GINVAFNR1938101002372
SSP2GINVAFNRF1939101002373
SSP2GIPDSIQDSLK16311101002374
SSP2GLALLACA5078101002375
SSP2GLALLACAGLA50711101002376
SSP2GLAYKFVVPGA51511101002377
SSP2GSIRRHNWVNH57118802378
SSP2GTRSRKIZEILH26011101002379
SSP2HAVPLAMK678101002380
SSP2HDNQNNLPNDK40111101002381
SSP2HGRNNENR4578101002382
SSP2HGRNNENRSY4571010100000042383
SSP2HLNDRINR1438101002384
SSP2HLNDRINRENA14311101002385
SSP2HSDASKNK1048101002386
SSP2HSDASKNKEK10410to1000.00042387
SSP2HSDASKNKEKA10411101002388
SSP2HVPNSEDR4458101002389
SSP2HVPNSEDRETR445119902390
SSP2IAGGIAGGLA50010101002391
SSP2IAGGLALLA5049101000.00022392
SSP2IAGGLALLACA50411101002393
SSP2IFFDLFLVNGR1611101002394
SSP2IGQGINVA1908101002395
SSP2IGQGINVAF1909101002396
SSP2IGQGINVAFNR19011101002397
SSP2IIRLHSDA1008101002398
SSP2IIRLHSDASK10010101000.02302399
SSP2IVDEIKYR3289902400
SSP2IVFLIFFDLF1210101002401
SSP2KAVCVEVEK2329101000.00042402
SSP2KAVCVEVEKTA23211101002403
SSP2KCNLYADSA2119101002404
SSP2KDLDEPEQF5459101002405
SSP2KDLDEPEQFR54510101002406
SSP2KFVVPGAA5198101002407
SSP2KFVVPGAATPY51911880.2408
SSP2KGIRSRKR2598101002409
SSP2KIAGGIAGGLA49911101002410
SSP2KVLDNERK42188802411
SSP2LACACLAY5118101002412
SSP2LACAGLAYK5119101000.02402413
SSP2LACAGLAYKF51110101002414
SSP2LALLACAGLA50810101002415
SSP2LALLACAGLAY50811101002416
SSP2LAYKFVVPGA51610101002417
SSP2LAYKFVVPGAA51611101002418
SSP2LDEPEQFR5478101002419
SSP2LGNVKYLVIVF411101002420
SSP2LLACAGLA5108101002421
SSP2LLACAGLAY5109101000.01202422
SSP2LLACAGLAYK51010101000.95002423
SSP2LLACAGLAYKF51011101002424
SSP2LLMDCSGSIR5I10101000.00042425
SSP2LLMDCSGSIRR5I11101002426
SSP2LLQVRKHLNDR137119902427
SSP2LLSTNLPY12189902428
SSP2LLSTNLPYGR121108800.00172429
SSP2LMDCSGSIR529101000.00042430
SSP2LMDCSGSIRR5210101000.00152431
SSP2LMDCSGSIRRH5211101002432
SSP2LSTNLPYGR12298800.00042433
SSP2LVGCHPSDGK20210101000.00042434
SSP2LVIVFLIF108101002435
SSP2LVIVFLIFF109101002436
SSP2MDCSGSIR538101002437
SSP2MDCSGS1RR539101002438
SSP2MDCSGSIRRHS310101002439
SSP2NDRINRENA1459101002440
SSP2NFDIPKKPENK39011101002441
SSP2NIPEDSEK3668101002442
SSP2NIVDEIKY318101002443
SSP2NIVDEIKYR3199900.00052444
SSP2NLPNDKSDR4069101000.00052445
SSP2NSEDRETR44889902446
SSP2NSEDRETRPH448109900.00042447
SSP2NVIGPFMK2258101002448
SSP2NVIGPFMKA2259101000.00022449
SSP2NVKNVIGPF2229101002450
SSP2NVKNVIGPFMK22211101002451
SSP2NVKYLVIVF69101002452
SSP2PCSVTCGK2528101002453
SSP2PCSVTCGKGTR25211101002454
SSP2PDSIQDSLK1659101000.00052455
SSP2PFDETLGEEDK53511101002456
SSP2PGAATPYA52388802457
SSP2PSDGKCNLY2079101000.00022458
SSP2PSDGKCNLYA20710101012459
SSP2PSPNPEEGK3289101000.00052460
SSP2QCEEERCPPK280108800.00042461
SSP2QDNNGNRH4388101002462
SSP2QDSLKESR1698101002463
SSP2QDSLKESRK16999900.00052464
SSP2QGINVAFNR1929101000.00092465
SSP2QGINVAFNRF19210101002466
SSP2QSQDNNGNR4369101000.00052467
SSP2QSQDNNGNRH43610101000.00042468
SSP2QVRKHLNDR13999900.00052469
SSP2RGDNFAVEK30799900.00052470
SSP2RGVKIAVF18189902471
SSP2RLHSDASK1028101002472
SSP2RLHSDASKNK10210101000.02402473
SSP2RSRKREILH2629101000.01102474
SSP2SDASKNKEK1059101000.00052475
SSP2SDASKNKEKA10510101002476
SSP2SDGKCNLY2088101002477
SSP2SDGKCNLYA2089101002478
SSP2SDNKYKIA49489902479
SSP2SDVPKNPEDDR37711101002480
SSP2SIQDSLKESR16710101000.00042481
SSP2SIQDSLKESRK167119902482
SSP2SIRRHNWVNH58108800.00112483
SSP2SIRRHNWVNHA58118802484
SSP2SLLSTNLPY12099900.02802485
SSP2SLLSTNLPYGR120118802486
SSP2STNLPYGR12388802487
SSP2SVTCGKGTR2549101000.00052488
SSP2SVTCGKGTRSR25411101002489
SSP2TCGKGTRSR2569101002490
SSP2TCGKGTRSRK25610101000.00042491
SSP2TCGKGTRSRKR25611101002492
SSP2VAFNRFLVGCH19611101002493
SSP2VCNDEVDLY4298802494
SSP2VCVEVEKTA2349101002495
SSP2VFGIGQGINVA18711101002496
SSP2VFLIFFDLF139101002497
SSP2VGCHPSDGK2039101000.00052498
SSP2VIGPFMKA2268101002499
SSP2VIVFLIFF118101002500
SSP2VIVFLIFFDLF1111101002501
SSP2VTCGKGTR2558101002502
SSP2VTCGKGTRSR25510101000.00042503
SSP2VTCGKGTRSRK25511101002504
SSP2VVPGAATPY52198800.00052505
SSP2VVPGAATPYA521108802506
SSP2WSPCSVTCGK25010101000.00042507
SSP2WVNHAVPLA6498800.00022508
SSP2WVNHAVPLAMK64118802509
SSP2YADSAWENVK21510101000.00042510
SSP2YAGEPAPF52988802511
SSP2YLLMDCSGSIR5011101002512
SSP2YLVIVFLIF99101002513
SSP2YLVIVFLIFF910101002514
TABLE XVII
Malaria A11 Motif Peptides With Binding Information
No. ofSequenceConservancy
ProteinSequencePositionAmino AcidsFrequency(%)A*1101Seq. Id.
CSPALFQEYQCY189191000.00212515
CSPANANNAVK336816842516
CSPANPNANPNK3059191002517
CSPCGNGIQVR3778191002518
CSPCGNGIQVRIK37710191000.00022519
CSPDGNNEDNEK969191000.00022520
CSPDGNNEDNEKLR9611191002521
CSPDGNNNNGDNGR771117892522
CSPDIEKKICK4028191002523
CSPDIEKKICKMEK40211191002524
CSPDNAGINLY41818952525
CSPDNEKLRKPK1019191002526
CSPDNEKLRKPKH10110191002527
CSPDNEKLRKPKHK10111191002528
CSPDNGREGKDEDK8411191002529
CSPEALFQEYQCY1710191000.00022530
CSPEDNEKLRK1008191002531
CSPEDNEKLRKPK10010191000.00022532
CSPEDNEKLRKPKH10011191002533
CSPEGKDEDKR888191002534
CSPELEMNYYGK509191000.00032535
CSPENANANNAVK3341016842536
CSPENDIEKKICK40010191002537
CSPENWYSLKK608191002538
CSPENWYSLKKNSR6011191002539
CSPFLFVEALFQEY1311191002540
CSPFVEALFQEY159191000.00032541
CSPGDNGREGK838191002542
CSPGNGIQVRIK3789191002543
CSPGNNEDNEK978191002544
CSPGNNEDNEKLR9710191002545
CSPGNNEDNEKLRK9711191002546
CSPGNNNNGDNGR7810191002547
CSPHIEQYLKK350815792548
CSPHNMPNDPNR3229191002549
CSPINLYNELEMNY451118952550
CSPKLRKPKHK1048191002551
CSPKLRKPKHKK1049191000.00372552
CSPKLRKPKHKKLK10411191002553
CSPKNNNNEEPSDK34311191002554
CSPKNNQGNGQGH31310191002555
CSPLDYENDIEK397918950.00022556
CSPLDYENDIEKK3971018950.00022557
CSPLFQEYQCY198191002558
CSPLFVEALFQEY1410191002559
CSPLNYDNAGINLY381118952560
CSPMNYYGKQENWY5311191002561
CSPNANANNAVK335916840.00022562
CSPNANPNANPNK30410191000.00212563
CSPNDIEKKIK4019191000.00022564
CSPNGDNGREGK829191000.00022565
CSPNGIQVRIK3798191002566
CSPNGREGKDEDK8510191000.00022567
CSPNGREGKDEDKR8511191002568
CSPNLYNELEMNY4610191000.00022569
CSPNLYNELEMNYY4611191002570
CSPNMPNDPNR3238191002571
CSPNNEDNEKLR989191002572
CSPNNEDNEKLRK9810191002573
CSPNNEEPSDK3468191002574
CSPNNEEPSDKH3469191002575
CSPNNGDNGREGK8110191002576
CSPNNNEEPSDK3459191002577
CSPNNNEEPSDKH34510191002578
CSPNNNGDNGR808191002579
CSPNNNGDNGREGK8011191002580
CSPNNNNEEPSDK34410191002581
CSPNNNNEEPSDKH34411191002582
CSPNNNNGDNGR799191002583
CSPNNQGNGQGH3149191002584
CSPNTRVLNELNY3110191000.00022585
CSPPNANPNANPNK30311191002586
CSPPSDKHIEQY346915792587
CSPPSDKHIEQYLK3461115792588
CSPQCYGSSSNTR2410191002589
CSPQGHNMPNDPNR32011191002590
CSPRDGNNEDNEK9510191000.00022591
CSPRVLNELNY338191002592
CSPSDKHIEQY347815792593
CSPSDKHIEQYLK3471015792594
CSPSDKHIEQYLKK3471115792595
CSPSNTRVLNELNY3011191002596
CSPSVTCGNGIQVR37411191002597
CSPTCGNGIQVR3769191002598
CSPTCGNGIQVRIK37611191002599
CSPVTCGNGIQVR37510191000.03402600
CSPYDNAGINLY40918952601
CSPYGKQENWY568191002602
CSPYGKQENWYSLK5611191002603
CSPYGSSSNTR268191002604
CSPYNELEMNY488191002605
CSPYNELEMNYY489191002606
CSPYNELEMNYYGK4811191002607
CSPYSLKKNSR638191002608
EXPALFFIIFNK10911001.20002609
EXPDDNNLVSGPEH1521111002610
EXPDLISDMIK52811002611
EXPDLISDMIKK52911000.00032612
EXPDNNLVSGPEH1531011002613
EXPDVHDLISDMIK491111002614
EXPELVEVNKR63811002615
EXPELVEVNKRK63911000.00022616
EXPELVEVNKRKSK631111002617
EXPESLAEKTNK19911000.00022618
EXPEVNKRKSK66811002619
EXPEVNKRKSKY66911000.00022620
EXPEVNKRKSKYK661011000.00022621
EXPFLALFFIIFNK81111002622
EXPFNKESLAEK16911002623
EXPGGVGLVLY94811002624
EXPGLVLYNTEK97911000.00552625
EXPGLVLYNTEKGR971111002626
EXPGSGEPLIDVH421011000.00022627
EXPGSGVSSKK30811002628
EXPGSGVSSKKK30911000.00652629
EXPGSGVSSKKKNK301111002630
EXPGTGSGVSSK28911000.01802631
EXPGTGSGVSSKK281011000.03402632
EXPGTGSGVSSKKK281111002633
EXPGVGLVLYNTEK951111002634
EXPGVSSKKKNK32911000.00022635
EXPGVSSKKKNKK321011000.00022636
EXPHDLISDMIK51911000.00022637
EXPHDLISDMIKK511011000.00022638
EXPIFNKESLAEK151011000.00032639
EXPIIFNKESLAEK141111002640
EXPKGSGEPLIDVH411111002641
EXPKGTGSGVSSK271011000.00092642
EXPKGTGSGVSSKK271111002643
EXPLALFFIIFNK91011000.05302644
EXPLFFIIFNK11811002645
EXPLGGVGLVLY93911000.00022646
EXPLISDMIKK53811002647
EXPLLGGVGLVLY921011000.00032648
EXPLVEVNKRK64811002649
EXPLVEVNKRKSK641011000.00022650
EXPLVEVNKRKSKY641111002651
EXPLVLYNTEK98811002652
EXPLVLYNTEKGR981011000.00022653
EXPLVLYNTEKGRH981111002654
EXPNLVSGPEH155811002655
EXPNNLVSGPEH154911002656
EXPNTEKGRHPFK1021011000.00802657
EXPSGEPLIDVH43911000.00022658
EXPSGVSSKKK31811002659
EXPSGVSSKKKNK311011000.00022660
EXPSGVSSKKKNKK311111002661
EXPSLAEKTNK20811002662
EXPSSKKKNKK34811002663
EXPTGSGVSSK29811002664
EXPTGSGVSSKK29911000.00162665
EXPTGSGVSSKKK291011000.00022666
EXPVGLVLYNTEK961011000.00522667
EXPVLLGGVGLVLY911111002668
EXPVLYNTEKGR99911000.00072669
EXPVLYNTEKGRH991011000.00022670
EXPVNKRKSKY67811002671
EXPVNKRKSKYK67911002672
EXPVSSKKKNK33811002673
EXPVSSKKKNKK33911000.00022674
EXPYNTEKGRH101811002675
EXPYNTEKGRHPFK1011111002676
LSAADTKKNLER 1632911002677
LSAADTKKNLERK16321011000.00032678
LSAADTKKNLERKK16321111002679
LSAAIELPSENER16601011000.00022680
LSAANEKLQEQQR15311011002681
LSADDDDKKKY130811002682
LSADDDDKKKYIK1301011000.00022683
LSADDDKKKYIK131911000.00022684
LSADDEDLDEFK1778911000.00022685
LSADDKKKYIK132811002686
LSADDLDEGIEK1817911000.00022687
LSADGSIKPEQK1724911000.00022688
LSADIHKGHLEEK17131011000.00022689
LSADIHKGHLEEKK17131111002690
LSADITKYFMK1901811002691
LSADLDEFKPIVQY17811111002692
LSADLDEGIEK1818811002693
LSADLEEKAAK148811002694
LSADLEQDRLAK1388911000.00022695
LSADLEQDRLAKEK13881111002696
LSADLEQERLAK1609911000.00022697
LSADLEQERLAKEK16091111002698
LSADLEQERLANEK15241111002699
LSADLEQERRAK1575911000.00022700
LSADLEQERRAKEK15751111002701
LSADLEQRKADTK16261011000.00022702
LSADLEQRKADTKK16261111002703
LSADLERTKASK1184911000.00022704
LSADNNFKPNDK1846911002705
LSADNRGNSRDSK16821011002706
LSADSEQERLAK521911000.00022707
LSADSEQERLAKEK5211111002708
LSADSKEISIIEK16891011000.00022709
LSADTKKNLER1633811002710
LSADTKKNLERK1633911000.00022711
LSADTKKNLERKK16331011000.00022712
LSADVLAEDLY1646811002713
LSADVLAEDLYGR16461011000.00022714
LSADVNDFQISK1751911000.00182715
LSADVNDFQISKY17511011000.00022716
LSAEDDEDLDEFK17771011000.00022717
LSAEDEISAEY1761811002718
LSAEDITKYFMK1900911000.00032719
LSAEDKSADIQNH17331011002720
LSAEDLEEKAAK147911000.00022721
LSAEFKPIVQY1784811002722
LSAEGRRDIHK1709811002723
LSAEGRRDIHKGH17091011000.00022724
LSAEIIKSNLR33811002725
LSAEISIIEKTNR16921011000.00022726
LSAELEDLIEK1805811002727
LSAELPSENER1662811002728
LSAELPSENERGY16621011000.00022729
LSAELPSENERGYY16621111002730
LSAELSEDITK1897811002731
LSAELSEDITKY1897911000.00022732
LSAELSEEKIK1829811002733
LSAELSEEKIKK1829911000.00022734
LSAELSEEKIKKGK18291111002735
LSAELTMSNVK83811002736
LSAENERGYYIPH16661011002737
LSAENIFLKENK108911002738
LSAENKLNKEGK114911002739
LSAENNKFFDK73811002740
LSAENNKFFDKDK731011002741
LSAENRQEDLEEK1431011002742
LSAESITTNVEGR17021011000.00022743
LSAESITTNVEGRR17021111002744
LSAFILVNLLIFH111011000.00602745
LSAFLKENKLNK111911000.00052746
LSAGDVLAEDLY1645911002747
LSAGDVLAEDLYGR16451111002748
LSAGSIKPEQK1725811002749
LSAGSIKPEQKEDK17251111002750
LSAGSSNSRNR42811002751
LSAGVSENIFLK105911000.66002752
LSAHGDVLAEDLY16441011000.00022753
LSAHIINDDDDK126911000.00022754
LSAHIINDDDDKK1261011000.00022755
LSAHIINDDDDKKK1261111002756
LSAHIKKYKNDK1860911000.00022757
LSAHILYISFY3811002758
LSAHINGKIIK20811002759
LSAHLEEKKDGSIK17181111002760
LSAHNSYEKTK63811002761
LSAHVLSHNSY59811002762
LSAHVLSHNSYEK591011000.01402763
LSAIFHINGKIIK181011000.00062764
LSAIFLKENKLNK1101011000.00022765
LSAIINDDDDK127811002766
LSAIINDDDDKK127911000.00022767
LSAIINDDDDKKK1271011000.00022768
LSAIINDDDDKKKY1271111002769
LSAILVNLLIFH12911000.00082770
LSAINDDDDKK128811002771
LSAINDDDDKKK128911002772
LSAINDDDDKKKY1281011002773
LSAINEEKHEK50811002774
LSAINEEKHEKK50911002775
LSAINEEKHEKKH501011002776
LSAINGKIIKNSEK211111002777
LSAISDVNDFQISK17491111002778
LSAISIIEKTNR1693911000.00082779
LSAITTNVEGR1704811002780
LSAITTNVEGRR1704911000.00072781
LSAIVDELSEDITK18941111002782
LSAKADTKKNLER16311011000.00022783
LSAKADTKKNLERK16311111002784
LSAKDEIIKSNLR311011002785
LSAKDGSIKPEQK17231011000.00022786
LSAKDKELTMSNVK801111002787
LSAKDNNFKPNDK18451011000.00022788
LSAKFIKSLFH1876811002789
LSAKGHLEEKK1716811002790
LSAKGKKYEKTK1837911000.00022791
LSAKIIKNSEK24811002792
LSAKIKKGKKY1834811002793
LSAKIKKGKKYEK18341011000.00072794
LSAKLNKEGKLIEH1161111002795
LSAKLQEQQSDLER11771111002796
LSAKNDKQVNK1865811002797
LSAKNDKQVNKEK18651011002798
LSAKNLERKKEH1636911002799
LSAKNNENNKFFDK701111002800
LSAKNSEKDEIIK271011002801
LSAKNVSQTNFK90911002802
LSAKSADIQNH1735811002803
LSAKSLYDEHIK1854911000.03402804
LSAKSLYDEHIKK18541011000.04902805
LSAKSLYDEHIKKY18541111002806
LSAKSSEELSEEK18251011000.00092807
LSAKTKDNNFK1843811002808
LSAKTKNNENNK68911000.00382809
LSALAEDLYGR1648811002810
LSALAKEKLQEQQR16151111002811
LSALANEKLQEQQR15301111002812
LSALDDLDEGIEK18161011000.00022813
LSALDEFKPIVQY17821011002814
LSALGVSENIFLK1041011000.00632815
LSALIFHINGK17811002816
LSALIFHINGKIIK171111002817
LSALLIFHINGK16911000.01002818
LSALNKEGKLIEH1171011002819
LSALSEDITKY1898811002820
LSALSEDITKYFMK18981111002821
LSALSEEKIKK1830811002822
LSALSEEKIKKGK18301011000.00022823
LSALSEEKIKKGKK18301111002824
LSALSHNSYEK61811002825
LSALSHNSYEKTK611011000.00022826
LSALVNLLIFH13811002827
LSANDDDDKKK129811002828
LSANDDDDKKKY129911002829
LSANDDDDKKKYIK1291111002830
LSANDFQISKY1753811002831
LSANDKQVNKEK1866911000.00022832
LSANDKQVNKEKEK18661111002833
LSANDKSLYDEH1852911002834
LSANDKSLYDEHIK18521111002835
LSANFKPNDKSLY18481011002836
LSANFQDEENIGIY17931111002837
LSANGKIIKNSEK221011000.00022838
LSANIFLKENK109811002839
LSANIFLKENKLNK1091111002840
LSANLDDLDEGIEK18151111002841
LSANLERKKEH1637811002842
LSANLGVSENIFLK1031111002843
LSANLLIFHINGK151011000.00082844
LSANLRSGSSNSR381011000.00022845
LSANNENNKFFDK711011002846
LSANNFKPNDK1847811002847
LSANNFKPNDKSLY18471111002848
LSANNKFFDKDK74911002849
LSANSEKDEIIK28911000.00022850
LSANSRNRINEEK451011000.00022851
LSANSRNRINEEKH451111002852
LSANVEGRRDIH1707911000.00022853
LSANVEGRRDIHK17071011000.00022854
LSANVKNVSQTNFK881111002855
LSANVSQTNFK91811002856
LSAPAIELPSENER16591111002857
LSAPNDKSLYDEH18511011002858
LSAPSENERGY1664811002859
LSAPSENERGYY1664911000.00022860
LSAQDEENIGIY1795911002861
LSAQDEENIGIYK17951011000.00022862
LSAQDNRGNSR1681811002863
LSAQDNRGNSRDSK16811111002864
LSAQDRLAKEK1391811002865
LSAQGQQSDLEQER11281111002866
LSAQSDLEQDR1386811002867
LSAQSDLEQDRLAK13861111002868
LSAQSDLEQER1590811002869
LSAQSDLEQERLAK15901111002870
LSAQSDLEQERR1573911000.00022871
LSAQSDLEQERRAK15731111002872
LSAQSDLERTK1182811002873
LSAQSDLERTKASK11821111002874
LSAQSDSEQER519811002875
LSAQSDSEQERLAK5191111002876
LSAQSSLPQDNR1676911000.00132877
LSAQTNFKSLLR94911000.04402878
LSAQVNKEKEK1869811002879
LSAQVNKEKEKFIK18691111002880
LSARDIHKGHLEEK17121111002881
LSARDLEQERLAK16081011000.00022882
LSARDLEQERR1540811002883
LSARDLEQERRAK15401011000.00022884
LSARDLEQRKADTK16251111002885
LSARDSKEISIIEK16881111002886
LSARGNSRDSK1684811002887
LSARINEEKHEK49911000.03702888
LSARINEEKHEKK491011000.00182889
LSARINEEKHEKKH491111002890
LSARNRINEEK47811002891
LSARNRINEEKH47911002892
LSARNRINEEKHEK471111002893
LSARSGSSNSR40811002894
LSARSGSSNSRNR401011000.00022895
LSASDLEQDRLAK13871011000.00022896
LSASDLEQERLAK15911011000.00022897
LSASDLEQERR1574811002898
LSASDLEQERRAK15741011000.00022899
LSASDLERTKASK11831011000.00022900
LSASDSEQERLAK5201011000.00022901
LSASDVNDFQISK17501011000.00022902
LSASDVNDFQISKY17501111002903
LSASGSSNSRNR41911000.00302904
LSASIIEKTNR1694811002905
LSASIKPEQKEDK17261011000.00022906
LSASITTNVEGR1703911000.00272907
LSASITTNVEGRR17031011000.00022908
LSASLPQDNRGNSR16781111002909
LSASLYDEHIK1855811002910
LSASLYDEHIKK1855911000.41002911
LSASLYDEHIKKY18551011000.00452912
LSASLYDEHIKKYK18551111002913
LSASNLRSGSSNSR371111002914
LSASNSRNRINEEK441111002915
LSASSEELSEEK1826911000.00172916
LSASSEELSEEKIK18261111002917
LSASSLPQDNR1677811002918
LSATNFKSLLR95811002919
LSATNVEGRRDIH17061011002920
LSATNVEGRRDIHK17061111002921
LSATTNVEGRR1705811002922
LSATTNVEGRRDIH17051111002923
LSAVDELSEDITK18951011000.00022924
LSAVDELSEDITKY18951111002925
LSAVLAEDLYGR1647911000.00042926
LSAVLSHNSYEK60911000.02802927
LSAVLSHNSYEKTK601111002928
LSAVNDFQISK1752811002929
LSAVNDFQISKY1752911002930
LSAVNKEKEKFIK18701011002931
LSAVNLLIFHINGK141111002932
LSAVSENIFLK106811002933
LSAVSENIFLKENK1061111002934
LSAVSQTNFKSLLR921111002935
LSAYDEHIKKY1857811002936
LSAYDEHIKKYK1857911000.00022937
LSAYFILVNLLIFH101111002938
LSAYIKGQDENR137911000.00022939
SSP2ACAGLAYK5128101002940
SSP2ADSAWENVK2169101000.00092941
SSP2AFNRFLVGCH19710101002942
SSP2ALLACAGLAY50910101000.01102943
SSP2ALLACAGLAYK50911101002944
SSP2ALLQVRKH13689902945
SSP2AVCVEVEK2338101002946
SSP2CGKGTRSR2578101002947
SSP2CGKGTRSRK2579101000.00022948
SSP2CGKGTRSRKR25710101000.00022949
SSP2CNDEVDLY4388802950
SSP2CSGSIRRH558101002951
SSP2CSVTCGKGTR25310101000.00022952
SSP2DALLQVRK13589902953
SSP2DALLQVRKH13599900.00022954
SSP2DASKNKEK1068101002955
SSP2DCSGSIRR548101002956
SSP2DCSGSIRRH549101002957
SSP2DDREENFDIPK38511101002958
SSP2DIPKKPENK3929101000.00022959
SSP2DIPKKPENKH39210101000.00022960
SSP2DLDEPEQFR5469101000.00022961
SSP2DLFLVNGR198101002962
SSP2DNQNNLPNDK40210101002963
SSP2DSAWENVK2178101002964
SSP2DSIQDSLK1668101002965
SSP2DSIQDSLKESR16611101002966
SSP2DSLKESRK17089902967
SSP2DVPKNPEDDR37810101000.00022968
SSP2DVQNNIVDEIK2711101002969
SSP2EDDQPRPR3008101002970
SSP2EDRETRPH45089902971
SSP2EDRETRPHGR450109902972
SSP2EIIRLHSDASK9911101002973
SSP2ELQEQCEEER276108800.00022974
SSP2ENFDIPKK3898101002975
SSP2ENRSYNRK4628101002976
SSP2ETLGEEDK5388101002977
SSP2EVCNDEVDLY41108800.00022978
SSP2EVPSDVPK3748101002979
SSP2FDETLGEEDK53610101000.00022980
SSP2FDIPKKPENK39110101000.00022981
SSP2FDIPKKPENKH39111101002982
SSP2FDLFLVNGR189101002983
SSP2FFDLFLVNGR1710101002984
SSP2FLVGCHPSDGK20111101002985
SSP2FMKAVCVEVEK23011101002986
SSP2FNRFLVGCH1989101002987
SSP2FVVPGAATPY520108800.00022988
SSP2GCHPSDGK2048101002989
SSP2GDNFAVEK30889902990
SSP2GINVAFNR1938101002991
SSP2GIPDSIQDSLK16311101002992
SSP2GNRHVPNSEDR44211101002993
SSP2GSIRRHNWVNH57118802994
SSP2GTRSRKREILH26011101002995
SSP2HAVPLAMK678101002996
SSP2HDNQNNLPNDK40111101002997
SSP2HGRNNENR4578101002998
SSP2HGRNNENRSY45710101000.00022999
SSP2HLNDRINR1438101003000
SSP2HSDASKNK1048101003001
SSP2HSDASKNKEK10410101000.00023002
SSP2HVPNSEDR4458101003003
SSP2HVPNSEDRETR445119903004
SSP2IFFDLFLVNGR1611101003005
SSP2IGQGINVAFNR19011101003006
SSP2IIRLHSDASK10010101000.00023007
SSP2IVDEIKYR3289903008
SSP2KAVCVEVEK2329101000.00763009
SSP2KDLDEPEQFR54510101003010
SSP2KFVVPGAATPY519118803011
SSP2KGTRSRKR2598101003012
SSP2KNVIGPFMK2249101003013
SSP2KVLDNERK42188803014
SSP2LACAGLAY5118101003015
SSP2LACAGLAYK5119101000.02903016
SSP2LALLACAGLAY50811101003017
SSP2LDEPEQFR5478101003018
SSP2LLACAGLAY5109101000.00053019
SSP2LLACAGLAYK51010101000.08703020
SSP2LLMDCSGSIR5110101000.00053021
SSP2LLMDCSGSIRR5111101003022
SSP2LLQVRKHLNDR137119903023
SSP2LLSTNLPY12189903024
SSP2LLSTNLPYGR121108800.00253025
SSP2LMDCSGSIR529101000.00023026
SSP2LMDCSGSIRR5210101000.00023027
SSP2LMDCSGSIRRH5211101003028
SSP2LSTNLPYGR12298800.01003029
SSP2LVGCHPSDGK20210101000.00023030
SSP2MDCSGSIR538101003031
SSP2MDCSGSIRR539101003032
SSP2MDCSGSIRRH5310101003033
SSP2MNHLGNVK18101003034
SSP2MNHLGNVKY19101003035
SSP2NFDIPKKPENK39011101003036
SSP2NIPEDSEK3668101003037
SSP2NIVDEIKY318101003038
SSP2NIVDEIKYR3199900.00023039
SSP2NLPNDKSDR4069101000.00023040
SSP2NNENRSYNR4609101003041
SSP2NNENRSYNRK46010101003042
SSP2NNIVDEIK308101003043
SSP2NNIVDEIKY309101003044
SSP2NNIVDEIKYR30109903045
SSP2NNLPNDKSDR40510101003046
SSP2NSEDRETR44889903047
SSP2NSEDRETRPH448109900.00023048
SSP2NVIGPFMK2258101003049
SSP2NVKNVIGPFMK22211101003050
SSP2PCSVTCGK2528101003051
SSP2PCSVTCGKGTR25211101003052
SSP2PDSIQDSLK1659101000.00023053
SSP2PFDETLGEEDK53511101003054
SSP2PNIPEDSEK3659101003055
SSP2PNSEDRETR44799903056
SSP2PNSEDRETRPH447119903057
SSP2PSDGKCNLY2079101000.00023058
SSP2PSPNPEEGK3289101000.00023059
SSP2QCEEERCPPK280108800.00023060
SSP2QDNNGNRH4388101003061
SSP2QDSLKESR1698101003062
SSP2QDSLKESRK16999900.00023063
SSP2QGINVAFNR1929101000.07803064
SSP2QNNIVDEIK299101003065
SSP2QNNIVDEIKY2910101003066
SSP2QNNIVDEIKYR29119903067
SSP2QNNLPNDK4048101003068
SSP2QNNLPNDKSDR40411101003069
SSP2QSQDNNGNR4369101000.00023070
SSP2QSQDNNGNRH43610101000.00023071
SSP2QVRKHLNDR13999900.00023072
SSP2RGDNFAVEK30799900.02403073
SSP2RLHSDASK1028101003074
SSP2RLHSDASKNK10210101000.00023075
SSP2RNNENRSY4598101003076
SSP2RNNENRSYNR45910101003077
SSP2RNNENRSYNRK45911101003078
SSP2RSRKREILH2629101000.00023079
SSP2SDASKNKEK1059101000.00023080
SSP2SDGKCNLY2088101003081
SSP2SDVPKNPEDDR37711101003082
SSP2SIQDSLKESR16710101000.00093083
SSP2SIQDSLKESRK167119903084
SSP2SIRRHNWVNH58108800.00023085
SSP2SLLSTNLPY12099900.00463086
SSP2SLLSTNLPYGR120118803087
SSP2STNLPYGR12388803088
SSP2SVTCGKGTR2549101000.00093089
SSP2SVTCGKGTRSR25411101003090
SSP2TCGKGTRSR2569101003091
SSP2TCGKGTRSRK25610101000.00023092
SSP2TCGKGTRSRKR25611101003093
SSP2VAFNRFLVGCH19611101003094
SSP2VCNDEVDLY4298803095
SSP2VGCHPSDGK2039101000.00033096
SSP2VNHAVPLAMK65108803097
SSP2VTCGKGTR2558101003098
SSP2VTCGKGTRSR25510101000.00173099
SSP2VTCGKGTRSRK25511101003100
SSP2VVPGAATPY52198800.00023101
SSP2WSPCSVTCGK25010101000.00023102
SSP2WVNHAVPLAMK64118803103
SSP2YADSAWENVK21510101000.00023104
SSP2YLLMDCSGSIR5011101003105
TABLE XVIII
Malaria A24 Motif Peptides With Binding Information
No. ofSequenceConservancy
ProteinSequencePositionAmino AcidsFrequency(%)A*02401Seq. Id
CSPCYGSSSNTRVL2511191003106
CSPDYENDIEKKI3981018953107
CSPEMNYYGKQENW5211191003108
CSPIMVLSFLF4278191003109
CSPIMVLSFLFL4279191000.00083110
CSPKMEKCSSVF4099191003111
CSPMMRKLAIL18191003112
CSPNYDNAGINL39918950.00043113
CSPNYYGKQENW549191003114
CSPSFLFVEAL128191003115
CSPSFLFVEALF129191003116
CSPVFNVVNSSI4169191003117
CSPVFNVVNSSIGL41611191003118
CSPWYSLKKNSRSL6211191003119
CSPYYGKQENW558191003120
CSPYYGKQENWYSL5511191003121
EXPDMIKKEEEL56911003122
EXPFFIIFNKESL121011003123
EXPFFLALFFI7811003124
EXPFFLALFFII7911003125
EXPFFLALFFIIF71011003126
EXPKYKLATSVL73911000.09603127
EXPLFFIIFNKESL111111003128
EXPLYNTEKGRHPF1001111003129
EXPVFFLALFF6811003130
EXPVFFLALFFI6911003131
EXPVFFLALFFII61011003132
EXPVFFLALFFIIF61111003133
LSADFQISKYEDEI17541111003134
LSAEFKPIVQYDNF17841111003135
LSAFFDKDKEL77811003136
LSAFYFILVNL9811003137
LSAFYFILVNLL9911007.50003138
LSAFYFILVNLLI91011003139
LSAFYFILVNLLIF91111003140
LSAGYYIPHQSSL16701011000.00743141
LSAIFDGDNEI1884811003142
LSAIFDGDNEIL1884911003143
LSAIFDGDNEILQI18841111003144
LSAIFHINGKI18811003145
LSAIFHINGKII18911003146
LSAIFLKENKL110811003147
LSAIYKELEDL1802811003148
LSAIYKELEDLI1802911003149
LSAKFFDKDKEL76911003150
LSAKFIKSLFHI1876911003151
LSAKFIKSLFHIF18761011003152
LSAKYEKTKDNNF18401011000.00043153
LSALFHIFDGDNEI18811111003154
LSALYGRLEIPAI16521011003155
LSALYISFYFI5811003156
LSALYISFYFIL5911000.00883157
LSANFKPNDKSL1848911003158
LSANFKSLLRNL96911003159
LSANFQDEENI1793811003160
LSANFQDEENIGI17931011003161
LSAQYDNFQDEENI17901111003162
LSASFYFILVNL8911003163
LSASFYFILVNLL81011003164
LSASFYFILVNLLI81111003165
LSAYFILVNLL10811003166
LSAYFILVNLLI10911003167
LSAYFILVNLLIF101011003168
LSAYYIPHQSSL1671911004.30003169
SSP2AMKLIQQL728101003170
SSP2AMKLIQQLNL7210101000.00063171
SSP2AWENVKNVI2199101003172
SSP2KYKIAGGI49789903173
SSP2KYLVIVFL88101003174
SSP2KYLVIVFLI89101004.60003175
SSP2KYLVIVFLIF810101000.00033176
SSP2KYLVIVFLIFF811101003177
SSP2LMDCSGSI528101003178
SSP2LYLLMDCSGSI49119903179
SSP2NWVNHAVPL6398803180
SSP2PYAGEPAPF52898800.03703181
SSP2QFRLPEENEW55210101003182
SSP2VFGIGQGI1878101003183
SSP2VFLIFFDL138101003184
SSP2VFLIFFDLF139101003185
SSP2VFLIFFDLFL1310101003186
TABLE XIXa
Malaria DR Super Motif Peptide
CoreCoreExemplaryPosition InExemplaryExemplary
SeqIDCoreConser-ExemplarySeqIDPF Poly-SequenceSequence
ProteinCore SequenceNumFrequencyvancy (%)SequenceNumProteinFrequencyConservancy (%)
CSPFLFVEALFQ318719100VSSFLFVEALFQEYQ32911019100
CSPFNVVNSSIG318819100SSVFNVVNSSIGLIM329244019100
CSPFQEYQCYGS318919100EALFQEYQCYGSSSN32931719100
CSPIEKKICKME319019100ENDIEKKICKMEKCS329442619100
CSPIGLIMVLSF319119100NSSIGLIMVLSFLFL329544719100
CSPILSVSSFLF319219100KLAILSVSSFLFVEA3296419100
CSPLAILSVSSF319319100MRKLAILSVSSFLFV3297219100
CSPMEKCSSVFN319419100ICKMEKCSSVFNVVN329843319100
CSPVVNSSIGLI319519100VFNVVNSSIGLIMVL329944219100
CSPYQCYGSSSN319619100FQEYQCYGSSSNTRV33002019100
CSPYNELEMNYY319719100INLYNELEMNYYGKQ3301451895
CSPYDNAGINLY31981895ELNYDNAGINLYNEL3302371895
CSPIQNSLSTEW31991579LKKIQNSLSTEWSPC33033851579
CSPWSPCSVTCG320010100STEWSPCSVTCGNGI330439319100
LSAFILVNLLIF32011100SFYFILVNLLIFHIN330581100
LSAFYFILVNLL32021100YISFYFILVNLLIFH330661100
LSAIHKGHLEEK32031100RRDIHKGHLEEKKDG330717111100
LSAIIKSNLRSG32041100KDEIIKSNLRSGSSN3308311100
LSAILVNLLIFH32051100FYFILVNLLIFHING330991100
LSAINGKIIKNS32061100IFHINGKIIKNSEKD3310181100
LSAIPAIELPSE32071100RLEIPAIELPSENER331116551100
LSAIPHQSSLPQ32081100GYYIPHQSSLPQDNR331216701100
LSAIQNHTLETV32091100SADIQNHTLETVNIS331317361100
LSAISFYFILVN32101100ILYISFYFILVNLLI331441100
LSALDEFKPIVQ32111100DEDLDEFKPIVQYDN331517791100
LSALEEKAAKET32121100QEDLEEKAAKETLQG33161461100
LSALEIPAIELP32131100YGRLEIPAIELPSEN331716531100
LSALEQRKADTK32141100QRDLEQRKADTKKNL331816241100
LSALERTKASKE32151100QSDLERTKASKETLQ331911821100
LSALETVNISDV32161100NHTLETVNISDVNDF332017411100
LSALIEHIINDD32171100EGKLIEHIINDDDDK33211201100
LSALKENKLNKE32181100NIFLKENKLNKEGKL33221091100
LSALLIFHINGK32191100LVNLLIFHINGKIIK3323131100
LSALQEQQSDLE32201100KETLQEQQSDLEQER332411921100
LSALQEQQSDSE32211100KEKLQEQQSDSEQER33255121100
LSALQGQQSDLE32221100KETLQEQQSDLEQER33261551100
LSALRNLGVSEN32231100KSLLRNLGVSENIFL3327981100
LSALRSGSSNSR32241100KSNLRSGSSNSRNRI3328361100
LSALTMSNVKNV32251100DKELTMSNVKNVSQT3329811100
LSALVNLLIFHI32261100YFILVNLLIFHINGK3330101100
LSAVLSHNSYEK32271100KKHVLSHNSYEKTKN3331571100
LSAVNDFQISKY32281100ISDVNDFQISKYEDE333217491100
LSAVNISDVNDF32291100LETVNISDVNDFQIS333317441100
LSAYDDSLIDEE32301100SAEYDDSLIDEEEDD333417651100
LSAYGRLEIPAI32311100EDLYGRLEIPAIELP333516501100
LSAYIPHQSSLP32321100RGYYIPHQSSLPQDN333616691100
EXPFKIGSSDPA32331100RHPFKIGSSDPADNA33371071100
EXPIDVHDLISD32341100EPLIDVHDLISDMIK3338451100
EXPIFNKESLAE32351100FFIIFNKESLAEKTN3339121100
EXPIGSSDPADN32361100PFKIGSSDPADNANP33401091100
EXPLALFFIIFN32371100VFFLALFFIIFNKES334161100
EXPLATSVLAGL32381100KYKLATSVLAGLLGN3342731100
EXPLGGVGLVLY32391100TVLLGGVGLVLYNTE3343901100
EXPLGNVSTVLL32401100AGLLGNVSTVLLGGV3344821100
EXPLLGNVSTVL32411100LAGLLGNVSTVLLGG3345811100
EXPLSVFFLALF32421100MKILSVFFLALFFII334611100
EXPLVLYNTEKG32431100GVGLVLYNTEKGRHP3347951100
EXPVFFLALFFI32441100ILSVFFLALFFIIFN334831100
EXPVHDLISDMI32451100LIDVHDLISDMIKKE3349471100
EXPVLAGLLGNV32461100ATSVLAGLLGNVSTV3350771100
EXPVLLGGVGLV32471100VSTVLLGGVGLVLYN3351881100
EXPVNKRKSKYK32481100LVEVNKRKSKYKLAT3352641100
EXPVSTVLLGGV32491100LGNVSTVLLGGVGLV3353851100
EXPVTAQDVTPE32501100DPQVTAQDVTPEQPQ35741361100
EXPYKLATSVLA32511100KSKYKLATSVLAGLL3354711100
SSP2FDLFLVNGR325210100LIFFDLFLVNGRDVQ33551510100
SSP2FFDLFLVNG325310100FLIFFDLFLVNGRDV33561410100
SSP2FMKAVCVEV325410100IGPFMKAVCVEVEKT335722710100
SSP2FNRFLVGCH325510100NVAFNRFLVGCHPSD335819510100
SSP2IAGGLALLA325610100AGGIAGGLALLACAG335951310100
SSP2IAVFGIGQG325710100GVKIAVFGIGQGINV336018210100
SSP2LACAGLAYK325810100LALLACAGLAYKFVV336152010100
SSP2LALLACAGL325910100AGGLALLACAGLAYK336251710100
SSP2LAMKLIQQL326010100AVPLAMKLIQQLNLN33636810100
SSP2LAYKFVVPG326110100CAGLAYKFVVPGAAT336452510100
SSP2LIFFDLFLV326210100IVFLIFFDLFLVNGR33651210100
SSP2LTDGIPDSI326310100VVILTDGIPDSIQDS336615710100
SSP2LVGCHPSDG326410100NRFLVGCHPSDGKCN336719910100
SSP2LVIVFLIFF326510100VKYLVIVFLIFFDLF3368710100
SSP2LVVILTDGI326610100ANQLVVILTDGIPDS336915310100
SSP2MDCSGSIRR326710100YLLMDCSGSIRRHNW33705010100
SSP2MKAVCVEVE326810100GPFMKAVCVEVEKTA337122810100
SSP2VEKTASCGV326910100CVEVEKTASCGVWDE337223510100
SSP2VGCHPSDGK327010100RFLVGCHPSDGKCNL337320010100
SSP2VIGPFMKAV327110100VKNVIGPFMKAVCVE337422310100
SSP2VIVFLIFFD327210100KYLVIVFLIFFDLFL3375810100
SSP2VKYLVTVFL327310100LGNVKYLVTVFLIFF3376410100
SSP2VNGRDVQNN327410100LFLVNGRDVQNNIVD33772010100
SSP2WDEWSPCSV327510100CGVWDEWSPCSVTCG337824410100
SSP2IAGGIAGGL327610100KYKIAGGIAGGLALL3379509990
SSP2VQNNIVDEI327710100GRDVQNNIVDEIKYR338025990
SSP2YLLMDCSGS327810100VDLYLLMDCSGSIRR338147990
SSP2FVVPGAATP327910100AYKFVVPGAATPYAG3382529880
SSP2YKFVVPGAA328010100GLAYKFVVPGAATPY3383527880
SSP2IIRLHSDAS328110100AKEIIRLHSDASKNK338497660
SSP2IIDNNPQEP328210100EENIIDNNPQEPSPN3385317440
SSP2VDLYLLMDC3283990NDEVDLYLLMDCSGS338644880
SSP2LLSTNLPYG3284990IKSLLSTNLPYGRTN3387118550
SSP2LHEGCTSEL3285880REILHEGCTSELQEQ3388266880
SSP2VNHAVPLAM3286880HNWVNHAVPLAMKLI338962880
SSP2VPGAATPYA3287880KFVVPGAATPYAGEP3390531880
SSP2VVPGAATPY3288880YKFVVPGAATPYAGE3391530880
SSP2WVNHAVPLA3289880RHNWVNHAVPLAMKL339261880
SSP2LSTNLPYGR3290880KSLLSTNLPYGRTNL3393119550
TABLE XIXb
Malaria DR Super Motif Peptide With Binding Data
CoreExemplary
SeqIDExemplarySeqID
Core SequenceNumSequenceNumDR 1DR2w2β1DR2w2β2DR3DR4w4DR4w15DR5w11
FLFVEALFQ3187VSSFLFVEALFQEYQ3291
FNVVNSSIG3188SSVFNVVNSSIGLIM32920.12000.02900.0080 −0.00430.10000.02300.0170
FQEYQCYGS3189EALFQEYQCYGSSSN32930.0001−0.00050.0053−0.0009−0.0002
IEKKICKME3190ENDIEKKICKMEKCS3294
IGLIMVLSF3191NSSIGLIMVLSFLFL32950.0040 0.02500.0024−0.00430.01200.0035−0.0005
ILSVSSFLF3192KLAILSVSSFLFVEA3296
LAILSVSSF3193MRKLAILSVSSFLFV32970.1000 0.50000.0130−0.00430.00780.02700.0370
MEKCSSVFN3194ICKMEKCSSVFNVVN3298
VVNSSIGLI3195VFNVVNSSIGLIMVL32990.03100.00210.0006 0.00210.00790.00560.0002
YQCYGSSSN3196FQEYQCYGSSSNTRV3300
YNELEMNYY3197INLYNELEMNYYGKQ3301
YDNAGINLY3198ELNYDNAGINLYNEL33020.0003−0.00050.0091−0.0009−0.0009−0.0002
IQNSLSTEW3199LKKIQNSLSTEWSPC3303
WSPCSVTCG3200STEWSPCSVTCGNGI3304
FILVNLLIF3201SFYFILVNLLIFHIN33050.00090.0100−0.0020 −0.00430.02500.0038−0.0005
FYFILVNLL3202YISFYFILVNLLIFH33060.00290.00400.0044 −0.00080.0210−0.00090.0011
IHKGHLEEK3203RRDIHKGHLEEKKDG3307
IIKSNLRSG3204KDEIIKSNLRSGSSN3308
ILVNLLIFH3205FYFILVNLLIFHING3309
INGKIIKNS3206IFHINGKIIKNSEKD33100.03200.02200.0660 0.0120−0.00070.00380.0380
IPAIELPSE3207RLEIPAIELPSENER3311
IPHQSSLPQ3208GYYIPHQSSLPQDNR3312
IQNHTLETV3209SADIQNHTLETVNIS33130.0001−0.0005 −0.0041−0.0007−0.0014−0.0002
ISFYFILVN3210ILYISFYFILVNLLI3314
LDEFKPIVQ3211DEDLDEFKPIVQYDN3315
LEEKAAKET3212QEDLEEKAAKETLQG33160.0001−0.0005−0.0009−0.0009−0.0002
LEIPAIELP3213YGRLEIPAIELPSEN3317
LEQRKADTK3214QRDLEQRKADTKKNL3318
LERTKASKE3215QSDLERTKASKETLQ3319
LETVNISDV3216NHTLETVNISDVNDF33200.0001−0.0005−0.00070.0016−0.0002
LIEHIINDD3217EGKLIEHIINDDDDK3321
LKENKLNKE3218NIFLKENKLNKEGKL3322
LLIFHINGK3219LVNLLIFHINGKIIK33230.0640 0.71000.0070−0.00430.0110−0.00300.2700
LQEQQSDLE3220KETLQEQQSDLEQER3324
LQEQQSDSE3221KEKLQEQQSDSEQER3325
LQGQQSDLE3222KETLQEQQSDLEQER3326
LRNLGVSEN3223KSLLRNLGVSENIFL33270.01500.00880.00060.02100.08100.0033
LRSGSSNSR3224KSNLRSGSSNSRNRI3328
LTMSNVKNV3225DKELTMSNVKNVSQT33290.00180.00030.0009 0.00580.00230.00740.0030
LVNLLIFHI3226YFILVNLLIFHINGK33300.00180.00040.0120 −0.00080.01600.00270.0015
VLSHNSYEK3227KKHVLSHNSYEKTKN3331
VNDFQISKY3228ISDVNDFQISKYEDE33320.0001−0.0005−0.0007−0.0014−0.0002
VNISDVNDF3229LETVNISDVNDFQIS3333
YDDSLIDEE3230SAEYDDSLIDEEEDD3334
YGRLEIPAI3231EDLYGRLEIPAIELP33350.0004−0.0005−0.0007−0.0170−0.0002
YIPHQSSLP3232RGYYIPHQSSLPQDN33360.29000.00040.00294.10000.28000.0064
FKIGSSDPA3233RHPFKIGSSDPADNA33370.0044 −0.0004−0.0005 −0.00080.47000.00290.0056
IDVHDLISD3234EPLIDVHDLISDMIK3338
IFNKESLAE3235FFIIFNKESLAEKTN3339
IGSSDPADN3236PFKIGSSDPADNANP3340
LALFFIIFN3237VFFLALFFIIFNKES33410.0006 0.0180−0.0021−0.00430.00470.0100−0.0005
LATSVLAGL3238KYKLATSVLAGLLGN33421.20000.00180.0700 0.00103.20000.12000.0210
LGGVGLVLY3239TVLLGGVGLVLYNTE33430.4900−0.00050.0032−0.0009−0.0002
LGNVSTVLL3240AGLLGNVSTVLLGGV33440.04300.02400.0013 0.00690.00650.03600.0005
LLGNVSTVL3241LAGLLGNVSTVLLGG33450.04200.01100.0006 0.00780.01600.02300.0004
LSVFFLALF3242MKILSVFFLALFFII33460.00170.0170−0.0021−0.00430.0370−0.0047−0.0010
LVLYNTEKG3243GVGLVLYNTEKGRHP3347
VFFLALFFI3244ILSVFFLALFFIIFN33480.00160.00360.0091−0.00080.0130−0.00090.0012
VHDLISDMI3245LIDVHDLISDMIKKE33490.01300.00610.01000.03100.00760.0037
VLAGLLGNV3246ATSVLAGLLGNVSTV33500.2600−0.00050.0021−0.00140.0008
VLLGGVGLV3247VSTVLLGGVGLVLYN33510.88000.00800.0005−0.00080.0067−0.00090.0003
VNKRKSKYK3248LVEVNKRKSKYKLAT3352
VSTVLLGGV3249LGNVSTVLLGGVGLV33530.01400.0001−0.0005−0.00080.0016−0.0014−0.0002
VTAQDVTPE3250DPQVTAQDVTPEQPQ3574
YKLATSVLA3251KSKYKLATSVLAGLL33541.40000.00730.8500−0.00086.30000.81000.6700
FDLFLVNGR3252LIFFDLFLVNGRDVQ33550.00420.0036
FFDLFLVNG3253FLIFFDLFLVNGRDV3356
FMKAVCVEV3254IGPFMKAVCVEVEKT33570.00720.00030.0430 −0.0008−0.00060.0086−0.0004
FNRFLVGCH3255NVAFNRFLVGCHPSD3358
IAGGLALLA3256AGGIAGGLALLACAG33590.01600.00130.0014−0.0014−0.0002
IAVFGIGQG3257GVKIAVFGIGQGINV3360
LACAGLAYK3258LALLACAGLAYKFVV3361
LALLACAGL3259AGGLALLACAGLAYK33620.00180.0013−0.0007−0.0014−0.0002
LAMKLIQQL3260AVPLAMKLIQQLNLN33630.0015−0.00060.00230.00130.0002
LAYKFVVPG3261CAGLAYKFVVPGAAT33640.0048
LIFFDLFLV3262IVFLIFFDLFLVNGR33650.00060.0019−0.00080.0130−0.00090.0019
LTDGIPDSI3263VVILTDGIPDSIQDS33660.0001−0.00060.1200−0.0014−0.0004
LVGCHPSDG3264NRFLVGCHPSDGKCN3367
LVIVFLIFF3265VKYLVIVFLIFFDLF33680.00010.0030
LVVILTDGI3266ANQLVVILTDGIPDS33690.00380.0008−0.00050.00190.04600.0062−0.0002
MDCSGSIRR3267YLLMDCSGSIRRHNW3370
MKAVCVEVE3268GPFMKAVCVEVEKTA3371
VEKTASCGV3269CVEVEKTASCGVWDE33720.0004−0.00050.0021−0.0009−0.0002
VGCHPSDGK3270RFLVGCHPSDGKCNL3373
VIGPFMKAV3271VKNVIGPFMKAVCVE33740.09000.04300.0800−0.0026−0.0020−0.00300.3420
VIVFLIFFD3272KYLVIVFLIFFDLFL33750.00120.0057−0.0020 −0.00430.0680−0.0030−0.0009
VKYLVTVFL3273LGNVKYLVTVFLIFF33760.00060.00330.0012−0.00080.01200.00450.0018
VNGRDVQNN3274LFLVNGRDVQNNIVD3377
WDEWSPCSV3275CGVWDEWSPCSVTCG33780.0001−0.0006−0.0007−0.0014−0.0002
IAGGIAGGL3276KYKIAGGIAGGLALL33790.03800.00010.04800.02500.01200.00170.2300
VQNNIVDEI3277GRDVQNNIVDEIKYR33800.00010.0001−0.0006 0.0026−0.0006−0.0014−0.0004
YLLMDCSGS3278VDLYLLMDCSGSIRR33810.00160.00960.0150−0.0014−0.0004
FVVPGAATP3279AYKFVVPGAATPYAG33820.3600−0.00090.0620 0.01600.16000.00360.6400
YKFVVPGAA3280GLAYKFVVPGAATPY33831.60000.00010.7000−0.00081.00000.02701.9000
IIRLHSDAS3281AKEIIRLHSDASKNK3384
IIDNNPQEP3282EENIIDNNPQEPSPN3385
VDLYLLMDC3283NDEVDLYLLMDCSGS33860.0001−0.00050.0028−0.0009−0.0002
LLSTNLPYG3284IKSLLSTNLPYGRTN3387
LHEGCTSEL3285REILHEGCTSELQEQ33880.0001−0.0005 −0.0041−0.0009−0.0014−0.0002
VNHAVPLAM3286HNWVNHAVPLAMKLI33890.35000.02500.14000.23003.90000.04000.0074
VPGAATPYA3287KFVVPGAATPYAGEP33900.02300.00010.00100.06200.12000.00670.0010
VVPGAATPY3288YKFVVPGAATPYAGE33910.11000.00080.0053−0.00080.0057−0.00140.0036
WVNHAVPLA3289RHNWVNHAVPLAMKL33920.19000.03500.1600 0.40005.00000.03600.0079
LSTNLPYGR3290KSLLSTNLPYGRTNL33930.00120.0120
CoreExemplary
SeqIDExemplarySeqID
Core SequenceNumSequenceNumDR5w12DR6w19DR7DR8w2DR9DRw53
FLFVEALFQ3187VSSFLFVEALFQEYQ32910.36000.76000.05501.2000
FNVVNSSIG3188SSVFNVVNSSIGLIM32920.0051−0.00030.0005
FQEYQCYGS3189EALFQEYQCYGSSSN32930.0001
IEKKICKME3190ENDIEKKICKMEKCS3294
IGLIMVLSF3191NSSIGLIMVLSFLFL32950.03400.00090.0690−0.00100.0042
ILSVSSFLF3192KLAILSVSSFLFVEA3296
LAILSVSSF3193MRKLAILSVSSFLFV32970.12000.09300.05000.00130.1100
MEKCSSVFN3194ICKMEKCSSVFNVVN3298
VVNSSIGLI3195VFNVVNSSIGLIMVL32990.00150.26000.18000.00120.5000
YQCYGSSSN3196FQEYQCYGSSSNTRV3300
YNELEMNYY3197INLYNELEMNYYGKQ3301
YDNAGINLY3198ELNYDNAGINLYNEL33020.0001−0.0003−0.0003
IQNSLSTEW3199LKKIQNSLSTEWSPC3303
WSPCSVTCG3200STEWSPCSVTCGNGI3304
FILVNLLIF3201SFYFILVNLLIFHIN33050.00090.00040.0084−0.0007−0.0018
FYFILVNLL3202YISFYFILVNLLIFH33060.00060.00030.00200.0010−0.0003
IHKGHLEEK3203RRDIHKGHLEEKKDG3307
IIKSNLRSG3204KDEIIKSNLRSGSSN3308
ILVNLLIFH3205FYFILVNLLIFHING3309
INGKIIKNS3206IFHINGKIIKNSEKD33100.00550.01200.01600.04000.00930.0020
IPAIELPSE3207RLEIPAIELPSENER3311
IPHQSSLPQ3208GYYIPHQSSLPQDNR3312
IQNHTLETV3209SADIQNHTLETVNIS33130.0001−0.0003−0.00030.0012
ISFYFILVN3210ILYISFYFILVNLLI3314
LDEFKPIVQ3211DEDLDEFKPIVQYDN3315
LEEKAAKET3212QEDLEEKAAKETLQG33160.0001−0.0003−0.0002
LEIPAIELP3213YGRLEIPAIELPSEN3317
LEQRKADTK3214QRDLEQRKADTKKNL3318
LERTKASKE3215QSDLERTKASKETLQ3319
LETVNISDV3216NHTLETVNISDVNDF33200.00150.0010−0.0003−0.0005
LIEHIINDD3217EGKLIEHIINDDDDK3321
LKENKLNKE3218NIFLKENKLNKEGKL3322
LLIFHINGK3219LVNLLIFHINGKIIK33230.04100.05300.12000.02900.1800
LQEQQSDLE3220KETLQEQQSDLEQER3324
LQEQQSDSE3221KEKLQEQQSDSEQER3325
LQGQQSDLE3222KETLQEQQSDLEQER3326
LRNLGVSEN3223KSLLRNLGVSENIFL33270.57000.07700.00211.6000
LRSGSSNSR3224KSNLRSGSSNSRNRI3328
LTMSNVKNV3225DKELTMSNVKNVSQT33290.00010.04300.04100.01100.07100.0024
LVNLLIFHI3226YFILVNLLIFHINGK33300.00060.00130.00590.00050.00400.0290
VLSHNSYEK3227KKHVLSHNSYEKTKN3331
VNDFQISKY3228ISDVNDFQISKYEDE33320.0001−0.0003−0.0003−0.0005
VNISDVNDF3229LETVNISDVNDFQIS3333
YDDSLIDEE3230SAEYDDSLIDEEEDD3334
YGRLEIPAI3231EDLYGRLEIPAIELP33350.0002−0.00030.0021−0.0005
YIPHQSSLP3232RGYYIPHQSSLPQDN33360.00040.17000.01500.1500
FKIGSSDPA3233RHPFKIGSSDPADNA33370.00010.0003−0.00030.03800.0950
IDVHDLISD3234EPLIDVHDLISDMIK3338
IFNKESLAE3235FFIIFNKESLAEKTN3339
IGSSDPADN3236PFKIGSSDPADNANP3340
LALFFIIFN3237VFFLALFFIIFNKES33410.0002−0.00020.0056−0.0007−0.0018
LATSVLAGL3238KYKLATSVLAGLLGN33420.00730.00750.65000.13002.6000
LGGVGLVLY3239TVLLGGVGLVLYNTE33430.00040.0007−0.0002
LGNVSTVLL3240AGLLGNVSTVLLGGV33440.00014.60000.43000.00120.53000.0012
LLGNVSTVL3241LAGLLGNVSTVLLGG33450.00030.64000.38000.00060.5500
LSVFFLALF3242MKILSVFFLALFFII33460.00230.00190.03600.00230.0060
LVLYNTEKG3243GVGLVLYNTEKGRHP3347
VFFLALFFI3244ILSVFFLALFFIIFN33480.00080.00050.01100.0031−0.0003
VHDLISDMI3245LIDVHDLISDMIKKE33490.00010.00040.01000.00960.04300.0940
VLAGLLGNV3246ATSVLAGLLGNVSTV33500.0043−0.00030.00050.0039
VLLGGVGLV3247VSTVLLGGVGLVLYN33510.00110.00020.0020−0.00020.0120
VNKRKSKYK3248LVEVNKRKSKYKLAT3352
VSTVLLGGV3249LGNVSTVLLGGVGLV33530.00050.0006−0.0003−0.0003−0.0005−0.0005
VTAQDVTPE3250DPQVTAQDVTPEQPQ3574
YKLATSVLA3251KSKYKLATSVLAGLL33540.00090.00821.90001.10002.70000.0150
FDLFLVNGR3252LIFFDLFLVNGRDVQ33550.0470
FFDLFLVNG3253FLIFFDLFLVNGRDV3356
FMKAVCVEV3254IGPFMKAVCVEVEKT33570.00380.00030.0019−0.00030.08200.0700
FNRFLVGCH3255NVAFNRFLVGCHPSD3358
IAGGLALLA3256AGGIAGGLALLACAG33590.0007−0.00030.0004−0.0005
IAVFGIGQG3257GVKIAVFGIGQGINV3360
LACAGLAYK3258LALLACAGLAYKFVV3361
LALLACAGL3259AGGLALLACAGLAYK33620.00510.00090.0003−0.0005
LAMKLIQQL3260AVPLAMKLIQQLNLN33630.13000.07700.04000.0350
LAYKFVVPG3261CAGLAYKFVVPGAAT3364
LIFFDLFLV3262IVFLIFFDLFLVNGR33650.00160.00060.00280.0007−0.0003
LTDGIPDSI3263VVILTDGIPDSIQDS33660.0001−0.0003−0.00030.0114
LVGCHPSDG3264NRFLVGCHPSDGKCN3367
LVIVFLIFF3265VKYLVIVFLIFFDLF33680.0010
LVVILTDGI3266ANQLVVILTDGIPDS33690.00030.00700.0054−0.00020.0420
MDCSGSIRR3267YLLMDCSGSIRRHNW3370
MKAVCVEVE3268GPFMKAVCVEVEKTA3371
VEKTASCGV3269CVEVEKTASCGVWDE33720.00010.00950.0005
VGCHPSDGK3270RFLVGCHPSDGKCNL3373
VIGPFMKAV3271VKNVIGPFMKAVCVE33740.09200.11000.05900.02300.0870
VIVFLIFFD3272KYLVIVFLIFFDLFL33750.00210.00340.01300.0065−0.0018
VKYLVTVFL3273LGNVKYLVTVFLIFF33760.00110.00160.00400.00500.0012
VNGRDVQNN3274LFLVNGRDVQNNIVD3377
WDEWSPCSV3275CGVWDEWSPCSVTCG33780.0001−0.0003−0.0003−0.0006
IAGGIAGGL3276KYKIAGGIAGGLALL33790.36000.24000.00631.60000.2600−0.0010
VQNNIVDEI3277GRDVQNNIVDEIKYR33800.00010.0810−0.0003−0.0003−0.00050.0850
YLLMDCSGS3278VDLYLLMDCSGSIRR33810.00010.00460.0007−0.0010
FVVPGAATP3279AYKFVVPGAATPYAG33820.12000.17000.18000.92000.1300
YKFVVPGAA3280GLAYKFVVPGAATPY33830.35000.49000.15002.50000.60000.0190
IIRLHSDAS3281AKEIIRLHSDASKNK3384
IIDNNPQEP3282EENIIDNNPQEPSPN3385
VDLYLLMDC3283NDEVDLYLLMDCSGS33860.0001−0.0003−0.0003
LLSTNLPYG3284IKSLLSTNLPYGRTN3387
LHEGCTSEL3285REILHEGCTSELQEQ33880.0001−0.0003−0.0003
VNHAVPLAM3286HNWVNHAVPLAMKLI33890.60000.94000.38000.72004.00000.0250
VPGAATPYA3287KFVVPGAATPYAGEP33900.08600.04600.00170.00640.2500
VVPGAATPY3288YKFVVPGAATPYAGE33910.00010.00170.01600.00260.0200
WVNHAVPLA3289RHNWVNHAVPLAMKL33920.02400.89000.44001.80004.60000.0430
LSTNLPYGR3290KSLLSTNLPYGRTNL33930.0005
TABLE XXa
Malaria DR3a Motif Peptides
CoreCoreExemplaryPosition inExemplaryExemplary
SeqIDSequenceCore SequenceSeqIDPf SequenceConservancy
ProteinCore SequenceNumFrequencyConservancy (%)Exemplary SequenceNumPoly-ProteinFrequency(%)
CSPLFQEYQCYG339419100VEALFQEYQCYGSSS34491619100
CSPLFVEALFQE339519100SSFLFVEALFQEYQC34501119100
CSPMPNDPNRNV339619100GHNMPNDPNRNVDEN345134719100
CSPLYNELEMNY339719100GINLYNELEMNYYGK3452441895
CSPVLNELNYDN339819100NTRVLNELNYDNAGI3453311895
CSPYENDIEKKI339919100ELDYENDIEKKICKM34544221263
CSPLNYDNAGIN34001895LNELNYDNAGINLYN3455351895
CSPLSTEWSPCS34011895QNSLSTEWSPCSVTC34563891579
CSPLDYENDIEK34021895KDELDYENDIEKKIC34574201263
LSAFDGDNEILQ34031100FHIFDGDNEILQIVD345818821100
LSAFDKDKELTM34041100NKFFDKDKELTMSNV3459751100
LSAFQDEENIGI34051100YDNFQDEENIGIYKE346017911100
LSAIDEEEDDED34061100DSLIDEEEDDEDLDE346117701100
LSAIINDDDDKK34071100IEHIINDDDDKKKYI34621241100
LSAINDDDDKKK34081100EHIINDDDDKKKYIK34631251100
LSAISAEYDDSL34091100EDEISAEYDDSLIDE346417611100
LSAIVDELSEDI34101100ILQIVDELSEDITKY346518911100
LSAIYKELEDLI34111100NIGIYKELEDLIEKN346617991100
LSALAEDLYGRL34121100GDVLAEDLYGRLEIP346716451100
LSALAKEKLQEQ34131100QERLAKEKLQEQQSD346813571100
LSALAKEKLQGQ34141100QERLAKEKLQGQQSD346911191100
LSALANEKLQEQ34151100QERLANEKLQEQQRD347015271100
LSALEQDRLAKE34161100QSDLEQDRLAKEKLQ347113861100
LSALEQERLAKE34171100QSDLEQERLAKEKLQ347215901100
LSALEQERLANE34181100QSDLEQERLANEKLQ347315221100
LSALIDEEEDDE34191100DDSLIDEEEDDEDLD347417691100
LSALPSENERGY34201100AIELPSENERGYYIP347516601100
LSALSEDITKYF34211100VDELSEDITKYFMKL347618951100
LSALSEEKIKKG34221100SEELSEEKIKKGKKY347718271100
LSALYDEHIKKY34231100DKSLYDEHIKKYKND347818531100
LSAVLAEDLYGR34241100HGDVLAEDLYGRLEI347916441100
LSAVNKEKEKFI34251100DKQVNKEKEKFIKSL348018671100
LSAVQYDNFQDE34261100KPIVQYDNFQDEENI348117861100
LSAYEDEISAEY34271100ISKYEDEISAEYDDS348217571100
LSAYKNDKQVNK34281100IKKYKNDKQVNKEKE348318611100
PfEXPFNKESLAEK34291100FIIFNKESLAEKTNK3484131100
PfEXPIKKEEELVE34301100SDMIKKEEELVEVNK3485551100
PfEXPLISDMIKKE34311100VHDLISDMIKKEEEL3486501100
PfEXPVTPEQPQGD34321100AQDVTPEQPQGDDNN34871411100
PfEXPYNTEKGRHP34331100LVLYNTEKGRHPFKI3488981100
SSP2IFFDLFLVN343410100VFLIFFDLFLVNGRD34891310100
SSP2ILTDGIPDS343510100LVVILTDGIPDSIQD349015610100
SSP2INRENANQL343610100NDRINRENANQLVVI349114510100
SSP2LHSDASKNK343710100IIRLHSDASKNKEKA349210010100
SSP2LYADSAWEN343810100KCNLYADSAWENVKN349321110100
SSP2VCVEVEKTA343910100MKAVCVEVEKTASCG349423110100
SSP2VEVEKTASC344010100AVCVEVEKTASCGVW349523310100
SSP2VPSDVPKNP344110100EKEVPSDVPKNPEDD349638410100
SSP2VWDEWSPCS344210100SCGVWDEWSPCSVTC349724310100
SSP2LLMDCSGSI34431090DLYLLMDCSGSIRRH349848990
SSP2ILHEGCTSE34441080KREILHEGCTSELQE3499265880
SSP2IPEDSEKEV34451080EPNIPEDSEKEVPSD3500376880
SSP2YREEVCNDE3446980EIKYREEVCNDEVDL350135880
SSP2VCNDEVDLY3447880REEVCNDEVDLYLLM350239880
SSP2YAGEPAPFD3448880ATPYAGEPAPFDETL3503538880
TABLE XXb
DR3a Motif Peptides With Binding Information
Exem-
Coreplary
SeqIDSeqID
Core SequenceNumExemplary SequenceNumDR 1DR2w2βDR2wβ2DR3DR4w4DR4w15DR5w11
LFQEYQCYG3394VEALFQEYQCYGSSS3449 0.0082
LFVEALFQE3395SSFLFVEALFQEYQC3450 0.0051
MPNDPNRNV3396GHNMPNDPNRNVDEN3451−0.0033
LYNELEMNY3397GINLYNELEMNYYGK3452 0.0270
VLNELNYDN3398NTRVLNELNYDNAGI3453−0.0033
YENDIEKKI3399ELDYENDIEKKICKM3454
LNYDNAGIN3400LNELNYDNAGINLYN3455
LSTEWSPCS3401QNSLSTEWSPCSVTC3456−0.0033
LDYENDIEK3402KDELDYENDIEKKIC3457
FDGDNEILQ3403FHIFDGDNEILQIVD3458 0.0640
FDKDKELTM3404NKFFDKDKELTMSNV3459
FQDEENIGI3405YDNFQDEENIGIYKE3460−0.0033
IDEEEDDED3406DSLIDEEEDDEDLDE3461
IINDDDDKK3407IEHIINDDDDKKKYI3462
INDDDDKKK3408EHIINDDDDKKKYIK3463
ISAEYDDSL3409EDEISAEYDDSLIDE3464−0.0033
IVDELSEDI3410ILQIVDELSEDITKY34650.0001−0.0005−0.0041 0.0027 0.0017−0.0002
IYKELEDLI3411NIGIYKELEDLIEKN3466−0.0033
LAEDLYGRL3412GDVLAEDLYGRLEIP3467
LAKEKLQEQ3413QERLAKEKLQEQQSD3468
LAKEKLQGQ3414QERLAKEKLQGQQSD3469
LANEKLQEQ3415QERLANEKLQEQQRD3470−0.0033
LEQDRLAKE3416QSDLEQDRLAKEKLQ3471 0.0038
LEQERLAKE3417QSDLEQERLAKEKLQ3472−0.0033
LEQERLANE3418QSDLEQERLANEKLQ3473
LIDEEEDDE3419DDSLIDEEEDDEDLD3474
LPSENERGY3420AIELPSENERGYYIP3475−0.0033
LSEDITKYF3421VDELSEDITKYFMKL3476
LSEEKIKKG3422SEELSEEKIKKGKKY3477−0.0033
LYDEHIKKY3423DKSLYDEHIKKYKND34780.0001−0.0005−0.0041−0.0007−0.0014−0.0002
VLAEDLYGR3424HGDVLAEDLYGRLEI3479
VNKEKEKFI3425DKQVNKEKEKFIKSL3480−0.0033
VQYDNFQDE3426KPIVQYDNFQDEENI3481−0.0033
YEDEISAEY3427ISKYEDEISAEYDDS34820.0001−0.0005−0.0041 0.0008−0.0014−0.0002
YKNDKQVNK3428IKKYKNDKQVNKEKE3483−0.0033
FNKESLAEK3429FIIFNKESLAEKTNK3484 0.0040
IKKEEELVE3430SDMIKKEEELVEVNK3485−0.0033
LISDMIKKE3431VHDLISDMIKKEEEL3486
VTPEQPQGD3432AQDVTPEQPQGDDNN3487−0.0033
YNTEKGRHP3433LVLYNTEKGRHPFKI3488
IFFDLFLVN3434VFLIFFDLFLVNGRD3489
ILTDGIPDS3435LVVILTDGIPDSIQD34900.00020.0001−0.0006 0.1400 0.3600−0.0014−0.0004
INRENANQL3436NDRINRENANQLVVI34910.0770 0.0015 0.0092 0.0011 0.0010−0.0004
LHSDASKNK3437IIRLHSDASKNKEKA3492−0.0033
LYADSAWEN3438KCNLYADSAWENVKN34930.00020.0005−0.0010 0.3500−0.0055−0.0006
VCVEVEKTA3439MKAVCVEVEKTASCG3494
VEVEKTASC3440AVCVEVEKTASCGVW34950.0001−0.0006−0.0041 0.0030−0.0014 0.0003
VPSDVPKNP3441EKEVPSDVPKNPEDD3496−0.0130
VWDEWSPCS3442SCGVWDEWSPCSVTC34970.0001−0.0005−0.0041−0.0009−0.0009−0.0002
LLMDCSGSI3443DLYLLMDCSGSIRRH34980.0041 0.0250 0.0300 0.0340 0.0028−0.0002
ILHEGCTSE3444KREILHEGCTSELQE3499
IPEDSEKEV3445EPNIPEDSEKEVPSD3500−0.0130
YREEVCNDE3446EIKYREEVCNDEVDL3501−0.0033
VCNDEVDLY3447REEVCNDEVDLYLLM35020.0003−0.0006 0.1300−0.0006−0.0014−0.0004
YAGEPAPFD3448ATPYAGEPAPFDETL3503−0.0130
Core SeqIDExemplary
Core SequenceNumExemplary SequenceSeqID NumDR5w12DR6w19DR7DR8w2DR9DRw53
LFQEYQCYG3394VEALFQEYQCYGSSS3449
LFVEALFQE3395SSFLFVEALFQEYQC3450
MPNDPNRNV3396GHNMPNDPNRNVDEN3451
LYNELEMNY3397GINLYNELEMNYYGK3452
VLNELNYDN3398NTRVLNELNYDNAGI3453
YENDIEKKI3399ELDYENDIEKKICKM3454
LNYDNAGIN3400LNELNYDNAGINLYN3455
LSTEWSPCS3401QNSLSTEWSPCSVTC3456
LDYENDIEK3402KDELDYENDIEKKIC3457
FDGDNEILQ3403FHIFDGDNEILQIVD3458
FDKDKELTM3404NKFFDKDKELTMSNV3459
FQDEENIGI3405YDNFQDEENIGIYKE3460
IDEEEDDED3406DSLIDEEEDDEDLDE3461
IINDDDDKK3407IEHIINDDDDKKKYI3462
INDDDDKKK3408EHIINDDDDKKKYIK3463
ISAEYDDSL3409EDEISAEYDDSLIDE3464
IVDELSEDI3410ILQIVDELSEDITKY34650.0001−0.0003−0.00030.0290
IYKELEDLI3411NIGIYKELEDLIEKN3466
LAEDLYGRL3412GDVLAEDLYGRLEIP3467
LAKEKLQEQ3413QERLAKEKLQEQQSD3468
LAKEKLQGQ3414QERLAKEKLQGQQSD3469
LANEKLQEQ3415QERLANEKLQEQQRD3470
LEQDRLAKE3416QSDLEQDRLAKEKLQ3471
LEQERLAKE3417QSDLEQERLAKEKLQ3472
LEQERLANE3418QSDLEQERLANEKLQ3473
LIDEEEDDE3419DDSLIDEEEDDEDLD3474
LPSENERGY3420AIELPSENERGYYIP3475
LSEDITKYF3421VDELSEDITKYFMKL3476
LSEEKIKKG3422SEELSEEKIKKGKKY3477
LYDEHIKKY3423DKSLYDEHIKKYKND34780.0001−0.0003−0.00030.0006
VLAEDLYGR3424HGDVLAEDLYGRLEI3479
VNKEKEKFI3425DKQVNKEKEKFIKSL3480
VQYDNFQDE3426KPIVQYDNFQDEENI3481
YEDEISAEY3427ISKYEDEISAEYDDS34820.0001−0.0003−0.0003−0.0005
YKNDKQVNK3428IKKYKNDKQVNKEKE3483
FNKESLAEK3429FIIFNKESLAEKTNK3484
IKKEEELVE3430SDMIKKEEELVEVNK3485
LISDMIKKE3431VHDLISDMIKKEEEL3486
VTPEQPQGD3432AQDVTPEQPQGDDNN3487
YNTEKGRHP3433LVLYNTEKGRHPFKI3488
IFFDLFLVN3434VFLIFFDLFLVNGRD3489
ILTDGIPDS3435LVVILTDGIPDSIQD34900.00020.00020.0046−0.00030.00140.0480
INRENANQL3436NDRINRENANQLVVI34910.0001−0.0003−0.00030.0096
LHSDASKNK3437IIRLHSDASKNKEKA3492
LYADSAWEN3438KCNLYADSAWENVKN34930.0003−0.0014−0.0009
VCVEVEKTA3439MKAVCVEVEKTASCG3494
VEVEKTASC3440AVCVEVEKTASCGVW34950.00010.00730.00060.0022
VPSDVPKNP3441EKEVPSDVPKNPEDD3496
VWDEWSPCS3442SCGVWDEWSPCSVTC34970.0001−0.0003−0.0003
LLMDCSGSI3443DLYLLMDCSGSIRRH34980.00010.00720.00140.0057
ILHEGCTSE3444KREILHEGCTSELQE3499
IPEDSEKEV3445EPNIPEDSEKEVPSD3500
YREEVCNDE3446EIKYREEVCNDEVDL3501
VCNDEVDLY3447REEVCNDEVDLYLLM35020.0001−0.0003−0.0003−0.0010
YAGEPAPFD3448ATPYAGEPAPFDETL3503
TABLE XXc
Malaria DR3b Motif Peptides
CoreCoreExemplaryPositionExemplaryExemplary
SeqIDSequenceCore SequenceSeqIDin PfSequenceConservancy
ProteinCore SequenceNumFrequencyConservancy (%)Exemplary SequenceNumPoly-ProteinFrequency(%)
CSPLKKNSRSLG350419100WYSLKKNSRSLGEND35396219100
CSPANNDVKNNN3505316NANANNDVKNNNNEE3540361316
LSAADIQNHTLE35061100DKSADIQNHTLETVN354117341100
LSAFHINGKIIK35071100LLIFHINGKIIKNSE3542161100
LSAFKPNDKSLY35081100DNNFKPNDKSLYDEH354318461100
LSAFLKENKLNK35091100ENIFLKENKLNKEGK35441081100
LSAIEKTNRESI35101100ISIIEKTNRESITTN354516931100
LSAIKNSEKDEI35111100GKIIKNSEKDEIIKS3546231100
LSAIKPEQKEDK35121100DGSIKPEQKEDKSAD354717241100
LSAIKSNLRSGS35131100DEIIKSNLRSGSSNS3548321100
LSAINEEKHEKK35141100RNRINEEKHEKKHVL3549471100
LSALEQERRAKE35151100QSDLEQERRAKEKLQ355015731100
LSALNKEGKLIE35161100ENKLNKEGKLIEHII35511141100
LSALPQDNRGNS35171100QSSLPQDNRGNSRDS355216761100
LSALQEQQRDLE35181100NEKLQEQQRDLEQER355315321100
PfEXPAEKTNKGTG35191100ESLAEKTNKGTGSGV3554191I00
PfEXPLYNTEKGRH35201100GLVLYNTEKGRHPFK3555971100
PfEXPVEVNKRKSK35211100EELVEVNKRKSKYKL3556621100
SSP2AWENVKNVI352210100ADSAWENVKNVIGPF355721610100
SSP2FLVNGRDVQ352310100FDLFLVNGRDVQNNI35581810100
SSP2LGEEDKDLD352410100DETLGEEDKDLDEPE355954910100
SSP2LDNERKQSD35251080PKVLDNERKQSDPQS3560435880
SSP2VLDNERKQS35261070PPKVLDNERKQSDPQ3561434770
SSP2IQDSLKESR35271060PDSIQDSLKESRKLN3562165660
SSP2IVDEIKYRE3528990QNNIVDEIKYREEVC356329990
SSP2ALLQVRKHL3529960LTDALLQVRKHLNDR3564133660
SSP2LKESRKLND3530650QDSLKESRKLNDRGV3565169550
SSP2FSNNAKEII3531640VNVFSNNAKEIIRLH356690440
SSP2YNDTPKHPE3532550NRKYNDTPKHPEREE3567479550
SSP2FSNNAREII3533420LNIFSNNAREIIRLH356890220
SSP2LKESRKLSD3534330QDSLKESRKLSDRGV3569169330
SSP2YNDTPKYPE3535220NRKYNDTPKYPEREE3570479220
SSP2AGSDNKYKI3536110KKKAGSDNKYKIAGG3571501110
SSP2ALLEVRKHL3537110LTDALLEVRKHLNDR3572133110
SSP2IVDEIKYSE3538110QNNIVDEIKYSEEVC357329110
TABLE XXd
Malaria DR3b Motif Peptides With Binding Information
Exem-
Coreplary
Core SequenceSeqIDSeqID
NumNumExemplary SequenceNumDR 1DR2w2β1DR2w2β2DR3DR4w4DR4w15DR5w11
LKKNSRSLG3504WYSLKKNSRSLGEND3539
ANNDVKNNN3505NANANNDVKNNNNEE3540
ADIQNHTLE3506DKSADIQNHTLETVN3541
FHINGKIIK3507LLIFHINGKIIKNSE3542 0.57000.2900 0.2500 0.5300 0.0060−0.0030 0.3600
FKPNDKSLY3508DNNFKPNDKSLYDEH3543 0.1700
FLKENKLNK3509ENIFLKENKLNKEGK3544 0.0950
IEKTNRESI3510ISIIEKTNRESITTN3545 0.1300
IKNSEKDEI3511GKIIKNSEKDEIIKS3546 0.0002−0.0021−0.0160−0.0017 0.0030−0.0010
IKPEQKEDK3512DGSIKPEQKEDKSAD3547−0.0033
IKSNLRSGS3513DEIIKSNLRSGSSNS3548 0.0050
INEEKHEKK3514RNRINEEKHEKKHVL3549 0.0420
LEQERRAKE3515QSDLEQERRAKEKLQ3550
LNKEGKLIE3516ENKLNKEGKLIEHII3551 0.0001−0.0021−0.0140−0.0017−0.0047−0.0005
LPQDNRGNS3517QSSLPQDNRGNSRDS3552−0.0033
LQEQQRDLE3518NEKLQEQQRDLEQER3553
AEKTNKGTG3519ESLAEKTNKGTGSGV3554−0.0033
LYNTEKGRH3520GLVLYNTEKGRHPFK3555
VEVNKRKSK3521EELVEVNKRKSKYKL3556 0.0880
AWENVKNVI3522ADSAWENVKNVIGPF3557−0.0130
FLVNGRDVQ3523FDLFLVNGRDVQNNI3558−0.0033
LGEEDKDLD3524DETLGEEDKDLDEPE3559−0.0130
LDNERKQSD3525PKVLDNERKQSDPQS3560−0.0130
VLDNERKQS3526PPKVLDNERKQSDPQ3561−0.0130
IQDSLKESR3527PDSIQDSLKESRKLN3562−0.00010.0040−0.0018 0.8400−0.0055−0.0006
IVDEIKYRE3528QNNIVDEIKYREEVC3563
ALLQVRKHL3529LTDALLQVRKHLNDR3564−0.0033
LKESRKLND3530QDSLKESRKLNDRGV3565
FSNNAKEII3531VNVFSNNAKEIIRLH3566
YNDTPKHPE3532NRKYNDTPKHPEREE3567
FSNNAREII3533LNIFSNNAREIIRLH3568
LKESRKLSD3534QDSLKESRKLNDRGV3569
YNDTPKYPE3535NRKYNDTPKYPEREE3570
AGSDNKYKI3536KKKAGSDNKYKIAGG3571
ALLEVRKHL3537LTDALLEVRKHLNDR3572
IVDEIKYSE3538QNNIVDEIKYSEEVC3573
CoreExemplary
SeqIDSeqID
Core SequenceNumExemplary SequenceNumDR5w12DR6w19DR7DR8w2DR9DRw53
LKKNSRSLG3504WYSLKKNSRSLGEND3539
ANNDVKNNN3505NANANNDVKNNNNEE3540
ADIQNHTLE3506DKSADIQNHTLETVN3541
FHINGKIIK3507LLIFHINGKIIKNSE35420.02300.03300.13000.14000.1500
FKPNDKSLY3508DNNFKPNDKSLYDEH3543
FLKENKLNK3509ENIFLKENKLNKEGK3544
IEKTNRESI3510ISIIEKTNRESITTN3545
IKNSEKDEI3511GKIIKNSEKDEIIKS3546−0.0003−0.0011−0.0007
IKPEQKEDK3512DGSIKPEQKEDKSAD3547
IKSNLRSGS3513DEIIKSNLRSGSSNS3548
INEEKHEKK3514RNRINEEKHEKKHVL3549
LEQERRAKE3515QSDLEQERRAKEKLQ3550
LNKEGKLIE3516ENKLNKEGKLIEHII3551−0.0003−0.0009−0.0007
LPQDNRGNS3517QSSLPQDNRQNSRDS3552
LQEQQRDLE3518NEKLQEQQRDLEQER3553
AEKTNKGTG3519ESLAEKTNKGTGSGV3554
LYNTEKGRH3520GLVLYNTEKGRHPFK3555
VEVNKRKSK3521EELVEVNKRKSKYKL3556
AWENVKNVI3522ADSAWENVKNVIGPF3557
FLVNGRDVQ3523FDLFLVNGRDVQNNI3558
LGEEDKDLD3524DETLGEEDKDLDEPE3559
LDNERKQSD3525PKVLDNERKQSDPQS3560
VLDNERKQS3526PPKVLDNERKQSDPQ3561
IQDSLKESR3527PDSIQDSLKESRKLN3562−0.0002−0.00140.0012
IVDEIKYRE3528QNNIVDEIKYREEVC3563
ALLQVRKHL3529LTDALLQVRKHLNDR3564
LKESRKLND3530QDSLKESRKLNDRGV3565
FSNNAKEII3531VNVFSNNAKEIIRLH3566
YNDTPKHPE3532NRKYNDTPKHPEREE3567
FSNNAREII3533LNIFSNNAREIIRLH3568
LKESRKLSD3534QDSLKESRKLSDRGV3569
YNDTPKYPE3535NRKYNDTPKYPEREE3570
AGSDNKYKI3536KKKAGSDNKYKIAGG3571
ALLEVRKHL3537LTDALLEVRKHLNDR3572
IVDEIKYSE3538QNNIVDEIKYREEVC3573
TABLE XXI
Population coverage with combined HLA Supertypes
PHENOTYPIC FREQUENCY
North
Cau-AmericanJapa-Chi-His-Av-
HLA-SUPERTYPEScasianBlacknesenesepanicerage
a. Individual Supertypes
A245.839.042.445.943.043.2
A337.542.145.852.743.144.2
B738.652.748.835.547.144.7
A147.116.121.814.726.325.2
A2423.938.958.640.138.340.0
B4443.021.242.939.139.037.0
B2728.426.113.313.935.323.4
B6212.64.836.525.411.118.1
B5810.025.11.69.05.910.3
b. Combined Supertypes
A2, A3, B783.086.187.588.486.386.2
A2, A3, B7, A24, B44,99.598.1100.099.599.499.3
A1
A2, A3, B7, A24, B44,99.999.6100.099.899.999.8
A1, B27, B62, B58
TABLE XXII
Fixed analogs of P. falciparum CTL epitopes
SEQSEQ
SupertypeIDAllelesFixingFixedID
(or allele)PeptideSequenceNO:SourceboundsstrategysequenceNO:
A21167.21FLIFFDLFLV3610Pf SSP2 145V2FVIFFDLFLV3803
supertype1167.16FMKAVCVEV3611Pf SSP2 2305V2FVKAVCVEV3804
1167.08GLIMVLSFL3612Pf CSP 4254VcGLIMVLSFV3805
V2GVIMVLSFL3806
V2/VcGVIMVLSFV3807
1167.12VLAGLLGNV3613Pf EXP1 804V2VVAGLLGNV3808
1167.13KILSVFFLA3614Pf EXP1 23L2KLLSVFFLA3809
V2KVLSVFFLA3810
VcKILSVFFLV3811
L2/VcKLLSVFFLV3812
V2/VcKVLSVFFLV3813
1167.10GLLGNVSTV3615Pf EXP1 833V2GVLGNVSTV3814
1167.18ILSVSSFLFV3616Pf CSP 72V2IVSVSSFLFV3815
1167.19VLLGGVGLVL3617Pf EXP1 912VcVLLGGVGLVV3816
V2VVLGGVGLVL3817
V2/VcVVLGGVGLVV3818
A3-1167.36LACAGLAYK3718Pf SSP2 5114V2LVCAGLAYK3819
supertype1167.32QTNFKSLLR3619Pf LSA1 944V2QVNFKSLLR3820
1167.43VTCGNGIQVR3620Pf CSP 3754V2VVCGNGIQVR3821
1167.24ALFFIIFNK3621Pf EXP1 103V2AVFFIIFNK3822
1167.28GVSENIFLK3622Pf LSA1 1053
1167.47HVLSHNSYEK3623Pf LSA1 593
1167.51LLACAGLAYK3624Pf SSP2 5103V2LVACAGLAYK3823
1167.46FILVNLLIFH3625Pf LSA1 112V2FVLVNLLIFH3824
RcFILVNLLIFR3825
KcFILVNLLIFK3826
V2/RcFVLVNLLIFR3827
V2/KcFVLVNLLIFK3828
B7-1167.61TPYAGEPAPF3626Pf SSP2 5394IcTPYAGEPAPI3829
supertype19.0051LPYGRTNL3627Pf SSP2 1263IcLPYGRTNI3830
A116.0245FQDEENIGIY3628Pf LSA1 17941T2FTDEENIGIY3831
16.0040FVEALFQEY3629Pf CSP 151D3FVDALFQEY3832
T2FTEALFQEY3833
15.0184LPSENERGY3630Pf LSA1 16631D3LPDENERGY3834
T2LTSENERGY3835
16.0130PSDGKCNLY3631Pf SSP2 2071T2PTDGKCNLY3836
A241167.54FYFILVNLL3632Pf LSA1 91FcFYFILVNLF3837
1167.53KYKLATSVL3633Pf EXP1 731FcKYKLATSVF3838
1167.56KYLVIVFLI3634Pf SSP2 81FcKYLVIVFLF3839
1167.55YYIPHQSSL3635Pf LSA1 16711FcYYIPHQSSF3840
aA2-supertype peptides are tested for binding to A*0201, A*0202, A*0203, A*0206, and A*6802. A3-supertype peptides are tested for binding to A*03, A*11, A*31011, A*3301, and A*6801. B7-supertype peptides are tested for binding to B*0702, B*3501, B*5101, B*5301, and B*5401. A1 and A24 peptides are tested for binding to A*0101 and A*2402, respectively.
TABLE XXIII
Plasmodium falciparum CTL-inducing epitopes
SEQ
IDAnti-Resi-HLA-
EpitopeNO:genduesrestriction
GLIMVLSFL3636CSP386-394A2-supertype
ILSVSSFLFV3637CSP 7-16A2-supertype
VLAGLLGNV3638Exp-180-88A2-supertype
KILSVFFLA3639Exp-1 2-10A2-supertype
GLLGNVSTV3640Exp-183-91A2-supertype
VLLGGVGLVL3641Exp-1 91-100A2-supertype
FLIFFDLFLV3642SSP214-23A2-supertype
VTCGNGIQVR3643CSP336-345A3 -supertype
ALFFIIFNK3644Exp-110-18A3 -supertype
QTNFKSLLR3645LSA-1 94-102A3-supertype
GVSENIFLK3646LSA-1105-113A3 -supertype
HVLSHNSYEK3647LSA-159-68A3 -supertype
FILVNLLIFH3648LSA-111-20A3 -supertype
TPYAGELPAPF3649SSP2539-548B7-supertype
MPLETQLAI3650s1677-85B7-supertype
MRKLAILSVSSFLVF3651CSP 2-16DR-supermotif
MNYYGKQENWYSLKK3652CSP53-67DR-supermotif
RHNWVNHAVPLAMKLI3653SSP261-76DR-supermotif
VKNVIGPFMKAVCVE3654SSP2223-237DR-supermotif
SSVFNVVNSSIGLIM3655CSP410-424DR-supermotif
AGLLGNVSTVSTVLLGGV3656EXP182-96DR-supermotif
KSKYKLATSVLAGLL3657EXP171-85DR-supermotif
GLAYKFVVPGAATPY3658SSP2512-526DR-supermotif
KYKIAGGIAGGLALL3659SSP2494-508DR-supermotif
TABLE XXIV
MHC-peptide binding assays: cell lines and radiolabeled ligands.
Radiolabeled peptide
SEQ ID
SpeciesAntigenAlleleCell lineSourceSequenceNO:
A. Class I binding assays
HumanA1A*0101SteinlinHu. J chain 102-110YTAVVPLVY3660
A2A*0201PIHBVc 18-27 F6->YFLPSDYFPSV3661
A2A*0202P815 (transfected)HBVc 18-27 F6->YFLPSDYFPSV3662
A2A*0203FUNHBVc 18-27 F6->YFLPSDYFPSV3663
A2A*0206CLAHBVc 18-27 F6->YFLPSDYFPSV3664
A2A*0207721.221 (transfected)HBVc 18-27 F6->YFLPSDYFPSV3665
A3GM3107non-natural (A3CON1)KVFPYALINK3666
A11BVRnon-natural (A3CON1)KVFPYALINK3667
A24A*2402KAS116non-natural (A24CON1)AYIDNYNKF3668
A31A*3101SPACHnon-natural (A3CON1)KVFPYALINK3669
A33A*3301LWAGSnon-natural (A3CON1)KVFPYALINK3670
A28/68A*6801C1RHBVc 141-151 T7->YSTLPETYVVRR3671
A28/68A*6802AMAIHBV pol 646-654 C4->AFTQAGYPAL3672
B7B*0702GM3107A2 sigal seq. 5-13 (L7->Y)APRTLVYLL3673
B8B*0801SteinlinHIVgp 586-593 Y1->F, Q5->YFLKDYQLL3674
B27B*2705LG2R 60sFRYNGLIHR3675
B35B*3501C1R, BVRnon-natural (B35CON2)FPFKYAAAF3676
B35B*3502TISInon-natural (B35CON2)FPFKYAAAF3677
B35B*3503EHMnon-natural (B35CON2)FPFKYAAAF3678
B44B*4403PITQUTEF-1 G6->YAEMGKYSFY3679
B51KAS116non-natural (B35CON2)FPFKYAAAF3680
B53B*5301AMAInon-natural (B35CON2)FPFKYAAAF3681
B54B*5401KT3non-natural (B35CON2)FPFKYAAAF3682
Cw4Cw*0401C1Rnon-natural (C4CON1)QYDDAVYKL3683
Cw6Cw*0602721.221 transfectednon-natural (C6CON1)YRHDGGNVL3684
Cw7CW*0702721.221 transfectednon-natural (C6CON1)YRHDGGNVL3685
MouseDbEL4Adenovirus E1A P7->YSGPSNTYPEI3686
KbEL4VSV NP 52-59RGYVFQGL3687
DdP815HIV-IIIB ENV G4->YRGPYRAFVTI3688
KdP815non-natural (KdCON1)KFNPMKTYI3689
LdP815HBVs 28-39IPQSLDSYWTSL3690
B. Class II binding assays
HumanDR1DRB1*0101LG2HA Y307-319YPKYVKQNTLKLAT3691
DR2DRB1*1501L466.1MBP 88-102YVVHFFKNIVTPRTPPY3692
DR2DRB1*1601L242.5non-natural (760.16)YAAFAAAKTAAAFA3693
DR3DRB1*0301MATMT 65 kD Y3-13YKTIAFDEEARR3694
DR4w4DRB1*0401Preissnon-natural (717.01)YARFQSQTTLKQKT3695
DR4w10DRB1*0402YARnon-natural (717.10)YARFQRQTTLKAAA3696
DR4w14DRB1*0404BIN 40non-natural (717.01)YARFQSQTTLKQKT3697
DR4w15DRB1*0405KT3non-natural (717.01)YARFQSQTTLKQKT3698
DR7DRB1*0701PitoutTet. tox. 830-843QYIKANSKFIGITE3699
DR8DRB1*0802QLLTet. tox. 830-843QYIKANSKFIGITE3700
DR8DRB1*0803LUYTet. tox. 830-843QYIKANSKFIGITE3701
DR9DRB1*0901HIDTet. tox. 830-843QYIKANSKFIGITE3702
DR11DRB1*1101SweigTet. tox. 830-843QYIKANSKFIGITE3703
DR12DRB1*1201Herlufunknown eluted peptideEALIHQLKINPYVLS3704
DR13DRB1*1302H0301Tet. tox. 830-843 S->AQYIKANAKFIGITE3705
DR51DRB5*0101GM3107 or L416.3Tet. tox. 830-843QYIKANAKFIGITE3706
DR51DRB5*0201L255.1HA 307-319PKYVKQNTLKLAT3707
DR52DRB3*0101MATTet. tox. 830-843NGQIGNDPNRDIL3708
DR53DRB4*0101L257.6non-natural (717.01)YARFQSQTTLKQKT3709
DQ3.1QA1*0301/DQB1.03(PFnon-natural (ROIV)YAHAAHAAHAAHAAHAA3710
MouseIAbDB27.4non-natural (ROIV)YAHAAHAAHAAHAAHAA3711
IAdA20non-natural (ROIV)YAHAAHAAHAAHAAHAA3712
IAkCH-12HEL 46-61YNTDGSTDYGILQINSR3713
IAsLS102.9non-natural (ROIV)YAHAAHAAHAAHAAHAA3714
IAu91.7non-natural (ROIV)YAHAAHAAHAAHAAHAA3715
IEdA20Lambda repressor 12-26YLEDARRKKAIYEKKK3716
IEkCH-12Lambda repressor 12-26YLEDARRKKAIYEKKK3717
TABLE XXV
Monoclonal antibodies
used in MEC purification.
Monoclonal
antibodySpecificity
W6/32HLA-class I
B123.2HLA-B and C
IVD12HLA-DQ
LB3.1HLA-DR
M1/42H-2 class I
28-14-8SH-2 Db and Ld
34-5-8SH-2 Dd
B8-24-3H-2 Kb
SF1-1.1.1H-2 Kd
Y-3H-2 Kb
10.3.6H-2 IAk
14.4.4H-2IEd, IEK
MKD6H-2 IAd
Y3JPH-2 IAb, IAS, IAu
TABLE XXVI
P. falciparum A2-supermotif CTL epitopes
SEQ IDA2-supertype binding capacity (IC50 nM)Alleles
PeptideAASequenceNO:SourceA*0201A*0202A*0203A*0206A*6802bounda
1167.2110FLIFFDLFLV3718Pf SSP2 1412105.9113335
1167.169FMKAVCVEV3719Pf SSP2 230633072.93891435
1167.129VLAGLLGNV3720Pf EXP1 8019240.67316064
1167.089GLIMVLSFL3721Pf CSP 42522203.67443964
1167.139KILSVFFLA3722Pf EXP1 25.017234488.095243
1167.109GLLGNVSTV3723Pf EXP1 832411941.225210533
1167.1910VLLGGVGLVL3724Pf EXP1 91942500420160002
1167.1810ILSVSSFLFV3725Pf CSP 720835831958721052
*A dash indicates IC50 nM > 30000.
TABLE XXVII
P. falciparum A3-supermotif CTL epitopes
SEQ IDA3-supertype binding capacity (IC50 nM)Alleles
PeptideAASequenceNO:SourceA*0301A*1101A*3101A*3301A*6801bounda
1167.329QTNFKSLLR3726Pf LSA1 94501418061744
1167.369LACAGLAYK3727Pf SSP2 511423143529464324
1167.4310VTCGNGIQVR3728Pf CSP 37568751115644444
1167.249ALFFIIFNK3729Pf EXP1 109.22.27201261733
1167.5110LLACAGLAYK3730Pf SSP2 51022736921526243
1167.289GVSENIFLK3731Pf LSA1 1051515.022508286103
1167.4710HVLSHNSYEK3732Pf LSA1 594072001143
1167.4610FILVNLLIFH3733Pf LSA1 11733133319573971542
*A dash indicates IC50 nM > 30000.
TABLE XXVIII
P. falciparum B7-supermotif CTL epitopes
SEQ IDB7-supertype binding capacity (IC50 nM)Alleles
PeptideAASequenceNO:SourceB*0702B*3501B*5101B*5301B*5401bounda
1167.6110TPYAGEPAPF3734Pf SSP2 539311415158250004
19.00518LPYGRTNL3735Pf SSP2 1265032155004173
* A dash indicates 1050 nM > 30000.
TABLE XXIX
P. falciparum HLA-A*0101 and A*2402 binding peptides
Binding capacity (IC50 nM)
MotifPeptideAASequenceSEQ ID NO:SourceA*0101A*2401
A1 16.00409FVEALFQEY3736Pf CSP 157.4
16.024510FQDEENIGIY3737Pf LSA1 179423
15.01849LPSENERGY373837
16.01309PSDGKCNLY3739Pf SSP2 20746
A241167.559YYIPHQSSL3740Pf LSA1 16712.4
1167.549FYFILVNLL3741Pf LSA1 925
1167.569KYLVIVFLI3742Pf SSP2 834
1167.539KYKLATSVL3743Pf EXP1 7375
TABLE XXX
HLA-DR screening panels
ScreeningRepresentative AssayPhenotypic Frequencies
PanelAntigenAllelesAlleleAliasCauc.Blk.Jpn.Chn.Hisp.Avg.
PrimaryDR1DRB1*0101-03DRB1*0101(DR1)18.58.410.74.510.110.4
DR4DRB1*0401-12DRB1*0401(DR4w4)23.66.140.421.929.824.4
DR7DRB1*0701-02DRB1*0701(DR7)26.211.11.015.016.614.0
Panel total59.624.549.338.751.144.6
SecondaryDR2DRB1*1501-03DRB1*1501(DR2w2 β1)19.914.830.922.015.020.5
DR2DR135*0101DRB5*0101(DR2w2 β2)
DR9DRB1*09011,09012DRB1*0901(DR9)3.64.724.519.96.711.9
 DR13DRB1*1301-06DRB1*1302(DR6w19)21.716.514.612.210.515.1
Panel total42.033.961.048.930.543.2
TertiaryDR4DRB1*0405DRB1*0405(DR4w15)
DR8DRB1*0801-5DRB1*0802(DR8w2)5.510.925.010.723.315.1
 DR11DRB1*1101-05DRB1*1101(DR5w11)17.018.04.919.418.115.5
Panel total22.027.829.229.039.029.4
QuarternaryDR3DRB1*0301-2DRB1*0301(DR3w17)17.719.50.47.314.411.9
 DR12DRB1*1201-02DRB1*1201(DR5w12)2.85.513.117.65.78.9
Panel total20.224.413.524.219.720.4
TABLE XXXI
P. falciparum derived HTL candidate epitopes
SEQ IDBinding capacity (IC50 nM)
PeptideSequenceNO:SourceDR1DR2wβ1DR2w2β2DR4w4DR4w15
F125.04RHNWVNHAVPLAMKLI3744Pf SSP2 61262608314317
1188.34HNWVNHAVPLAMKLI3745Pf SSP2 621436414312950
1188.16KSKYKLATSVLAGLL3746Pf EXP1 713.61247247.147
LVNLLIFHINGKIIKNSE3747Pf LSA1 13
F125.02LVNLLIFHINGKIIKNS3748Pf LSA1 1378134261810
27.0402LLIFHINGKIIKNSE3749Pf LSA1 168.8807500
1188.32GLAYKFVVPGAATPY3750Pf SSP2 5123.129451407
27.0392SSVFNVVNSSIGLIM3751Pf CSP 4104231425004501652
27.0417VKNVIGPFMKAVCVE3752Pf SSP2 22356212250
27.0388MRKLAILSVSSFLFV3753Pf CSP 25018153857691407
27.0387MNYYGKQENWYSLKK3754Pf CSP 536.4910043521292
1188.38KYKIAGGIAGGLALL3755Pf SSP2 494132417375022353
1188.13AGLLGNVSTVLLGGV3756Pf EXP1 8211637915,38569231056
27.0408QTNFKSLLRNLGVSE3757Pf LSA1 94918273540525001900
35.0171PDSIQDSLKESRKLN3758Pf SSP2 1652285
35.0172KCNLYADSAWENVKN3759Pf SSP2 2112342518200
Binding capacity (IC50 nM)Alleles
PeptideDR5w11DR6w19DR7DR8w2DR9DR3DR5w12bound2
F125.042823.9234133875144111
1188.3427033.7666819130449710
1188.16304271345289
F125.024086626076662519722116108
27.040256106192350500566129578
1188.32117.1167201258519
27.039211769.733891637
27.041747632424213086232397
27.0388541385006826
27.038735131823788538220596
1188.3887153968312886
1188.130.76581425
27.040851477813694
35.01713571
35.0172110618571
A dash (—) indicates IC50 > 20 μM.
TABLE XXXII
PBMC responses of individuals
from the Irian Java endemic malaria region.
Percent individuals yielding positive responses (n)
Peptide 1FNγTNFaProliferation
CSP.211%(7) 59% (39)9% (11)
LSA1.13 16% (9)30% (21)8% (10)
CSP.53 7% (4)53% (40)3% (4)
SSP2.61 7% (4)45% (36)7% (9)
SSP2.22315% (9) 42% (31)5% (6)
CSP.410 16% (9) 47% (33)12%(14)
EXP1.82 29% (17)43% (32)6% (7)
EXP1.71 9% (5)49% (36)12% (14)
SSP2.51214% (8)41% (30)3% (4)
SSP2.62 11% (6)42% (31)12%(14)
SSP2.4947% (4)36% (26)2% (3)
TABLE XXXIII
P. falciparum CTL epitopes
SupertypeAlleles
(or allele)PeptideAASequenceSEQ ID NO:Sourcebounda
A2-supertype1167.089GLIMVLSFL3760Pf CSP 4254
1167.109GLLGNVSTV3761Pf EXP1 833
1167.129VLAGLLGNV3762Pf EXP1 804
1167.139KILSVFFLA3763Pf EXP1 23
1167.169FMKAVCVEV3764Pf SSP2 2305
1167.1810ILSVSSFLFV3765Pf CSP 72
1167.1910VLLGGVGLVL3766Pf EXP1 912
1167.2110FLIFFDLFLV3767Pf SSP2 145
A3-supertype1167.249ALFFIIFNK3768PF EXP1 103
1167.289GVSENIFLK3769Pf LSA1 1053
1167.329QTNFKSLLR3770Pf LSA1 944
1167.369LACAGLAYK3771Pf SSP2 5114
1167.4310VTCGNGIQVR3772Pf CSP 3754
1167.4610FILVNLLIFH3773Pf LSA1 112
1167.4710HVLSHNSYEK3774Pf LSA1 593
1167.5110LLACAGLAYK3775Pf SSP2 5103
B7-supertype19.00518LPYGRTNL3776Pf SSP2 1263
1167.6110TPYAGEPAPF3777Pf SSP2 5394
A115.01849LPSENERGY3778Pf LSA1 16631
16.00409FVEALFQEY3779Pf CSP 151
16.01309PSDGKCNLY3780Pf SSP2 2071
16.024510FQDEENIGIY3781Pf LSA1 17941
A241167.539KYKLATSVL3782Pf EXP1 731
1167.549FYFILVNLL3783Pf LSA1 91
1167.559YYIPHQSSL3784Pf LSA1 16711
1167.569KYLVIVFLI3785Pf SSP2 81
aA2-supertype peptides are tested for binding to A*0201, A*0202, A*0203, A*0206, and A*6802. A3-supertype peptides are tested for binding to A*03, A*11, A*31011, A*3301, and A*6801. B7-supertype peptides are tested for binding to B*0702, B*3501, B*5101, B*5301, and B*5401. A1 and A24 peptides are tested for binding to A*0101 and A*2402, respectively.
TABLE XXXIV
P. falciparum HTL epitopes
SEQ Alleles
MotifPeptideSequenceID NO:Sourcebounda
DR-F125.04RHNWVNHAVPLAMKLI3786Pf SSP2 6111
supermotif
1188.16KSKYKLATSVLAGLL3787Pf EXP1 71 9
27.0402LLIFHINGKIIKNSE3788Pf LSA1 16 9
(DR3)
1188.32GLAYKFVVPGAATPY3789Pf SSP2 5129
27.0392SSVFNVVNSSIGLIM3790Pf CSP 410 7
27.0417VKNVIGPFMKAVCVE3791Pf SSP2 223 7
27.0388MRKLAILSVSSFLFV3792Pf CSP 2 6
27.0387MNYYGKQENWYSLKK3793Pf CSP53 6
1188.38KYKIAGGIAGGLALL3794Pf SSP2 494 6
1188.13AGLLGNVSTVLLGGV3795Pf EXP1 82 5
27.0408QTNFKSLLRNLGVSE3796Pf LSA1 94 4
DR335.0171PDSIQDSLKESRKLN3797Pf SSP2 165DR3
35.0172KCNLYADSAWENVKN3798Pf SSP2 211DR3
aHLA-DR supermotif peptides are screened for binding to a panel alleles representing the 10 most common HLA antigens, including DR1, DR2w2 β1, DR2w2 β2, DR4w4, DR4w15, DR5w11, DR6w19, DR7, DR8w2, and DR9. Additional alleles that are tested include DR3, DR5w12, DR52a, and DR53. DR3-motif peptides are tested for binding to DR3.
TABLE XXXV
Estimated population coverage by a panel of P. falciparum derived HTL epitopes
RepresentativeNo. ofPopulation coverage (phenotypic frequency)
AntigenAllelesassayepitopes2Cauc.Blk.Jpn.Chn.Hisp.Avg.
DR1DRB1*0101-03DR11118.58.410.74.510.110.4
DR2DRB1*1501-03DR2w2 β1619.914.830.922.015.020.5
DR2DRB5*0101DR2w2 β27
DR3DRB1*0301-2DR3317.719.50.407.314.411.9
DR4DRB1*0401-12DR4w4523.66.140.421.929.824.4
DR4DRB1*0401-12DR4w153
DR7DRB1*0701-02DR7826.211.11.015.016.614.0
DR8DRB1*0801-5DR8w285.510.925.010.723.315.1
DR9DRB1*09011,09012DR993.64.724.519.96.711.9
 DR11DRB1*1101-05DR5w11917.018.04.919.418.115.5
 DR12DRB1*1201-2DR5w1222.85.513.117.65.78.9
 DR13DRB1*1301-06DR6w191021.716.514.612.210.515.1
Total97.083.998.895.595.694.7
Inducing cellular immune responses to Plasmodium falciparum using peptide and nucleic acid compositions (2024)
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