METHODS AND COMPOSITIONS COMPRISING MHC CLASS I PEPTIDES

Abstract
The current disclosure provides methods and compositions for treating and vaccinating individuals against cancer. Accordingly, aspects of the disclosure relate to a peptide comprising at least 70% sequence identity to a peptide of one of SEQ ID NOS:1-776. In some embodiments, the peptide comprises at least 6 contiguous amino acids of a peptide of one of SEQ ID NOS:1-776. Further aspects relate to pharmaceutical compositions comprising the peptide, nucleic acids encoding the peptide, and expression vectors and host cells comprising the nucleic acids of the disclosure. Also provided is an in vitro dendritic cell comprising a peptide, nucleic acid, or expression vector of the disclosure.
Description
BACKGROUND OF THE INVENTION
I. Field of the Invention

This invention relates to the field of treatment of cancer.


II. Background

Lynch Syndrome (LS), the most common cause of hereditary colorectal cancer (CRC), represents 2-4% of total CRC and at least 1 million carriers in the United States (1). LS arises from heterozygous germline mutations in the DNA mismatch repair (MMR) genes, with MLH1 and MSH2 responsible for more than 70% of LS cases. LS patients have an increased lifetime risk for CRC development that reaches 60% in MLH1 and MSH2 carriers (2). Normal colorectal cells become MMR deficient (dMMR) upon acquisition of a second somatic hit in the alternative allele of the same MMR gene that harbors the germline mutation. This second hit manifests into base-to-base mismatches and insertion-deletion mutations (indels) in homopolymeric microsatellite sequences that are susceptible to indels. These mutations alter wild-type codon sequences and generate frameshift peptides (FSP) that are different from wild-type protein and thus become neoantigens (neoAg), which stimulate the adaptive immune system.


Tumor protein mutations (neoantigens) are processed into short peptides and presented on the cell surface complexed with major histocompatibility complex (MHC I/II). These peptides can bind to T cell receptors (TCRs) on cytotoxic CD8+ T cells, which promotes interferon γ (IFNγ) secretion in order to kill cancer cells. Thus, activation of CD8+ and CD4+ T cells (helper cell) recognizing neoantigens is important for adaptive immunity against tumors. Extensive system biology platforms and computational algorithms have used next-generation sequencing to rapidly screen the mutational landscape of human cancers, including melanoma and colon (3-6). Such studies have identified a variety of nonsynonymous mutations that may be recognized as foreign antigens to the host immune system providing promising avenues for more personalized and focused approaches to activate anti-tumor immunity (7)). For example, recent vaccination approaches employing mutated peptides to stimulate anti-tumor immunity have shown success in generating specific cytotoxic T lymphocyte (CTL) responses in human melanoma patients, and similar approaches in colorectal cancer have resulted in substantial tumor regressions (4).


Targeted therapies towards tumor-specific, frameshift neoantigens using the host immune system provide several advantages over previous and current immunotherapeutic strategies. For example, autoimmunity and dose-limiting toxicities have been reported in CRC patients receiving checkpoint inhibitors and adoptive T cell transfer against tumor-associated antigens (9-11). However, these immune-related adverse events become less problematic when targeting foreign neoantigens and cancer antigens through strategies such as immune vaccination (7). Furthermore, the significant deviation in sequence homology between frameshift neoantigens versus wild-type peptides has been hypothesized to elicit stronger immunogenic responses compared to viral and missense neoantigens, which further supports frameshift neoAg targeted therapies (12). Therefore, there is a need in the art for the development of compositions and methods for neoantigens identified from LS patients.


SUMMARY OF THE INVENTION

The current disclosure fulfills a need in the art by providing methods and compositions for treating and vaccinating individuals against cancer through the use of newly identified immunogenic neoantigens. Accordingly, aspects of the disclosure relate to a peptide comprising at least 70% sequence identity to a peptide of one of SEQ ID NOS: 1-776. In some aspects, the peptide comprises at least 70% sequence identity to a peptide of one of SEQ ID NOS:10, 323, 221, 44, 27, 156, 37, 168, 20, 163, 29, 136, 24, 62, 138, 157, 160, 151, 158, 23, 39, or 57. Aspects of the disclosure relate to a peptide comprising at least or at most 60%, 61%, 62%, 63%, 64%, 65%, 66%, 67%, 68%, 69%, 70%, 71%, 72%, 73%, 74%, 75%, 76%, 77%, 78%, 79%, 80%, 81%, 82%, 83%, 84%, 85%, 86%, 87%, 88%, 89%, 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98%, 99%, or 100% (or any derivable range therein) sequence identity to a peptide of one of SEQ ID NOS:1-776. In some aspects, the peptide comprises at least 6 contiguous amino acids of a peptide of one of SEQ ID NOS: 1-776. Aspects of the disclosure relate to polypeptides comprising the peptides of the disclosure. Further aspects relate to pharmaceutical compositions comprising the peptide(s), polypeptide(s), virus, nucleic acids encoding the peptide or polypeptide, and expression vectors and host cells comprising the nucleic acids of the disclosure. In some aspects, the host cell may be a viral packaging cell. Aspects of the disclosure relate to a virus produced from a host cell of the disclosure. Also provided is an in vitro dendritic cell comprising a peptide, nucleic acid, or expression vector of the disclosure.


Further aspects relate to a method of making a cell comprising transferring a nucleic acid or expression vector of the disclosure into a cell, such as a host cell. The method may comprise or further comprise cultivating a cell having a nucleic acid or expression vector encoding any of the proteins discussed herein, including, but not limited to any of SEQ ID NOs:1-776. The method may comprise or further comprise isolating the expressed peptide or polypeptide. Other aspects of the disclosure relate to a method of producing cancer-specific immune effector cells comprising: (a) obtaining a starting population of immune effector cells; and/or (b) contacting the starting population of immune effector cells with a peptide or polypeptide of the disclosure, thereby generating peptide-specific immune effector cells.


The disclosure also describes peptide-specific engineered T cells produced according to the methods of the disclosure and pharmaceutical compositions comprising the engineered T cells. Further aspects relate to a method of treating or preventing cancer in a subject, the method comprising administering an effective amount of a peptide or polypeptide, pharmaceutical composition, nucleic acid, dendritic cell, or peptide-specific T cell of the disclosure. Yet further aspects relate to a method of cloning a peptide-specific T cell receptor (TCR), the method comprising (a) obtaining a starting population of immune effector cells; (b) contacting the starting population of immune effector cells with the peptide or polypeptide of the disclosure, thereby generating peptide-specific immune effector cells; (c) purifying immune effector cells specific to the peptide, and/or (d) isolating a TCR sequence from the purified immune effector cells. Also provide is a method for prognosing a patient or for detecting T cell responses in a patient, the method comprising: contacting a biological sample from the patient with a peptide or polypeptide of the disclosure.


Aspects of the disclosure also provide for a composition comprising at least one MHC polypeptide and a peptide of the disclosure and peptide-specific binding molecule that bind to a peptide of the disclosure or that bind to a peptide-MHC complex. Exemplary binding molecules include antibodies, TCR mimic antibodies, scFvs, nanobodies, camelids, aptamers, and DARPINs. Related methods provide for a method comprising contacting a composition comprising at least one MHC polypeptide and a peptide of the disclosure with a composition comprising T cells and detecting T cells with bound peptide and/or MHC polypeptide by detecting a detection tag. Further aspects relate to kits comprising a peptide, polypeptide, nucleic acid, expression vector, or composition of the disclosure.


In some aspects, the peptide is 13 amino acids in length or shorter. In some aspects, the peptide is 9 amino acids. The peptide may be at least, may be at most, or may consist of 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, or 20 amino acids (or any range derivable therein). The peptide may consist of 9 amino acids or the peptide may consist of 15 amino acids. The peptide may be further described as being immunogenic. The term immunogenic refers to the production of an immune response, such as a protective immune response. The peptide or polypeptide may be modified. The modification may comprise conjugation to a molecule. The molecule may be an antibody, a lipid, an adjuvant, or a detection moiety (tag). In some aspects, the peptide comprises 100% sequence identity to a peptide of one of SEQ ID NOS:1-776. Peptides of the disclosure also include those that have at least 90% sequence identity to a peptide of one of SEQ ID NOS: 1-776. The peptides of the disclosure may have 1, 2, or 3 substitutions relative to a peptide of one of SEQ ID NOS:1-776. In some aspects, the peptide has at least or at most 1, 2, 3, 4, or 5 substitutions relative to a peptide of one of SEQ ID NOS:1-776.


In some aspects, the nucleic acid of the disclosure is DNA. In some aspects, the nucleic acid of the disclosure is RNA. The RNA may be further defined as mRNA. The expression vector may comprise an adenoviral backbone. The expression vector may be a simian adenoviral vector, or a derivative thereof. In some aspects, the expression vector comprises a lentiviral expression vector.


The polypeptide may comprise at least 2 peptides of the disclosure. In some aspects, the polypeptide comprises, comprises at least, or comprises at most 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, or 40 peptides of the disclosure (or any derivable range therein). In some aspects, the polypeptide comprises four peptides of the disclosure. The polypeptide may comprise or further comprise a cell-penetrating peptide (CPP). The CPP may comprise the Z13 variant of ZEBRA CPP Z12. In some aspects, the polypeptide comprises or further comprises one or more TLR agonists. The TLR agonist may comprise a TLR2, TLR4, TLR2/4 agonist, or combinations thereof. The TLR agonist may comprise one or both of extra domain A (EDA) and Anaxa. In some aspects, the polypeptide comprises, from amino-proximal position to carboxy-proximal position: a cell penetrating peptide, one or more peptides of claims 1-12, and a TLR agonist. In some aspects, the polypeptide further comprises a TLR agonist amino-proximal to the cell penetrating peptide. Further aspects are described in Belnoue et al., JCI Insight. 2019; 4(11):e127305, which is herein incorporated by reference.


The pharmaceutical compositions of the disclosure may be formulated for parenteral administration, intravenous injection, intramuscular injection, inhalation, or subcutaneous injection. The peptides or polypeptides of the disclosure may be comprised in a liposome, lipid-containing nanoparticle, or in a lipid-based carrier. Pharmaceutical preparations may be formulated for injection or inhalation as a nasal spray. The compositions of the disclosure may be formulated as a vaccine. In some aspects, the composition may further comprise an adjuvant. In some aspects, the composition comprises at least 2 peptides of the disclosure. In some aspects, the composition comprises, comprises at least, or comprises at most 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, or 40 peptides of the disclosure (or any derivable range therein).


In some aspects, the polypeptide or composition comprises 4 different peptides, wherein each peptide is selected from a peptide of SEQ ID NO:10, 323, 221, 44, 27, 156, 37, 168, 20, 163, 29, 136, 24, 62, 138, 157, 160, 151, 158, 23, 39, and 57. In some aspects, the polypeptide or composition comprises, comprises at least, or comprises at most 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, or 24 peptides (or any derivable range therein), wherein each peptide has an amino acid sequence of one of SEQ ID NO: 10, 323, 221, 44, 27, 156, 37, 168, 20, 163, 29, 136, 24, 62, 138, 157, 160, 151, 158, 23, 39, or 57


The dendritic cells of the disclosure may further be defined as being or as comprising mature dendritic cells. The cell may be a cell with an HLA-A type. The cell may also be a HLA-A, HLA-B, or HLA-C. In some aspects, the cell is an HLA-A3 or HLA-A11 type. In some aspects, the cell is an HLA-A01, HLA-A02, HLA-A24, HLA-B07, HLA-B08, HLA-B15, or HLA-B40. The methods may further comprise isolating the expressed peptide or polypeptide. The T cell may comprise a CD8+ T cell. The cell may be a T cell is a CD4+ T cell, a Th1, Th2, Th17, Th9, or Tfh T cell, a cytotoxic T cell, a memory T cell, a central memory T cell, or an effector memory T cell.


In methods of the disclosure, contacting may be further defined as co-culturing the starting population of immune effector cells with antigen presenting cells (APCs), artificial antigen presenting cells (aAPCs), or an artificial antigen presenting surface (aAPSs); wherein the APCs, aAPCs, or the aAPSs present the peptide on their surface. The APCs may be, for example, dendritic cells.


The immune effector cells may be T cells, peripheral blood lymphocytes, natural killer (NK) cells, invariant NK cells, or NKT cells. The immune effector cells may be ones that have been differentiated from mesenchymal stem cell (MSC) or induced pluripotent stem (iPS) cells. The T cell aspects include T cells that are further defined as CD8+ T cells, CD4+ T cells, or γδT cells. The T cells may be defined as being cytotoxic T lymphocytes (CTLs).


The subject in the methods of the disclosure may be a human subject. The subject may also be a laboratory animal, a mouse, rat, pig, horse, rabbit, or guinea pig. Methods may further comprise administration of at least a second therapeutic agent. The second therapeutic agent may be an anti-cancer agent. Treating, as defined in the methods of the disclosure, may comprise one or more of reducing tumor size; increasing the overall survival rate; reducing the risk of recurrence of the cancer; reducing the risk of progression; and/or increasing the chance of progression-free survival, relapse-free survival, and/or recurrence-free survival.


The composition of the disclosure may comprise or further comprise a MHC polypeptide and a peptide of the disclosure and wherein the MHC polypeptide and/or peptide is conjugated to a detection tag. As such, suitable detection tags include, but are not limited to radioisotopes, fluorochromes, chemiluminescent compounds, dyes, and proteins, including enzymes. The tag may be simply detected or it may be quantified. A response that is simply detected generally comprises a response whose existence merely is confirmed, whereas a response that is quantified generally comprises a response having a quantifiable (e.g., numerically reportable) value such as an intensity, polarization, and/or other property. In luminescence or fluorescence assays, the detectable response may be generated directly using a luminophore or fluorophore associated with an assay component actually involved in binding, or indirectly using a luminophore or fluorophore associated with another (e.g., reporter or indicator) component. Examples of luminescent tags that produce signals include, but are not limited to bioluminescence and chemiluminescence. Examples of suitable fluorescent tags include, but are not limited to, fluorescein, rhodamine, tetramethylrhodamine, cosin, erythrosin, coumarin, methyl-coumarins, pyrene, Malacite green, stilbene, Lucifer Yellow, Cascade Blue™, and Texas Red. Other suitable optical dyes are described in the Haugland, Richard P. (1996) Handbook of Fluorescent Probes and Research Chemicals (6.sup.th ed.). Detection tags also include streptavidin or it's binding partner, biotin.


The MHC polypeptide and peptide may be operatively linked. The term “operatively linked” refers to a situation where two components are combined or capable of combining to form a complex. For example, the components may be covalently attached and/or on the same polypeptide, such as in a fusion protein or the components may have a certain degree of binding affinity for each other, such as a binding affinity that occurs through van der Waals forces. Accordingly, aspects of the disclosure relate to wherein the MHC polypeptide and peptide are operatively linked through a peptide bond. The MHC polypeptide and peptide may also be operatively linked through van der Waals forces. The peptide-MHC may be operatively linked to form a pMHC complex. In some aspects, at least two pMHC complexes are operatively linked together. Other aspects include, include at least, or include at most 2, 3, 4, 5, 6, 7, 8, 9, or 10 pMHC complexes operatively linked to each other. In some aspects, at least two MHC polypeptides are linked to one peptide. In other aspects, the average ratio of MHC polypeptides to peptides is 1:1 to 4:1. In some aspects, the ratio or average ratio is at least, at most, or about 1, 2, 3, 4, 5, or 6 to about 1, 2, 3, 4, 5, or 6 (or any derivable range therein).


In some of the aspects of the disclosure, the peptide is complexed with MHC In some aspects, the MHC comprises HLA-A type. The MHC may be further defined as HLA-A3 or HLA-A11 type. The peptides may be loaded onto dendritic cells, lymphoblastoid cells, peripheral blood mononuclear cells (PBMCs), artificial antigen presentation cells (aAPC) or artificial antigen presenting surfaces. The artificial antigen presenting surface may comprise a MHC polypeptide conjugated or linked to a surface. Exemplary surfaces include a bead, microplate, glass slide, or cell culture plate.


Method of the disclosure may further comprise counting the number of T cells bound with peptide and/or MHC. The composition comprising T cells may be isolated from a patient having or suspected of having cancer. The cancer may comprise stage 0, I, II, III, or IV cancer. In some aspects, the cancer excludes stage 0, I, II, III, or IV cancer. The cancer may be colorectal cancer. The colorectal cancer may comprise comprises mismatch repair deficient colorectal cancer (MMR-d) and/or microsatellite instability (MSI) positive colorectal cancer. The subject being diagnosed or treated may be treated for stage I or stage II cancer. The subject may be one that has been determined to have mismatch repair deficient colorectal cancer (MMR-d) and/or microsatellite instability (MSI) positive colorectal cancer. The cancer may comprise a peptide-specific cancer, wherein the peptide of one of SEQ ID NOS:1-776 or a peptide of the disclosure. The subject may be a subject that has been diagnosed and/or determined to have a cancer. The subject or patient may also be one that has been characterized as having a peptide-specific cancer, such as a peptide of the disclosure or a peptide of one of SEQ ID NOS:1-776. The methods of the disclosure may comprise or further comprise comprises sorting the number of T cells bound with peptide and/or MHC. Methods of the disclosure may also comprise or further comprise sequencing one or more TCR genes from T cells bound with peptide and/or MHC. The methods may comprise or further comprise sequencing the TCR alpha and/or beta gene(s) from a TCR, such as a TCR that binds to a peptide of the disclosure. Methods may also comprise or further comprise grouping of lymphocyte interactions by paratope hotspots (GLIPH) analysis. This is further described in Glanville et al., Nature. 2017 Jul. 6; 547(7661): 94-98, which is herein incorporated by reference.


The compositions of the disclosure may be serum-free, mycoplasma-free, endotoxin-free, and/or sterile. The methods may further comprise culturing cells of the disclosure in media, incubating the cells at conditions that allow for the division of the cell, screening the cells, and/or freezing the cells. The methods may comprise or further comprise isolating the expressed peptide or polypeptide from a cell of the disclosure.


Methods of the disclosure may comprise or further comprise screening the dendritic cell for one or more cellular properties. The methods may comprise or further comprise contacting the cell with one or more cytokines or growth factors. The one or more cytokines or growth factors may comprise GM-CSF. The cellular property may comprise cell surface expression of one or more of CD86, HLA, and CD14. The dendritic cell may be derived from a CD34+ hematopoietic stem or progenitor cell.


The contacting in the methods of the disclosure may be further defined as co-culturing the starting population of immune effector cells with antigen presenting cells (APCs), wherein the APCs present the peptide on their surface. The APCs may be further defined as dendritic cells. The dendritic cell may be derived from a peripheral blood monocyte (PBMC). The dendritic cells may be isolated from PBMCs. The dendritic cells may also be cells in which the DCs are derived from are isolated by leukaphereses.


Peptide-MHC (pMHC) complexes of the disclosure may be made by contacting a peptide of the disclosure with a MHC complex. The peptide may be expressed in the cell and bind to endogenous MHC complex to form a pMHC. In some aspects, peptide exchange is used to make the pMHC complex. For example, cleavable peptides, such as photocleavable peptides may be designed that bind to and stabilize the MHC. Cleavage of the peptide (eg. by irradiation for photocleavable peptides) dissociates the peptide from the HLA complex and results in an empty HLA complex that disintegrates rapidly, unless UV exposure is performed in the presence of a “rescue peptide.” Thus, the peptides of the disclosure may be used as “rescue peptides” in the peptide exchange procedure. Also described herein are pMHC complexes comprising a peptide of the disclosure. The pMHC complex may be operatively linked to a solid support or may be attached to a detectable moiety, such as a fluorescent molecule, a radioisotope, or an antibody. Peptide-MHC multimeric complexes may include, may include at least or may include at most 1, 2, 3, 4, 5, or 6 peptide-MHC molecules operatively linked together. The linkage may be covalent, such as through a peptide bond, or non-covalent. The pMHC molecules may be bound to a biotin molecule. Such pMHC molecules may be multimerized through binding to a streptavidin molecule. pMHC multermers may be used to detect antigen-specific T cells or TCR molecules that are in a composition or in a tissue. The multimers may be used to detect peptide-specific T cells in situ or in a biopsy sample. Multimers may be bound to a solid support or deposited on a solid support, such as an array or slide. Cells may then be added to the slide, and detection of the binding between the pMHC multimer and cell may be conducted. Accordingly, the pMHC molecules and multimers of the disclosure may be used to detect and diagnose cancer in subjects or to determine immune responses in individuals with cancer.


In the methods of the disclosure, obtaining may comprise isolating the starting population of immune effector cells from peripheral blood mononuclear cells (PBMCs). The starting population of immune effector cells may be obtained from a subject. The subject may be one that has a cancer, such as a peptide-specific cancer. The subject may be one that has been determined to have a cancer that expresses a peptide of the disclosure. The methods of the disclosure may comprise or further comprise introducing the peptides or a nucleic acid encoding the peptide into the dendritic cells prior to the co-culturing. The introduction of the peptide may be done by transfecting or infecting dendritic cells with a nucleic acid encoding the peptide or by incubating the peptide with the dendritic cells. The peptide or nucleic acids encoding the peptide may be introduced by electroporation. Other methods of transfer of nucleic acids are known in the art, such as lipofection, calcium phosphate transfection, transfection with DEAE-dextran, microinjection, and virus-mediated transduction. The peptide or nucleic acids encoding the peptide may be introduced by adding the peptide or nucleic acid encoding the peptide to the dendritic cell culture media. The immune effector cells may be co-cultured with a second population of dendritic cells into which the peptide or the nucleic acid encoding the peptide has been introduced. In the methods of the disclosure, a population of CD4-positive or CD8-positive and peptide MHC tetramer-positive T cells may be purified from the immune effector cells following the co-culturing. The population of CD4-positive or CD8-positive and peptide MHC tetramer-positive T cells may be purified by fluorescence activated cell sorting (FACS). A clonal population of peptide-specific immune effector cells may be generated by limiting or serial dilution followed by expansion of individual clones by a rapid expansion protocol.


In the methods of the disclosure, purifying may comprise or further comprise generation of a clonal population of peptide-specific immune effector cells by limiting or serial dilution of sorted cells followed by expansion of individual clones by a rapid expansion protocol. Methods of the disclosure may comprise or further comprise cloning of a T cell receptor (TCR) from the clonal population of peptide-specific immune effector cells. The term isolating in the methods of the disclosure may be defined as or may comprise cloning of a T cell receptor (TCR) from the clonal population of peptide-specific immune effector cells. Cloning of the TCR may comprise cloning of a TCR alpha and a beta chain. The TCR may be cloned using a 5′-Rapid amplification of cDNA ends (RACE) method. The TCR alpha and beta chains may be cloned using a 5′-Rapid amplification of cDNA ends (RACE) method. The cloned TCR may be subcloned into an expression vector. The expression vector comprises may comprise a linker domain between the TCR alpha sequence and TCR beta sequence. The expression vector may be a retroviral or lentiviral vector. The vector may also be an expression vector described herein. The linker domain may comprise a sequence encoding one or more peptide cleavage sites. The one or more cleavage sites may be a Furin cleavage site and/or a P2A cleavage site. The TCR alpha sequence and TCR beta sequence may be linked by an IRES sequence.


A host cell of the disclosure may be transduced with an expression vector to generate an engineered cell that expresses the TCR alpha and/or beta chains. The host cell may be an immune cell. The immune cell may be a T cell and the engineered cell may be referred to as an engineered T cell. The T cell may be type of T cell described herein, such as a CD8+ T cell, CD4+ T cell, or γδ T cell. The starting population of immune effector cells may be obtained from a subject having a cancer or a peptide-specific cancer and the host cell is allogeneic or autologous to the subject. In some but not all aspects, obtaining a starting population of immune effector cells refers to retrieving them from the subject. The peptide-specific T cells may be autologous or allogeneic. In the methods of the disclosure, a population of CD4-positive or CD8-positive and peptide MHC tetramer-positive engineered T cells may be purified from the transduced host cells. A clonal population of peptide-specific engineered T cells may be generated by limiting or serial dilution followed by expansion of individual clones by a rapid expansion protocol. Purifying in the methods of the disclosure may be defined as purifying a population of CD4-positive or CD8-positive and peptide MHC tetramer-positive T cells from the immune effector cells following the co-culturing.


The peptide of the disclosure may be linked to a solid support. The peptide may be conjugated to the solid support or may be bound to an antibody that is conjugated to the solid support. The solid support may comprise a microplate, a bead, a glass surface, a slide, or a cell culture dish. The solid support may comprise a nanofluidic chip. In the methods of the disclosure, detecting T cell responses may comprise or further comprise detecting the binding of the peptide to the T cell or TCR. In the methods of the disclosure, detecting T cell responses may comprise or further comprise an ELISA, ELISPOT, or a tetramer assay.


Kits of the disclosure may comprise one or more peptides of the disclosure in a container. The peptide(s) may be comprised in a pharmaceutical preparation. The pharmaceutical preparation may be formulated for parenteral administration or inhalation. In some aspects, the peptide is comprised in a cell culture media.


Throughout this application, the term “about” is used according to its plain and ordinary meaning in the area of cell and molecular biology to indicate that a value includes the standard deviation of error for the device or method being employed to determine the value.


The use of the word “a” or “an” when used in conjunction with the term “comprising” may mean “one,” but it is also consistent with the meaning of “one or more.” “at least one,” and “one or more than one.”


As used herein, the terms “or” and “and/or” are utilized to describe multiple components in combination or exclusive of one another. For example, “x, y, and/or z” can refer to “x” alone, “y” alone, “z” alone, “x, y, and z,” “(x and y) or z,” “x or (y and z),” or “x or y or z.” It is specifically contemplated that x, y, or z may be specifically excluded from an embodiment or aspect.


The words “comprising” (and any form of comprising, such as “comprise” and “comprises”), “having” (and any form of having, such as “have” and “has”), “including” (and any form of including, such as “includes” and “include”), “characterized by” (and any form of including, such as “characterized as”), or “containing” (and any form of containing, such as “contains” and “contain”) are inclusive or open-ended and do not exclude additional, unrecited elements or method steps.


The compositions and methods for their use can “comprise,” “consist essentially of,” or “consist of” any of the ingredients or steps disclosed throughout the specification. The phrase “consisting of” excludes any element, step, or ingredient not specified. The phrase “consisting essentially of” limits the scope of described subject matter to the specified materials or steps and those that do not materially affect its basic and novel characteristics. It is contemplated that embodiments or aspects described in the context of the term “comprising” may also be implemented in the context of the term “consisting of” or “consisting essentially of.”


It is specifically contemplated that any limitation discussed with respect to one embodiment or aspect of the invention may apply to any other embodiment or aspect of the invention. Furthermore, any composition of the invention may be used in any method of the invention, and any method of the invention may be used to produce or to utilize any composition of the invention. Aspects of an embodiment set forth in the Examples are also embodiments that may be implemented in the context of embodiments discussed elsewhere in a different Example or elsewhere in the application, such as in the Summary of Invention, Detailed Description of the Embodiments, Claims, and description of Figure Legends.


Other objects, features and advantages of the present invention will become apparent from the following detailed description. It should be understood, however, that the detailed description and the specific examples, while indicating specific embodiments of the invention, are given by way of illustration only, since various changes and modifications within the spirit and scope of the invention will become apparent to those skilled in the art from this detailed description.





BRIEF DESCRIPTION OF THE DRAWINGS

The following drawings form part of the present specification and are included to further demonstrate certain aspects of the present invention. The invention may be better understood by reference to one or more of these drawings in combination with the detailed description of specific embodiments presented herein.



FIG. 1 is a schematic depicting the in silico neoantigen prediction process.



FIG. 2 shows the in vitro validation pipeline.



FIG. 3 shows the analysis from whole exosome and RNA sequencing.



FIG. 4 shows a waterfall plot of the most recurrent neoantigens from MHC class I.



FIG. 5A-D shows the validation of neoantigen immunogenicity. FIG. 5A shows results from MHC tetramer staining. FIG. 5B shows the quantification of INFγ secreting cells. FIG. 5C shows cytotoxic gene expression. FIG. 5D shows the quantification of secreted cytokines from a multiplex ELISA based cytokine profile from CD8+ T cells after stimulation with neoAg-MHC.



FIG. 6. Schematic of the study



FIG. 7A-B. Mutational landscape in LS samples. A) Top panel shows the absolute count of each type of mutation per sample on the left y-axis, and the mutational burden (Mutations/MB) for each of the samples on the right x-axis. The middle grid panel shows the summary of mutations in selected genes. Each row is a gene and each column is a sample. Mutations are colored by type as shown in the legend on the right. The bar graph on the left of this summary of mutations represents the percentage of individuals with each specific gene mutated. The bottom panel displays molecular and pathological characteristics of each sample: MSI status (top), disease category (middle), and tissue pathology (bottom) as covariate bars. MSI-H=High microsatellite instability, MSI-L=Low microsatellite instability, MSS=Microsatellite stable, PRECA=Precancer, ADVPRECA=Advanced Precancer, CANCER=Cancer, AP=Adenoma polyp, ADVCA=Adenocarcinoma (Stage III &IV), SSA=Sesile serrated adenoma, HP=Hyperplastic polyp, IP=Inflammatory polyp, MB=megabase. B) A significant difference is observed in the mutational rate when samples are compared by MSI status (Mann Whitney test ****P-value >0.0001), by disease category (Mann Whitney test **P-value >0.01), as well as by tissue pathology (Mann Whitney test ***P-value >0.001).



FIG. 8A-E. A landscape of neoantigen produced from mutated proteins in LS patient cohort. A) There is a significant difference between the number of MHC I and MHC II NeoAg produced by the MSI samples compared to the MSI-L and MSS samples (Mann Whitney test ****P-value <0.0001). B) There is a significant difference between the number of MHC I and MHC II NeoAg produced by the cancers compared to the advanced pre-cancers and pre-cancers (Mann Whitney test ***P-value <0.001). C) There is a significant difference between the number of MHC I and MHC II NeoAg produced by the cancers compared to the other tissue pathologies (Mann Whitney test **P-value <0.01). D) The number of both MHC-I and II neoAgs detected per sample is significantly correlated with the mutational burden in each sample (Spearman P-value >0.0001). E) Waterfall plot for the most recurrent MHC class I neoantigens in the discovery set. The bar plot on top represents sample-wise neoAg rate (neoAg per Mb). The grid panel shows the top 50 most frequent MHC-I neoAg from the discovery set organized by the percentage of MSI-H sites for each gene (represented as the color scheme on the left). The in silico neoAg immunogenicity ranking is represented with the dark grey being the 1st percentile (highest predicted immunogenicity) and the light grey being the lowest-ranked. The bottom panel displays molecular and pathological characteristics of each sample: MSI status (top), discase category (middle), and tissue pathology (bottom) as covariate bars. MSI-H=High microsatellite instability, MSI-L=Low microsatellite instability, MSS=Microsatellite stable, PRECA=Precancer, ADVPRECA=Advanced Precancer, CANCER=Cancer, AP=Adenoma polyp, ADVCA=Adenocarcinoma (Stage III &IV), SSA=Sesile serrated adenoma, HP=Hyperplastic polyp, IP=Inflammatory polyp. The magenta asterisks indicate if that specific neoAg meets one TESLA presentation criteria (*), two TESLA presentation criteria (**), and three TESLA presentation criteria (***). The TESLA presentation criteria are: Binding affinity <34 nM, Tumor abundance >33TPM, Binding stability >1.4 h.



FIG. 9A-C. Shared neoAgs between the discovery set and the validation set. A) Venn diagram showing the number of neoAgs predicted from each set. B) Waterfall plot for the top 50 most recurrent MHC class I neoantigens from the validation set. The bar plot on top represents sample-wise neoAg rate (neoAg per Mb). The grid panel shows the top 50 most recurrent MHC I neoAg from the validation set organized by the percentage of MSI-H sites within that gene (represented as the color scheme on the left). The in silico neoAg immunogenicity ranking is represented as the grey scale, with dark grey being the 1st percentile (highest predicted immunogenicity) and light grey being the lowest-ranked. The neoAgs from the genes in light font were also present in the discovery set. The bottom panel displays molecular and pathological characteristics of each sample: MSI status (top), disease category (middle), and tissue pathology (bottom) as covariate bars. MSI-H=High microsatellite instability, MSI-L=Low microsatellite instability, MSS=Microsatellite stable, PRECA=Precancer, ADVPRECA=Advanced Precancer, CANCER=Cancer, AP=Adenoma polyp, ADVCA=Adenocarcinoma (Stage III &IV), SSA=Sesile serrated adenoma, HP=Hyperplastic polyp, IP=Inflammatory polyp. C) Each category of predicted neoags in the discovery set shows the percentage which are also present in the validation set.



FIG. 10A-D. In vitro validation of predicted neoAgs immunogenicity using ELISpot IFNy assay. A) Schematic of peptide pool, stimulation, and cell culture workflow for ELISpot assays. PBMCs were exposed with the individual peptides from the immunogenic pools in the presence of IL-7 for 3 d, followed by expansion of neoAg-specific T cells in the presence of IL-2. On day 13, expanded cells (105 cells per well) were plated onto 96-well ELISpot plate coated with an IFNγ antibody and re-stimulated with the respective peptide for 24 h. IFNy secreting cells were analyzed as spot-forming units (SFUs), and the inventors chose ≥15 SFU produced by peptide stimulated cells over DMSO control cells as an indicator of the peptide immunogenicity. B) Quantification of IFNγ-secreting cells (SFU) obtained from ELISpot assay of 12 neoAg-stimulated PBMCs. ConcA and DMSO served as positive and negative controls. The bottom of the bar shows the representative image of the triplicate wells with IFNγ-secreting cells from three donors. C) Selection of 110 predicted MHC-I neoAgs from 3 different categories and percentage of immunogenicity in vitro validation. The number shown in parenthesis ( ) refers to the percentage of the tested neoAgs that showed immunogenicity in the ELISpot assay. “Most Immunogenic” refers to neoAgs selected from the top 100 prediction list of Most Immunogenic MHC-I neoAgs. “Most recurrent” refers to neoAgs selected from the top 100 prediction list of Most Recurrent MHC-I neoAgs. “Others” refers neoAgs that were predicted to have low immunogenicity and no recurrency. A total of 44 MHC-II neoAgs from 2 different categories were tested. The number shown in parenthesis ( ) refers to the percentage of the tested neoAgs that showed reactivity in the ELISpot assay. “Most Immunogenic” refers to neoAgs selected from the top 100 prediction list of Most Immunogenic MHC-II neoAgs. “Most recurrent” refers to neoAgs selected from the top 100 prediction list of Most Recurrent MHC-II neoAgs. D) pMHC-pentamer staining. Expanded Pan-T cells from the healthy human donor were isolated and stained with WDTC1 neoAg peptide/A*02:01 Pentameric complexes and PerCP-conjugated CD8 antibody followed by flow cytometry analysis. Pan T-cells from healthy human donor PBMC (HLA-A*02:01) were isolated using negative magnetic selection. Isolated Pan T cells were stimulated and expanded with Opto-antigen presenting beads conjugated with WDTC1 neoAg-peptide. Viable Pan-T cells were gated based on FSC and SSC scatter and SYTOX Blue dead cells staining after doublet-exclusion. Flow cytometric plots representing CD8 positive (x-axis) and PE-biotin-pMHC-pentamer positive (y-axis) cells; unstained, unstimulated, and WDTC1 Opto-antigen presenting beads stimulated cells (left to right). The percentage of live CD8+ cells and CD8/WDTC1 neoAg-loaded MHC pentamer positive cells are shown.



FIG. 11A-C. Differential gene expression analysis between cancers and precancers. A) Transcriptional expression profile of 78 differently expressed genes between cancer and precancers. Genes in light grey font are part of the immune response B) Pathway enrichment analysis showing activated and suppressed pathways in cancers compared to precancers. Pathways in light grey font are part of an immune response C) Immune cells showing a significant increase or decrease between cancers, advanced precancer and precancers after immune cell deconvolution. (Mann-Whitney test, *=p<0.05, **=p<0.01).



FIG. 12A-B. MSI status derived from MSI sensor results. A) The bar graph shows the number of microsatellite sites (left y-axis) with the unstable sites as the purple stacked bars and the stable sites as the grey stacked bars. The MSI score is shown as the dark grey circles (right y-axis). Samples with an MSI score equal or more than 10% are considered MSI-H. The bottom panel displays MSI status as covariate bars. B) MSI scores distribution by tissue categories. MSIscore >=10% means MSI-H, MSIscore <10% and >=3.5% means MSI-L, and MSIscore <3.5% means MSS.



FIG. 13. A landscape of second somatic hits in MMR gene. The grid panel shows the types of germline mutation (pastel color) present in one of the MMR genes for each sample, and the types of second somatic mutation as a black and white symbol, in the same samples. The bottom panel displays molecular and pathological characteristics of each sample: MSI status (top), disease category (middle), and pathology (bottom) as covariate bars. MSI-H=High microsatellite instability, MSI-L=Low microsatellite instability, MSS=Microsatellite stable, PRECA=Precancer, ADVPRECA=Advanced Precancer, CANCER=Cancer, AP=Adenoma polyp, ADVCA=Adenocarcinoma (Stage III & IV), SSA=Sessile serrated adenoma, HP=Hyperplastic polyp, IP=Inflammatory polyp.



FIG. 14. Neoantigen prediction pipeline. A schematic of the computational pipeline used to predict the MHC-I and MHC-II neoAgs from each sample. The final product of this pipeline is a list of ranked neoepitopes based on their immunogenicity scores.



FIG. 15. Most frequent HLA alleles in LS patient cohort. Percentage of samples covered by the top 80 most frequent HLA alleles.



FIG. 16. The number of neoantigens and their MHC binding affinity. The bar-graph shows the number of predicted MHC-I and -II neoAg with binding affinity <500 nM, 50-100 nM, 100-500 nM. The bottom panel displays molecular and pathological characteristics of each sample: MSI status (top), disease category (middle), and tissue pathology (bottom) as covariate bars. MSI-H=High microsatellite instability, MSI-L=Low microsatellite instability, MSS=Microsatellite stable, PRECA=Precancer, ADVPRECA=Advanced Precancer, CANCER=Cancer, AP=Adenoma polyp, ADVCA=Adenocarcinoma (Stage III &IV), SSA=Sesile serrated adenoma, HP=Hyperplastic polyp, IP=Inflammatory polyp.



FIG. 17. Waterfall plot for the top 50 most recurrent MHC class II neoantigens from the discovery set. The bar plot on top represents sample-wise neoAg rate (neoAg per Mb). The grid panel shows the top 50 most recurrent MHC II neoAg from the discovery set organized by the percentage of MSI-H sites within that gene. The in silico predicted neoAg immunogenicity ranking is represented as the scale, with dark grey being the 1st percentile (highest predicted immunogenicity) and light grey being the lowest-ranked. The bottom panel displays molecular and pathological characteristics of each sample: MSI status (top), disease category (middle), and tissue pathology (bottom) as covariate bars. MSI-H=High microsatellite instability, MSI-L=Low microsatellite instability, MSS=Microsatellite stable, PRECA=Precancer, ADVPRECA=Advanced Precancer, CANCER=Cancer, AP=Adenoma polyp, ADVCA=Adenocarcinoma (Stage III &IV), SSA=Sesile serrated adenoma, HP=Hyperplastic polyp, IP=Inflammatory polyp.



FIG. 18. The top 100 most immunogenic MHC-I predicted neoantigens from the discovery set meet the TESLA presentation and recognition criteria. TESLA determined five different peptide features or criteria that improve the performance of neoantigen prediction. These are binding affinity (Best.MTScore) <34 nM, tumor abundance (mt_allele_exp) >33 TPM. binding stability (Thalf(h)) >1.4 hours, agretopicity <0.1 and foreignness >10-16. The upset plot shows the number of neoantigens that pass different combinations of the five criteria. The aquamarine bar-graph on the left shows the total number of neoags that pass each criterion by itself.



FIG. 19A-B. In vitro validation of the pooled predicted neoAgs immunogenicity using ELISpot IFNγ assay. A) Schematic of peptide pool, stimulation, and cell culture workflow for ELISpot assays. All 154 peptides were grouped into 15 peptide pools to stimulate PBMCs from 3 healthy human donors as shown in the illustrations. IFNy secreting cells were analyzed as spot-forming units (SFUs), indicative of immunogenicity. B) Quantification of IFNγ-secreting cells (SFU) obtained from ELISpot assay. Pools 2, 3, 5, 6, 9, and 12 produced at least 15 or higher SFU/105 cells from two different PBMCs. The bottom of the bar shows the representative image of the triplicate wells with IFNγ-secreting cells. ConcA and DMSO served as positive and negative controls.



FIG. 20. Other elispot reactive peptides. IFN-g ELISPOT SFU counts and well-images for neoAgs that showed lower ELISPOT reactivity agains human PBMCs from normal donors.



FIG. 21. MSI-H Sample coverage of most immunogenic MHC-I predicted neoags. The graph on the left shows the percentage of MSI-H samples that are covered by the top 100 most immunogenic MHC-I neoags, when these are ranked by recurrence, with the most recurrent ones considered first in the list. The graph on the right shows the percentage of MSI-H samples that are covered by the top 100 most immunogenic MHC-I neoags, when these are ranked only by the immunogenicity score, with the most immunogenic ones considered first in the list, even if they are not recurrent.



FIG. 22A-B. Validation of the predicted neoAg in LS Rhesus macaques. A) Immunogenicity of neoAg peptide pools and deconvoluted neoAg with ELISpot assay. PBMCs from LS Rhesus macaques (n=4) were stimulated with 10 peptide pools and 12 individual peptides from the pools, concavalin A (+ve control), and DMSO (−ve control) for 48 h. B) ELISpot images. All deconvoluted peptides except PLOD1 and CELSR2 were determined immunogenic in the stimulated rhesus PBMC. Spot forming Units for IFNγ secretion were analyzed and quantitated by ELISpot plate reader.



FIG. 23A-B. Unsupervised principal component analysis of all samples according to the gene expression results. A) Unsupervised PCA analysis of samples labeled based on their tissue category B) Unsupervised PCA analysis of samples labeled based on their MSI status.



FIG. 24A-C. Differential gene expression analysis between MSI-H and MSS samples. A) Transcriptional expression profile of 44 differently expressed genes between MSI-H and MSS samples. Genes in light grey font are part of an immune response. B) Pathway enrichment analysis showing activated and suppressed pathways in MSI-H compared to MSS samples. Pathways in light grey font are part of an immune response. C) Immune cells showing a significant increase or decrease between MSI-H, MSI-L and MSS samples after immune cell deconvolution. (Mann-Whitney test, *=p<0.05, **=p<0.01)





DETAILED DESCRIPTION OF THE INVENTION

Lynch syndrome (LS) patients constitute a well-defined population that will likely benefit from cancer immune-interception strategies given they develop DNA mismatch repair-deficient tumors generating high loads of neoantigens (neoAgs). The examples of the application describe whole-exome sequencing and mRNAseq of colorectal cancers (CRC) and precancers of the LS patient cohort (N=46) to identify a landscape of somatic and genomic mutational variants and the prediction of highly immunogenic and recurrent neoantigens (neoAg) based on an immunogenicity score using in silico computational methods. This analysis revealed a positive correlation between microsatellite instability (MSI) and a high neoantigen load in precancerous and cancerous colorectal lesions. Furthermore, using ELISpot assays, the inventors tested 154 predicted neoAgs of high immunogenicity and recurrency, in vitro, from peripheral blood mononuclear cells (PBMC) of six healthy donors. These results showed that up to 50% of the predicted MHC-I frameshift neoAgs retained their immunogenicity, thus validating the neoAg prediction pipeline. Overall, the results from mutational and gene expression analyses of the catalogued neoAgs in this application help improve the understanding of LS-derived cancers, which will guide the future development of immunoprevention vaccine strategies.


I. Immunotherapies Using Peptides of the Disclosure

A peptide as described herein (e.g., a peptide of one of SEQ ID NOS:1-776) may be used for immunotherapy of a cancer. For example, a peptide of one of SEQ ID NOS:1-776 may be contacted with or used to stimulate a population of T cells to induce proliferation of the T cells that recognize or bind said peptide. In other aspects, a peptide of the disclosure may be administered to a subject, such as a human patient, to enhance the immune response of the subject against a cancer.


A peptide of the disclosure may be included in an active immunotherapy (e.g., a cancer vaccine) or a passive immunotherapy (e.g., an adoptive immunotherapy). Active immunotherapies include immunizing a subject with a purified peptide antigen or an immunodominant peptide (native or modified); alternatively, antigen presenting cells pulsed with a peptide of the disclosure (or transfected with genes encoding an antigen comprising the peptide) may be administered to a subject. The peptide may be modified or contain one or more mutations such as, e.g., a substitution mutation. Passive immunotherapies include adoptive immunotherapies. Adoptive immunotherapies generally involve administering cells to a subject, wherein the cells (e.g., cytotoxic T cells) have been sensitized in vitro to a peptide of the disclosure (see, e.g., U.S. Pat. No. 7,910,109).


In some aspects, flow cytometry may be used in the adoptive immunotherapy for rapid isolation of human tumor antigen-specific T-cell clones by using, e.g., T-cell receptor (TCR) Vβ antibodies in combination with carboxyfluorescein succinimidyl ester (CFSE)-based proliferation assay. Sec, e.g., Lee et al., J. Immunol. Methods, 331:13-26, 2008, which is incorporated by reference for all purposes. In some aspects, tetramer-guided cell sorting may be used such as, e.g., the methods described in Pollack, et al., J Immunother Cancer. 2014; 2: 36, which is herein incorporated by reference for all purposes. Various culture protocols are also known for adoptive immunotherapy and may be used in aspects of the disclosure. In some aspects, cells may be cultured in conditions which do not require the use of antigen presenting cells (e.g., Hida et al., Cancer Immunol. Immunotherapy, 51:219-228, 2002, which is incorporated by reference). In other aspects, T cells may be expanded under culture conditions that utilize antigen presenting cells, such as dendritic cells (Nestle et al., 1998, incorporated by reference), and in some aspects artificial antigen presenting cells may be used for this purpose (Maus et al., 2002 incorporated by reference). Additional methods for adoptive immunotherapy are disclosed in Dudley et al. (2003), which is incorporated by reference, that may be used with aspects of the current disclosure. Various methods are known and may be used for cloning and expanding human antigen-specific T cells (see, e.g., Riddell et al., 1990, which is herein incorporated by reference).


In certain aspects, the following protocol may be used to generate T cells that selectively recognize peptides of the disclosure. Peptide-specific T-cell lines may be generated from normal donors or HLA-restricted normal donors and patients using methods previously reported (Hida et al., 2002). ENREE 32 Briefly, PBMCs (1×105 cells/well) can be stimulated with about 10 μg/ml of each peptide in quadruplicate in a 96-well, U-bottom-microculture plate (Corning Incorporated, Lowell, MA) in about 200 μl of culture medium. The culture medium may consist of 50% AIM-V medium (Invitrogen), 50% RPMI1640 medium (Invitrogen), 10% human AB serum (Valley Biomedical, Winchester, VA), and 100 IU/ml of interleukin-2 (IL-2). Cells may be restimulated with the corresponding peptide about every 3 days. After 5 stimulations, T cells from each well may be washed and incubated with T2 cells in the presence or absence of the corresponding peptide. After about 18 hours, the production of interferon (IFN)-γ may be determined in the supernatants by ELISA. T cells that secret large amounts of IFN-γ may be further expanded by a rapid expansion protocol (Riddell et al., 1990; Yee et al., 2002b).


In some aspects, an immunotherapy may utilize a peptide of the disclosure that is associated with a cell penetrator, such as a liposome or a cell penetrating peptide (CPP). Antigen presenting cells (such as dendritic cells) pulsed with peptides may be used to enhance antitumour immunity (Celluzzi et al., 1996; Young et al., 1996). Liposomes and CPPs are described in further detail below. In some aspects, an immunotherapy may utilize a nucleic acid encoding a peptide of the disclosure, wherein the nucleic acid is delivered, e.g., in a viral vector or non-viral vector.


In some aspects, a peptide of the disclosure may be used in an immunotherapy to treat cancer in a mammalian subject, such as a human patient.


II. Cell Penetrating Peptides

A peptide of the disclosure may also be associated with or covalently bound to a cell penetrating peptide (CPP). Cell penetrating peptides that may be covalently bound to a peptide of the disclosure include, e.g., HIV Tat, herpes virus VP22, the Drosophila Antennapedia homeobox gene product, signal sequences, fusion sequences, or protegrin I. Covalently binding a peptide to a CPP can prolong the presentation of a peptide by dendritic cells, thus enhancing antitumour immunity (Wang and Wang, 2002). In some aspects, a peptide of the disclosure (e.g., comprised within a peptide or polyepitope string) may be covalently bound (e.g., via a peptide bond) to a CPP to generate a fusion protein. In other aspects, a peptide or nucleic acid encoding a peptide, according to the current disclosure, may be encapsulated within or associated with a liposome, such as a multilamellar, vesicular, or multivesicular liposome.


As used herein, “association” means a physical association, a chemical association or both. For example, an association can involve a covalent bond, a hydrophobic interaction, encapsulation, surface adsorption, or the like.


As used herein, “cell penetrator” refers to a composition or compound which enhances the intracellular delivery of the peptide/polyepitope string to the antigen presenting cell. For example, the cell penetrator may be a lipid which, when associated with the peptide, enhances its capacity to cross the plasma membrane. Alternatively, the cell penetrator may be a peptide. Cell penetrating peptides (CPPs) are known in the art, and include, e.g., the Tat protein of HIV (Frankel and Pabo, 1988), the VP22 protein of HSV (Elliott and O'Hare, 1997) and fibroblast growth factor (Lin et al., 1995).


Cell-penetrating peptides (or “protein transduction domains”) have been identified from the third helix of the Drosophila Antennapedia homeobox gene (Antp), the HIV Tat, and the herpes virus VP22, all of which contain positively charged domains enriched for arginine and lysine residues (Schwarze et al., 2000; Schwarze et al., 1999). Also, hydrophobic peptides derived from signal sequences have been identified as cell-penetrating peptides. (Rojas et al., 1996; Rojas et al., 1998; Du et al., 1998). Coupling these peptides to marker proteins such as β-galactosidase has been shown to confer efficient internalization of the marker protein into cells, and chimeric, in-frame fusion proteins containing these peptides have been used to deliver proteins to a wide spectrum of cell types both in vitro and in vivo (Drin et al., 2002). Fusion of these cell penetrating peptides to a peptide of the disclosure may enhance cellular uptake of the polypeptides.


In some aspects, cellular uptake is facilitated by the attachment of a lipid, such as stearate or myristilate, to the polypeptide. Lipidation has been shown to enhance the passage of peptides into cells. The attachment of a lipid moiety is another way that the present invention increases polypeptide uptake by the cell.


A peptide of the disclosure may be included in a liposomal vaccine composition. For example, the liposomal composition may be or comprise a proteoliposomal composition. Methods for producing proteoliposomal compositions that may be used with the present invention are described, e.g., in Neclapu et al. (2007) and Popescu et al. (2007). In some aspects, proteoliposomal compositions may be used to treat a cancer.


By enhancing the uptake of a polypeptide of the disclosure, it may be possible to reduce the amount of protein or peptide required for treatment. This in turn can significantly reduce the cost of treatment and increase the supply of therapeutic agent. Lower dosages can also minimize the potential immunogencity of peptides and limit toxic side effects.


In some aspects, a peptide of the disclosure may be associated with a nanoparticle to form nanoparticle-polypeptide complex. In some aspects, the nanoparticle is a liposomes or other lipid-based nanoparticle such as a lipid-based vesicle (e.g., a DOTAP:cholesterol vesicle). In other aspects, the nanoparticle is an iron-oxide based superparamagnetic nanoparticles. Superparamagnetic nanoparticles ranging in diameter from about 10 to 100 nm are small enough to avoid sequestering by the spleen, but large enough to avoid clearance by the liver. Particles this size can penetrate very small capillaries and can be effectively distributed in body tissues. Superparamagnetic nanoparticles-polypeptide complexes can be used as MRI contrast agents to identify and follow those cells that take up the peptide. In some aspects, the nanoparticle is a semiconductor nanocrystal or a semiconductor quantum dot, both of which can be used in optical imaging. In further aspects, the nanoparticle can be a nanoshell, which comprises a gold layer over a core of silica. One advantage of nanoshells is that polypeptides can be conjugated to the gold layer using standard chemistry. In other aspects, the nanoparticle can be a fullerene or a nanotube (Gupta et al., 2005).


Peptides are rapidly removed from the circulation by the kidney and are sensitive to degradation by proteases in serum. By associating a peptide with a nanoparticle, the nanoparticle-polypeptide complexes of the present invention may protect against degradation and/or reduce clearance by the kidney. This may increase the serum half-life of polypeptides, thereby reducing the polypeptide dose need for effective therapy. Further, this may decrease the costs of treatment, and minimizes immunological problems and toxic reactions of therapy.


III. Polyepitope Strings

In some aspects, a peptide is included or comprised in a polyepitope string. A polyepitope string is a peptide or polypeptide containing a plurality of antigenic epitopes from one or more antigens linked together. A polyepitope string may be used to induce an immune response in a subject, such as a human subject. Polyepitope strings have been previously used to target malaria and other pathogens (Baraldo et al., 2005; Moorthy et al., 2004; Baird et al., 2004). A polyepitope string may refer to a nucleic acid (e.g., a nucleic acid encoding a plurality of antigens including a peptide of the disclosure) or a peptide or polypeptide (e.g., containing a plurality of antigens including a peptide of the disclosure). A polyepitope string may be included in a cancer vaccine composition.


IV. Applications of Antigenic Peptides

Various aspects are directed to development of and use of antigenic peptides that that are useful for treating and preventing certain cancers. In many aspects, antigenic peptides are produced by chemical synthesis or by molecular expression in a host cell. Peptides can be purified and utilized in a variety of applications including (but not limited to) assays to determine peptide immunogenicity, assays to determine recognition by T cells, peptide vaccines for treatment of cancer, development of modified TCRs of T cells, and development of antibodies.


Peptides can be synthesized chemically by a number of methods. One common method is to use solid-phase peptide synthesis (SPPS). Generally, SPPS is performed by repeating cycles of alternate N-terminal deprotection and coupling reactions, building peptides from the c-terminus to the n-terminus. The c-terminus of the first amino acid is coupled the resin, wherein then the amine is deprecated and then coupled with the free acid of the second amino acid. This cycle repeats until the peptide is synthesized.


Peptides can also be synthesized utilizing molecular tools and a host cell. Nucleic acid sequences corresponding with antigenic peptides can be synthesized. In some aspects, synthetic nucleic acids synthesized in in vitro synthesizers (e.g., phosphoramidite synthesizer), bacterial recombination system, or other suitable methods. Furthermore, synthesized nucleic acids can be purified and lyophilized, or kept stored in a biological system (e.g., bacteria, yeast). For use in a biological system, synthetic nucleic acid molecules can be inserted into a plasmid vector, or similar. A plasmid vector can also be an expression vector, wherein a suitable promoter and a suitable 3′-polyA tail is combined with the transcript sequence.


Aspects are also directed to expression vectors and expression systems that produce antigenic peptides or proteins. These expression systems can incorporate an expression vector to express transcripts and proteins in a suitable expression system. Typical expression systems include bacterial (e.g., E. coli), insect (e.g., SF9), yeast (e.g., S. cerevisiae), animal (e.g., CHO), or human (e.g., HEK 293) cell lines. RNA and/or protein molecules can be purified from these systems using standard biotechnology production procedures.


Assays to determine immunogenicity and/or TCR binding can be performed. One such as is the dextramer flow cytometry assay. Generally, custom-made HLA-matched MHC Class I dextramer:peptide (pMHC) complexes are developed or purchased (Immudex, Copenhagen, Denmark). T cells from peripheral blood mononuclear cells (PBMCs) or tumor-infiltrating lymphocytes (TILs) are incubated the pMHC complexes and stained, which are then run through a flow cytometer to determine if the peptide is capable of binding a TCR of a T cell.


The peptides of the disclosure can also be used to isolate and/or identify T-cell receptors that bind to the peptide. T-cell receptors comprise two different polypeptide chains, termed the T-cell receptor α (TCRα) and β (TCRβ) chains, linked by a disulfide bond. These α:β heterodimers are very similar in structure to the Fab fragment of an immunoglobulin molecule, and they account for antigen recognition by most T cells. A minority of T cells bear an alternative, but structurally similar, receptor made up of a different pair of polypeptide chains designated γ and δ. Both types of T-cell receptor differ from the membrane-bound immunoglobulin that serves as the B-cell receptor: a T-cell receptor has only one antigen-binding site, whereas a B-cell receptor has two, and T-cell receptors are never secreted, whereas immunoglobulin can be secreted as antibody.


Both chains of the T-cell receptor have an amino-terminal variable (V) region with homology to an immunoglobulin V domain, a constant (C) region with homology to an immunoglobulin C domain, and a short hinge region containing a cysteine residue that forms the interchain disulfide bond. Each chain spans the lipid bilayer by a hydrophobic transmembrane domain, and ends in a short cytoplasmic tail.


The three-dimensional structure of the T-cell receptor has been determined. The structure is indeed similar to that of an antibody Fab fragment, as was suspected from earlier studies on the genes that encoded it. The T-cell receptor chains fold in much the same way as those of a Fab fragment, although the final structure appears a little shorter and wider. There are, however, some distinct differences between T-cell receptors and Fab fragments. The most striking difference is in the Cα domain, where the fold is unlike that of any other immunoglobulin-like domain. The half of the domain that is juxtaposed with the Cβ domain forms a β sheet similar to that found in other immunoglobulin-like domains, but the other half of the domain is formed of loosely packed strands and a short segment of α helix. The intramolecular disulfide bond, which in immunoglobulin-like domains normally joins two β strands, in a Cα domain joins a β strand to this segment of α helix.


There are also differences in the way in which the domains interact. The interface between the V and C domains of both T-cell receptor chains is more extensive than in antibodies, which may make the hinge joint between the domains less flexible. And the interaction between the Cα and Cβ domains is distinctive in being assisted by carbohydrate, with a sugar group from the Cα domain making a number of hydrogen bonds to the Cβ domain. Finally, a comparison of the variable binding sites shows that, although the complementarity-determining region (CDR) loops align fairly closely with those of antibody molecules, there is some displacement relative to those of the antibody molecule. This displacement is particularly marked in the Vα CDR2 loop, which is oriented at roughly right angles to the equivalent loop in antibody V domains, as a result of a shift in the B strand that anchors one end of the loop from one face of the domain to the other. A strand displacement also causes a change in the orientation of the Vβ CDR2 loop in two of the seven Vβ domains whose structures are known. As yet, the crystallographic structures of seven T-cell receptors have been solved to this level of resolution.


Aspects of the disclosure relate to engineered T cell receptors that bind a peptide of the disclosure, such as a peptide of one of SEQ ID NOS: 1-776. The term “engineered” refers to T cell receptors that have TCR variable regions grafted onto TCR constant regions to make a chimeric polypeptide that binds to peptides and antigens of the disclosure. In certain aspects, the TCR comprises intervening sequences that are used for cloning, enhanced expression, detection, or for therapeutic control of the construct, but are not present in endogenous TCRs, such as multiple cloning sites, linker, hinge sequences, modified hinge sequences, modified transmembrane sequences, a detection polypeptide or molecule, or therapeutic controls that may allow for selection or screening of cells comprising the TCR.


In some aspects, the TCR comprises non-TCR sequences. Accordingly, certain aspects relate to TCRs with sequences that are not from a TCR gene. In some aspects, the TCR is chimeric, in that it contains sequences normally found in a TCR gene, but contains sequences from at least two TCR genes that are not necessarily found together in nature.


V. Antibodies

Aspects of the disclosure relate to antibodies that target the peptides of the disclosure, or fragments thereof. The term “antibody” refers to an intact immunoglobulin of any isotype, or a fragment thereof that can compete with the intact antibody for specific binding to the target antigen, and includes chimeric, humanized, fully human, and bispecific antibodies. As used herein, the terms “antibody” or “immunoglobulin” are used interchangeably and refer to any of several classes of structurally related proteins that function as part of the immune response of an animal, including IgG, IgD, IgE, IgA, IgM, and related proteins, as well as polypeptides comprising antibody CDR domains that retain antigen-binding activity.


The term “antigen” refers to a molecule or a portion of a molecule capable of being bound by a selective binding agent, such as an antibody. An antigen may possess one or more epitopes that are capable of interacting with different antibodies.


The term “epitope” includes any region or portion of molecule capable eliciting an immune response by binding to an immunoglobulin or to a T-cell receptor. Epitope determinants may include chemically active surface groups such as amino acids, sugar side chains, phosphoryl or sulfonyl groups, and may have specific three-dimensional structural characteristics and/or specific charge characteristics. Generally, antibodies specific for a particular target antigen will preferentially recognize an epitope on the target antigen within a complex mixture.


The epitope regions of a given polypeptide can be identified using many different epitope mapping techniques are well known in the art, including: x-ray crystallography, nuclear magnetic resonance spectroscopy, site-directed mutagenesis mapping, protein display arrays, see. e.g., Epitope Mapping Protocols, (Johan Rockberg and Johan Nilvebrant, Ed., 2018) Humana Press, New York, N.Y. Such techniques are known in the art and described in, e.g., U.S. Pat. No. 4,708,871; Geysen et al. Proc. Natl. Acad. Sci. USA 81:3998-4002 (1984); Geysen et al. Proc. Natl. Acad. Sci. USA 82:178-182 (1985); Geysen et al. Molec. Immunol. 23:709-715 (1986). Additionally, antigenic regions of proteins can also be predicted and identified using standard antigenicity and hydropathy plots.


The term “immunogenic sequence” means a molecule that includes an amino acid sequence of at least one epitope such that the molecule is capable of stimulating the production of antibodies in an appropriate host. The term “immunogenic composition” means a composition that comprises at least one immunogenic molecule (e.g., an antigen or carbohydrate).


An intact antibody is generally composed of two full-length heavy chains and two full-length light chains, but in some instances may include fewer chains, such as antibodies naturally occurring in camelids that may comprise only heavy chains. Antibodies as disclosed herein may be derived solely from a single source or may be “chimeric,” that is, different portions of the antibody may be derived from two different antibodies. For example, the variable or CDR regions may be derived from a rat or murine source, while the constant region is derived from a different animal source, such as a human. The antibodies or binding fragments may be produced in hybridomas, by recombinant DNA techniques, or by enzymatic or chemical cleavage of intact antibodies. Unless otherwise indicated, the term “antibody” includes derivatives, variants, fragments, and muteins thereof, examples of which are described below (Sela-Culang et al., Front Immunol. 2013; 4: 302; 2013).


The term “light chain” includes a full-length light chain and fragments thereof having sufficient variable region sequence to confer binding specificity. A full-length light chain has a molecular weight of around 25,000 Daltons and includes a variable region domain (abbreviated herein as VL), and a constant region domain (abbreviated herein as CL). There are two classifications of light chains, identified as kappa (κ) and lambda (λ). The term “VL fragment” means a fragment of the light chain of a monoclonal antibody that includes all or part of the light chain variable region, including CDRs. A VL fragment can further include light chain constant region sequences. The variable region domain of the light chain is at the amino-terminus of the polypeptide.


The term “heavy chain” includes a full-length heavy chain and fragments thereof having sufficient variable region sequence to confer binding specificity. A full-length heavy chain has a molecular weight of around 50,000 Daltons and includes a variable region domain (abbreviated herein as VH), and three constant region domains (abbreviated herein as CH1, CH2, and CH3). The term “VH fragment” means a fragment of the heavy chain of a monoclonal antibody that includes all or part of the heavy chain variable region, including CDRs. A VH fragment can further include heavy chain constant region sequences. The number of heavy chain constant region domains will depend on the isotype. The VH domain is at the amino-terminus of the polypeptide, and the CH domains are at the carboxy-terminus, with the CH3 being closest to the —COOH end. The isotype of an antibody can be IgM, IgD, IgG, IgA, or IgE and is defined by the heavy chains present of which there are five classifications: mu (μ), delta (δ), gamma (γ), alpha (α), or epsilon (ε) chains, respectively. IgG has several subtypes, including, but not limited to, IgG1, IgG2, IgG3, and IgG4. IgM subtypes include IgM1 and IgM2. IgA subtypes include IgA1 and IgA2.


VI. Antibody Conjugates

Aspects of the disclosure relate to antibodies against a peptide of the disclosure, generally of the monoclonal type, that are linked to at least one agent to form an antibody conjugate. In order to increase the efficacy of antibody molecules as diagnostic or therapeutic agents, it is conventional to link or covalently bind or complex at least one desired molecule or moiety. Such a molecule or moiety may be, but is not limited to, at least one effector or reporter molecule. Effector molecules comprise molecules having a desired activity, e.g., cytotoxic activity. Non-limiting examples of effector molecules which have been attached to antibodies include toxins, anti-tumor agents, therapeutic enzymes, radio-labeled nucleotides, antiviral agents, chelating agents, cytokines, growth factors, and oligo- or poly-nucleotides. By contrast, a reporter molecule is defined as any moiety which may be detected using an assay. Non-limiting examples of reporter molecules which have been conjugated to antibodies include enzymes, radiolabels, haptens, fluorescent labels, phosphorescent molecules, chemiluminescent molecules, chromophores, luminescent molecules, photoaffinity molecules, colored particles or ligands, such as biotin.


Any antibody of sufficient selectivity, specificity or affinity may be employed as the basis for an antibody conjugate. Such properties may be evaluated using conventional immunological screening methodology known to those of skill in the art. Sites for binding to biological active molecules in the antibody molecule, in addition to the canonical antigen binding sites, include sites that reside in the variable domain that can bind pathogens, B-cell superantigens, the T cell co-receptor CD4 and the HIV-1 envelope (Sasso et al., 1989; Shorki et al., 1991; Silvermann et al., 1995; Cleary et al., 1994; Lenert et al., 1990; Berberian et al., 1993; Kreier et al., 1991). In addition, the variable domain is involved in antibody self-binding (Kang et al., 1988), and contains epitopes (idiotopes) recognized by anti-antibodies (Kohler et al., 1989).


Certain examples of antibody conjugates are those conjugates in which the antibody is linked to a detectable label. “Detectable labels” are compounds and/or elements that can be detected due to their specific functional properties, and/or chemical characteristics, the use of which allows the antibody to which they are attached to be detected, and/or further quantified if desired. Another such example is the formation of a conjugate comprising an antibody linked to a cytotoxic or anti-cellular agent, and may be termed “immunotoxins”.


Antibody conjugates are generally preferred for use as diagnostic agents. Antibody diagnostics generally fall within two classes, those for use in in vitro diagnostics, such as in a variety of immunoassays, and/or those for use in vivo diagnostic protocols, generally known as “antibody-directed imaging”.


Many appropriate imaging agents are known in the art, as are methods for their attachment to antibodies (see, for e.g., U.S. Pat. Nos. 5,021,236; 4,938,948; and 4,472,509, each incorporated herein by reference). The imaging moieties used can be paramagnetic ions; radioactive isotopes; fluorochromes; NMR-detectable substances; X-ray imaging.


In the case of paramagnetic ions, one might mention by way of example ions such as chromium (III), manganese (II), iron (III), iron (II), cobalt (II), nickel (II), copper (II), neodymium (III), samarium (III), ytterbium (III), gadolinium (III), vanadium (II), terbium (III), dysprosium (III), holmium (III) and/or erbium (III), with gadolinium being particularly preferred. Ions useful in other contexts, such as X-ray imaging, include but are not limited to lanthanum (III), gold (III), lead (II), and especially bismuth (III).


In the case of radioactive isotopes for therapeutic and/or diagnostic application, one might mention astatine211, 14carbon, 51chromium, 36chlorine, 57cobalt, 58cobalt, copper67, 152Eu, gallium67, 3hydrogen, iodine123, iodine125, iodine131, indium111, 59iron, 32phosphorus, rhenium 186, rhenium 18, 75 selenium, 35 sulphur, technicium99m and/or yttrium 90, 125I is often being preferred for use in certain aspects, and technicium99m and/or indium111 are also often preferred due to their low energy and suitability for long range detection. Radioactively labeled monoclonal antibodies of the present invention may be produced according to well-known methods in the art. For instance, monoclonal antibodies can be iodinated by contact with sodium and/or potassium iodide and a chemical oxidizing agent such as sodium hypochlorite, or an enzymatic oxidizing agent, such as lactoperoxidase. Monoclonal antibodies according to the invention may be labeled with technetium99m by ligand exchange process, for example, by reducing pertechnate with stannous solution, chelating the reduced technetium onto a Sephadex column and applying the antibody to this column. Alternatively, direct labeling techniques may be used, e.g., by incubating pertechnate, a reducing agent such as SNCl2, a buffer solution such as sodium-potassium phthalate solution, and the antibody. Intermediary functional groups which are often used to bind radioisotopes which exist as metallic ions to antibody are diethylenetriaminepentaacetic acid (DTPA) or ethylene diaminetetracetic acid (EDTA).


Among the fluorescent labels contemplated for use as conjugates include Alexa 350, Alexa 430, AMCA, BODIPY 630/650, BODIPY 650/665, BODIPY-FL, BODIPY-R6G, BODIPY-TMR, BODIPY-TRX, Cascade Blue, Cy3, Cy5,6-FAM, Fluorescein Isothiocyanate, HEX, 6-JOE, Oregon Green 488, Oregon Green 500, Oregon Green 514, Pacific Blue, REG, Rhodamine Green, Rhodamine Red, Renographin, ROX, TAMRA, TET, Tetramethylrhodamine, and/or Texas Red.


Another type of antibody conjugates contemplated in the present invention are those intended primarily for use in vitro, where the antibody is linked to a secondary binding ligand and/or to an enzyme (an enzyme tag) that will generate a colored product upon contact with a chromogenic substrate. Examples of suitable enzymes include urease, alkaline phosphatase, (horseradish) hydrogen peroxidase or glucose oxidase. Preferred secondary binding ligands are biotin and/or avidin and streptavidin compounds. The use of such labels is well known to those of skill in the art and are described, for example, in U.S. Pat. Nos. 3,817,837; 3,850,752; 3,939,350; 3,996,345; 4,277,437; 4,275,149 and 4,366,241; each incorporated herein by reference.


Yet another known method of site-specific attachment of molecules to antibodies comprises the reaction of antibodies with hapten-based affinity labels. Essentially, hapten-based affinity labels react with amino acids in the antigen binding site, thereby destroying this site and blocking specific antigen reaction. However, this may not be advantageous since it results in loss of antigen binding by the antibody conjugate.


Molecules containing azido groups may also be used to form covalent bonds to proteins through reactive nitrene intermediates that are generated by low intensity ultraviolet light (Potter & Haley, 1983). In particular, 2- and 8-azido analogues of purine nucleotides have been used as site-directed photoprobes to identify nucleotide binding proteins in crude cell extracts (Owens & Haley, 1987; Atherton et al., 1985). The 2- and 8-azido nucleotides have also been used to map nucleotide binding domains of purified proteins (Khatoon et al., 1989; King et al., 1989; and Dholakia et al., 1989) and may be used as antibody binding agents.


Several methods are known in the art for the attachment or conjugation of an antibody to its conjugate moiety. Some attachment methods involve the use of a metal chelate complex employing, for example, an organic chelating agent such a diethylenetriaminepentaacetic acid anhydride (DTPA); ethylenetriaminetetraacetic acid; N-chloro-p-toluenesulfonamide; and/or tetrachloro-3α-6α-diphenylglycouril-3 attached to the antibody (U.S. Pat. Nos. 4,472,509 and 4,938,948, each incorporated herein by reference). Monoclonal antibodies may also be reacted with an enzyme in the presence of a coupling agent such as glutaraldehyde or periodate. Conjugates with fluorescein markers are prepared in the presence of these coupling agents or by reaction with an isothiocyanate. In U.S. Pat. No. 4,938,948, imaging of breast tumors is achieved using monoclonal antibodies and the detectable imaging moieties are bound to the antibody using linkers such as methyl-p-hydroxybenzimidate or N-succinimidyl-3-(4-hydroxyphenyl)propionate.


In other aspects, derivatization of immunoglobulins by selectively introducing sulfhydryl groups in the Fc region of an immunoglobulin, using reaction conditions that do not alter the antibody combining site are contemplated. Antibody conjugates produced according to this methodology are disclosed to exhibit improved longevity, specificity and sensitivity (U.S. Pat. No. 5,196,066, incorporated herein by reference). Site-specific attachment of effector or reporter molecules, wherein the reporter or effector molecule is conjugated to a carbohydrate residue in the Fc region have also been disclosed in the literature (O'Shannessy et al., 1987). This approach has been reported to produce diagnostically and therapeutically promising antibodies which are currently in clinical evaluation.


In another aspect of the disclosure, the antibody may be linked to semiconductor nanocrystals such as those described in U.S. Pat. Nos. 6,048,616; 5,990,479; 5,690,807; 5,505,928; 5,262,357 (all of which are incorporated herein in their entireties); as well as PCT Publication No. 99/26299 (published May 27, 1999). In particular, exemplary materials for use as semiconductor nanocrystals in the biological and chemical assays of the present invention include, but are not limited to those described above, including group II-VI, III-V and group IV semiconductors such as ZnS, ZnSe, ZnTe, CdS, CdSe, CdTe, MgS, MgSe, MgTe, CaS, CaSe, CaTe, SrS, SrSe, SrTe, BaS, BaSe, BaTe, GaN, GaP, GaAs, GaSb, InP, InAs, InSb, AIS, AIP, AlSb, PbS, PbSe, Ge and Si and ternary and quaternary mixtures thereof. Methods for linking semiconductor nanocrystals to antibodies are described in U.S. Pat. Nos. 6,630,307 and 6,274,323.


In still further aspects, the present invention concerns immunodetection methods for binding, purifying, removing, quantifying and/or otherwise generally detecting biological components such as T cells or that selectively bind or recognize a peptide of the disclosure. In some aspects, a tetramer assay may be used with the present invention. Tetramer assays generally involve generating soluble peptide-MHC tetramers that may bind antigen specific T lymphocytes, and methods for tetramer assays are described, e.g., in Altman et al. (1996). Some immunodetection methods that may be used include, e.g., enzyme linked immunosorbent assay (ELISA), radioimmunoassay (RIA), immunoradiometric assay, fluoroimmunoassay, chemiluminescent assay, bioluminescent assay, tetramer assay, and Western blot. The steps of various useful immunodetection methods have been described in the scientific literature, such as, e.g., Doolittle and Ben-Zeev, 1999; Gulbis and Galand, 1993; De Jager et al., 1993; and Nakamura et al., 1987, each incorporated herein by reference.


VII. MHC Polypeptides

Aspects of the disclosure relate to compositions comprising MHC polypeptides. In some aspects, the MHC polypeptide comprises at least 2, 3, or 4 MHC polypeptides that may be expressed as separate polypeptides or as a fusion protein. Presentation of antigens to T cells is mediated by two distinct classes of molecules MHC class I (MHC-I) and MHC class II (MHC-II) (also identified as “pMHC” herein), which utilize distinct antigen processing pathways. Peptides derived from intracellular antigens are presented to CD8+ T cells by MHC class I molecules, which are expressed on virtually all cells, while extracellular antigen-derived peptides are presented to CD4+ T cells by MHC-II molecules. In certain aspects, a particular antigen is identified and presented in the antigen-MHC complex in the context of an appropriate MHC class I or II polypeptide. In certain aspects, the genetic makeup of a subject may be assessed to determine which MHC polypeptide is to be used for a particular patient and a particular set of peptides. In certain aspects, the MHC class 1 polypeptide comprises all or part of a HLA-A. HLA-B, HLA-C, HLA-E, HLA-F, HLA-G or CD-1 molecule. In aspects wherein the MHC polypeptide is a MHC class II polypeptide, the MHC class II polypeptide can comprise all or a part of a HLA-DR, HLA-DQ, or HLA-DP.


Non-classical MHC polypeptides are also contemplated for use in MHC complexes of the invention. Non-classical MHC polypeptides are non-polymorphic, conserved among species, and possess narrow, deep, hydrophobic ligand binding pockets. These binding pockets are capable of presenting glycolipids and phospholipids to Natural Killer T (NKT) cells or certain subsets of CD8+ T-cells such as Qa1, HLA-E-restricted CD8+ T-cells, or MAIT cells. NKT cells represent a unique lymphocyte population that co-express NK cell markers and a semi-invariant T cell receptor (TCR). They are implicated in the regulation of immune responses associated with a broad range of diseases.


VIII. Host Cells

As used herein, the terms “cell,” “cell line,” and “cell culture” may be used interchangeably. All of these terms also include both freshly isolated cells and ex vivo cultured, activated or expanded cells. All of these terms also include their progeny, which is any and all subsequent generations. It is understood that all progeny may not be identical due to deliberate or inadvertent mutations. In the context of expressing a heterologous nucleic acid sequence, “host cell” refers to a prokaryotic or eukaryotic cell, and it includes any transformable organism that is capable of replicating a vector or expressing a heterologous gene encoded by a vector. A host cell can, and has been, used as a recipient for vectors or viruses. A host cell may be “transfected” or “transformed.” which refers to a process by which exogenous nucleic acid, such as a recombinant protein-encoding sequence, is transferred or introduced into the host cell. A transformed cell includes the primary subject cell and its progeny.


In certain aspects transfection can be carried out on any prokaryotic or eukaryotic cell. In some aspects electroporation involves transfection of a human cell. In other aspects electroporation involves transfection of an animal cell. In certain aspects transfection involves transfection of a cell line or a hybrid cell type. In some aspects the cell or cells being transfected are cancer cells, tumor cells or immortalized cells. In some instances tumor, cancer, immortalized cells or cell lines are induced and in other instances tumor, cancer, immortalized cells or cell lines enter their respective state or condition naturally. In certain aspects the cells or cell lines can be A549, B-cells, B16, BHK-21, C2C12, C6, CaCo-2, CAP/, CAP-T, CHO, CHO2, CHO-DG44, CHO-K1, COS-1, Cos-7, CV-1, Dendritic cells, DLD-1, Embryonic Stem (ES) Cell or derivative, H1299, HEK, 293, 293T, 293FT. Hep G2, Hematopoietic Stem Cells, HOS, Huh-7, Induced Pluripotent Stem (iPS) Cell or derivative, Jurkat, K562, L5278Y, LNCaP, MCF7, MDA-MB-231, MDCK, Mesenchymal Cells, Min-6, Monocytic cell, Neuro2a, NIH 3T3, NIH3T3L1, K562, NK-cells, NSO, Panc-1, PC12, PC-3, Peripheral blood cells, Plasma cells, Primary Fibroblasts, RBL, Renca, RLE, SF21, SF9, SH-SY5Y, SK-MES-1, SK-N-SH, SL3, SW403, Stimulus-triggered Acquisition of Pluripotency (STAP) cell or derivate SW403, T-cells, THP-1, Tumor cells, U2OS, U937, peripheral blood lymphocytes, expanded T cells, hematopoietic stem cells, or Vero cells.


IX. Additional Agents
A. Immunostimulators

In some aspects, the method further comprises administration of an additional agent. In some aspects, the additional agent is an immunostimulator. The term “immunostimulator” as used herein refers to a compound that can stimulate an immune response in a subject, and may include an adjuvant. In some aspects, an immunostimulator is an agent that does not constitute a specific antigen, but can boost the strength and longevity of an immune response to an antigen. Such immunostimulators may include, but are not limited to stimulators of pattern recognition receptors, such as Toll-like receptors, RIG-1 and NOD-like receptors (NLR), mineral salts, such as alum, alum combined with monphosphoryl lipid (MPL) A of Enterobacteria, such as Escherihia coli, Salmonella minnesota, Salmonella typhimurium, or Shigella flexneri or specifically with MPL®. (ASO4), MPL A of above-mentioned bacteria separately, saponins, such as QS-21, Quil-A, ISCOMs, ISCOMATRIX, emulsions such as MF59, Montanide, ISA 51 and ISA 720, AS02 (QS21+squalenc+MPL.), liposomes and liposomal formulations such as AS01, synthesized or specifically prepared microparticles and microcarriers such as bacteria-derived outer membrane vesicles (OMV) of N. gonorrheae, Chlamydia trachomatis and others, or chitosan particles, depot-forming agents, such as Pluronic block co-polymers, specifically modified or prepared peptides, such as muramyl dipeptide, aminoalkyl glucosaminide 4-phosphates, such as RC529, or proteins, such as bacterial toxoids or toxin fragments.


In some aspects, the additional agent comprises an agonist for pattern recognition receptors (PRR), including, but not limited to Toll-Like Receptors (TLRs), specifically TLRs 2, 3, 4, 5, 7, 8, 9 and/or combinations thereof. In some aspects, additional agents comprise agonists for Toll-Like Receptors 3, agonists for Toll-Like Receptors 7 and 8, or agonists for Toll-Like Receptor 9; preferably the recited immunostimulators comprise imidazoquinolines; such as R848; adenine derivatives, such as those disclosed in U.S. Pat. No. 6,329,381, U.S. Published Patent Application 2010/0075995, or WO 2010/018132; immunostimulatory DNA; or immunostimulatory RNA. In some aspects, the additional agents also may comprise immunostimulatory RNA molecules, such as but not limited to dsRNA, poly I:C or poly I:poly C12U (available as Ampligen®, both poly I:C and poly I:polyC12U being known as TLR3 stimulants), and/or those disclosed in F. Heil et al., “Species-Specific Recognition of Single-Stranded RNA via Toll-like Receptor 7 and 8” Science 303(5663), 1526-1529 (2004); J. Vollmer et al., “Immune modulation by chemically modified ribonucleosides and oligoribonucleotides” WO 2008033432 A2; A. Forsbach et al., “Immunostimulatory oligoribonucleotides containing specific sequence motif(s) and targeting the Toll-like receptor 8 pathway” WO 2007062107 A2; E. Uhlmann et al., “Modified oligoribonucleotide analogs with enhanced immunostimulatory activity” U.S. Pat. Appl. Publ. US 2006241076; G. Lipford et al., “Immunostimulatory viral RNA oligonucleotides and use for treating cancer and infections” WO 2005097993 A2; G. Lipford et al., “Immunostimulatory G,U-containing oligoribonucleotides, compositions, and screening methods” WO 2003086280 A2. In some aspects, an additional agent may be a TLR-4 agonist, such as bacterial lipopolysaccharide (LPS), VSV-G, and/or HMGB-1. In some aspects, additional agents may comprise TLR-5 agonists, such as flagellin, or portions or derivatives thereof, including but not limited to those disclosed in U.S. Pat. Nos. 6,130,082, 6,585,980, and 7,192,725.


In some aspects, additional agents may be proinflammatory stimuli released from necrotic cells (e.g., urate crystals). In some aspects, additional agents may be activated components of the complement cascade (e.g., CD21, CD35, etc.). In some aspects, additional agents may be activated components of immune complexes. Additional agents also include complement receptor agonists, such as a molecule that binds to CD21 or CD35. In some aspects, the complement receptor agonist induces endogenous complement opsonization of the synthetic nanocarrier. In some aspects, immunostimulators are cytokines, which are small proteins or biological factors (in the range of 5 kD-20 kD) that are released by cells and have specific effects on cell-cell interaction, communication and behavior of other cells. In some aspects, the cytokine receptor agonist is a small molecule, antibody, fusion protein, or aptamer.


B. Immunotherapies

In some aspects, the additional therapy comprises a cancer immunotherapy. Cancer immunotherapy (sometimes called immuno-oncology, abbreviated IO) is the use of the immune system to treat cancer. Immunotherapies can be categorized as active, passive or hybrid (active and passive). These approaches exploit the fact that cancer cells often have molecules on their surface that can be detected by the immune system, known as tumour-associated antigens (TAAs); they are often proteins or other macromolecules (e.g. carbohydrates). Active immunotherapy directs the immune system to attack tumor cells by targeting TAAs. Passive immunotherapies enhance existing anti-tumor responses and include the use of monoclonal antibodies, lymphocytes and cytokines. Immumotherapies are known in the art, and some are described below.


1. Inhibition of Co-Stimulatory Molecules

In some aspects, the immunotherapy comprises an inhibitor of a co-stimulatory molecule. In some aspects, the inhibitor comprises an inhibitor of B7-1 (CD80), B7-2 (CD86), CD28, ICOS, OX40 (TNFRSF4), 4-1BB (CD137; TNFRSF9), CD40L (CD40LG), GITR (TNFRSF18), and combinations thereof. Inhibitors include inhibitory antibodies, polypeptides, compounds, and nucleic acids.


2. Dendritic Cell Therapy

Dendritic cell therapy provokes anti-tumor responses by causing dendritic cells to present tumor antigens to lymphocytes, which activates them, priming them to kill other cells that present the antigen. Dendritic cells are antigen presenting cells (APCs) in the mammalian immune system. In cancer treatment they aid cancer antigen targeting. One example of cellular cancer therapy based on dendritic cells is sipuleucel-T.


One method of inducing dendritic cells to present tumor antigens is by vaccination with autologous tumor lysates or short peptides (small parts of protein that correspond to the protein antigens on cancer cells). These peptides are often given in combination with adjuvants (highly immunogenic substances) to increase the immune and anti-tumor responses. Other adjuvants include proteins or other chemicals that attract and/or activate dendritic cells, such as granulocyte macrophage colony-stimulating factor (GM-CSF).


Dendritic cells can also be activated in vivo by making tumor cells express GM-CSF. This can be achieved by either genetically engineering tumor cells to produce GM-CSF or by infecting tumor cells with an oncolytic virus that expresses GM-CSF.


Another strategy is to remove dendritic cells from the blood of a patient and activate them outside the body. The dendritic cells are activated in the presence of tumor antigens, which may be a single tumor-specific peptide/protein or a tumor cell lysate (a solution of broken down tumor cells). These cells (with optional adjuvants) are infused and provoke an immune response.


Dendritic cell therapies include the use of antibodies that bind to receptors on the surface of dendritic cells. Antigens can be added to the antibody and can induce the dendritic cells to mature and provide immunity to the tumor. Dendritic cell receptors such as TLR3, TLR7. TLR8 or CD40 have been used as antibody targets.


3. CAR-T Cell Therapy

Chimeric antigen receptors (CARs, also known as chimeric immunoreceptors, chimeric T cell receptors or artificial T cell receptors) are engineered receptors that combine a new specificity with an immune cell to target cancer cells. Typically, these receptors graft the specificity of a monoclonal antibody onto a T cell. The receptors are called chimeric because they are fused of parts from different sources. CAR-T cell therapy refers to a treatment that uses such transformed cells for cancer therapy.


The basic principle of CAR-T cell design involves recombinant receptors that combine antigen-binding and T-cell activating functions. The general premise of CAR-T cells is to artificially generate T-cells targeted to markers found on cancer cells. Scientists can remove T-cells from a person, genetically alter them, and put them back into the patient for them to attack the cancer cells. Once the T cell has been engineered to become a CAR-T cell, it acts as a “living drug”. CAR-T cells create a link between an extracellular ligand recognition domain to an intracellular signalling molecule which in turn activates T cells. The extracellular ligand recognition domain is usually a single-chain variable fragment (scFv). An important aspect of the safety of CAR-T cell therapy is how to ensure that only cancerous tumor cells are targeted, and not normal cells. The specificity of CAR-T cells is determined by the choice of molecule that is targeted.


Exemplary CAR-T therapies include Tisagenlecleucel (Kymriah) and Axicabtagene ciloleucel (Yescarta). In some aspects, the CAR-T therapy targets CD19.


4. Cytokine Therapy

Cytokines are proteins produced by many types of cells present within a tumor. They can modulate immune responses. The tumor often employs them to allow it to grow and reduce the immune response. These immune-modulating effects allow them to be used as drugs to provoke an immune response. Two commonly used cytokines are interferons and interleukins.


Interferons are produced by the immune system. They are usually involved in anti-viral response, but also have use for cancer. They fall in three groups: type I (IFNα and IFNβ), type II (IFNγ) and type III (IFNλ).


Interleukins have an array of immune system effects. IL-2 is an exemplary interleukin cytokine therapy.


5. Adoptive T-Cell Therapy

Adoptive T cell therapy is a form of passive immunization by the transfusion of T-cells (adoptive cell transfer). They are found in blood and tissue and usually activate when they find foreign pathogens. Specifically they activate when the T-cell's surface receptors encounter cells that display parts of foreign proteins on their surface antigens. These can be either infected cells, or antigen presenting cells (APCs). They are found in normal tissue and in tumor tissue, where they are known as tumor infiltrating lymphocytes (TILs). They are activated by the presence of APCs such as dendritic cells that present tumor antigens. Although these cells can attack the tumor, the environment within the tumor is highly immunosuppressive, preventing immune-mediated tumour death.


Multiple ways of producing and obtaining tumour targeted T-cells have been developed. T-cells specific to a tumor antigen can be removed from a tumor sample (TILs) or filtered from blood. Subsequent activation and culturing is performed ex vivo, with the results reinfused. Activation can take place through gene therapy, or by exposing the T cells to tumor antigens.


6. Checkpoint Inhibitors and Combination Treatment

In some aspects, the additional therapy comprises immune checkpoint inhibitors. Certain aspects are further described below.


a. PD-1, PDL1, and PDL2 Inhibitors


PD-1 can act in the tumor microenvironment where T cells encounter an infection or tumor. Activated T cells upregulate PD-1 and continue to express it in the peripheral tissues. Cytokines such as IFN-gamma induce the expression of PDL1 on epithelial cells and tumor cells. PDL2 is expressed on macrophages and dendritic cells. The main role of PD-1 is to limit the activity of effector T cells in the periphery and prevent excessive damage to the tissues during an immune response. Inhibitors of the disclosure may block one or more functions of PD-1 and/or PDL1 activity.


Alternative names for “PD-1” include CD279 and SLEB2. Alternative names for “PDL1” include B7-H1, B7-4, CD274, and B7-H. Alternative names for “PDL2” include B7-DC. Btdc, and CD273. In some aspects, PD-1, PDL1, and PDL2 are human PD-1, PDL1 and PDL2.


In some aspects, the PD-1 inhibitor is a molecule that inhibits the binding of PD-1 to its ligand binding partners. In a specific aspect, the PD-1 ligand binding partners are PDL1 and/or PDL2. In another aspect, a PDL1 inhibitor is a molecule that inhibits the binding of PDL1 to its binding partners. In a specific aspect, PDL1 binding partners are PD-1 and/or B7-1. In another aspect, the PDL2 inhibitor is a molecule that inhibits the binding of PDL2 to its binding partners. In a specific aspect, a PDL2 binding partner is PD-1. The inhibitor may be an antibody, an antigen binding fragment thereof, an immunoadhesin, a fusion protein, or oligopeptide. Exemplary antibodies are described in U.S. Pat. Nos. 8,735,553, 8,354,509, and 8,008,449, all incorporated herein by reference. Other PD-1 inhibitors for use in the methods and compositions provided herein are known in the art such as described in U.S. Patent Application Nos. US2014/0294898, US2014/022021, and US2011/0008369, all incorporated herein by reference.


In some aspects, the PD-1 inhibitor is an anti-PD-1 antibody (e.g., a human antibody, a humanized antibody, or a chimeric antibody). In some aspects, the anti-PD-1 antibody is selected from the group consisting of nivolumab, pembrolizumab, and pidilizumab. In some aspects, the PD-1 inhibitor is an immunoadhesin (e.g., an immunoadhesin comprising an extracellular or PD-1 binding portion of PDL1 or PDL2 fused to a constant region (e.g., an Fc region of an immunoglobulin sequence). In some aspects, the PDL1 inhibitor comprises AMP-224. Nivolumab, also known as MDX-1106-04, MDX-1106, ONO-4538, BMS-936558, and OPDIVO®, is an anti-PD-1 antibody described in WO2006/121168. Pembrolizumab, also known as MK-3475, Merck 3475, lambrolizumab, KEYTRUDA®, and SCH-900475, is an anti-PD-1 antibody described in WO2009/114335. Pidilizumab, also known as CT-011, hBAT, or hBAT-1, is an anti-PD-1 antibody described in WO2009/101611. AMP-224, also known as B7-DCIg, is a PDL2-Fc fusion soluble receptor described in WO2010/027827 and WO2011/066342. Additional PD-1 inhibitors include MEDI0680, also known as AMP-514, and REGN2810.


In some aspects, the immune checkpoint inhibitor is a PDL1 inhibitor such as Durvalumab, also known as MEDI4736, atezolizumab, also known as MPDL3280A, avelumab, also known as MSB00010118C, MDX-1105, BMS-936559, or combinations thereof. In certain aspects, the immune checkpoint inhibitor is a PDL2 inhibitor such as rHIgM12B7.


In some aspects, the inhibitor comprises the heavy and light chain CDRs or VRs of nivolumab, pembrolizumab, or pidilizumab. Accordingly, in one aspect, the inhibitor comprises the CDR1, CDR2, and CDR3 domains of the VH region of nivolumab, pembrolizumab, or pidilizumab, and the CDR1, CDR2 and CDR3 domains of the VL region of nivolumab, pembrolizumab, or pidilizumab. In another aspect, the antibody competes for binding with and/or binds to the same epitope on PD-1, PDL1, or PDL2 as the above-mentioned antibodies. In another aspect, the antibody has at least about 70, 75, 80, 85, 90, 95, 97, or 99% (or any derivable range therein) variable region amino acid sequence identity with the above-mentioned antibodies.


b. CTLA-4, B7-1, and B7-2


Another immune checkpoint that can be targeted in the methods provided herein is the cytotoxic T-lymphocyte-associated protein 4 (CTLA-4), also known as CD152. The complete cDNA sequence of human CTLA-4 has the Genbank accession number L15006. CTLA-4 is found on the surface of T cells and acts as an “off” switch when bound to B7-1 (CD80) or B7-2 (CD86) on the surface of antigen-presenting cells. CTLA4 is a member of the immunoglobulin superfamily that is expressed on the surface of Helper T cells and transmits an inhibitory signal to T cells. CTLA4 is similar to the T-cell co-stimulatory protein, CD28, and both molecules bind to B7-1 and B7-2 on antigen-presenting cells. CTLA-4 transmits an inhibitory signal to T cells, whereas CD28 transmits a stimulatory signal. Intracellular CTLA-4 is also found in regulatory T cells and may be important to their function. T cell activation through the T cell receptor and CD28 leads to increased expression of CTLA-4, an inhibitory receptor for B7 molecules. Inhibitors of the disclosure may block one or more functions of CTLA-4, B7-1, and/or B7-2 activity. In some aspects, the inhibitor blocks the CTLA-4 and B7-1 interaction. In some aspects, the inhibitor blocks the CTLA-4 and B7-2 interaction.


In some aspects, the immune checkpoint inhibitor is an anti-CTLA-4 antibody (e.g., a human antibody, a humanized antibody, or a chimeric antibody), an antigen binding fragment thereof, an immunoadhesin, a fusion protein, or oligopeptide.


Anti-human-CTLA-4 antibodies (or VH and/or VL domains derived therefrom) suitable for use in the present methods can be generated using methods well known in the art. Alternatively, art recognized anti-CTLA-4 antibodies can be used. For example, the anti-CTLA-4 antibodies disclosed in: U.S. Pat. No. 8,119,129, WO 01/14424, WO 98/42752; WO 00/37504 (CP675,206, also known as tremelimumab; formerly ticilimumab), U.S. Pat. No. 6,207,156; Hurwitz et al., 1998; can be used in the methods disclosed herein. The teachings of each of the aforementioned publications are hereby incorporated by reference. Antibodies that compete with any of these art-recognized antibodies for binding to CTLA-4 also can be used. For example, a humanized CTLA-4 antibody is described in International Patent Application No. WO2001/014424, WO2000/037504, and U.S. Pat. No. 8,017,114; all incorporated herein by reference.


A further anti-CTLA-4 antibody useful as a checkpoint inhibitor in the methods and compositions of the disclosure is ipilimumab (also known as 10D1, MDX-010, MDX-101, and Yervoy®) or antigen binding fragments and variants thereof (see, e.g., WO01/14424).


In some aspects, the inhibitor comprises the heavy and light chain CDRs or VRs of tremelimumab or ipilimumab. Accordingly, in one aspect, the inhibitor comprises the CDR1. CDR2, and CDR3 domains of the VH region of tremelimumab or ipilimumab, and the CDR1, CDR2 and CDR3 domains of the VL region of tremelimumab or ipilimumab. In another aspect, the antibody competes for binding with and/or binds to the same epitope on PD-1, B7-1, or B7-2 as the above-mentioned antibodies. In another aspect, the antibody has at least about 70, 75, 80, 85, 90, 95, 97, or 99% (or any derivable range therein) variable region amino acid sequence identity with the above-mentioned antibodies.


C. Oncolytic Virus

In some aspects, the additional therapy comprises an oncolytic virus. An oncolytic virus is a virus that preferentially infects and kills cancer cells. As the infected cancer cells are destroyed by oncolysis, they release new infectious virus particles or virions to help destroy the remaining tumour. Oncolytic viruses are thought not only to cause direct destruction of the tumour cells, but also to stimulate host anti-tumour immune responses for long-term immunotherapy


D. Polysaccharides

In some aspects, the additional therapy comprises polysaccharides. Certain compounds found in mushrooms, primarily polysaccharides, can up-regulate the immune system and may have anti-cancer properties. For example, beta-glucans such as lentinan have been shown in laboratory studies to stimulate macrophage, NK cells, T cells and immune system cytokines and have been investigated in clinical trials as immunologic adjuvants.


E. Chemotherapies

In some aspects, the additional therapy comprises a chemotherapy. Suitable classes of chemotherapeutic agents include (a) Alkylating Agents, such as nitrogen mustards (e.g., mechlorethamine, cylophosphamide, ifosfamide, melphalan, chlorambucil), ethylenimines and methylmelamines (e.g., hexamethylmelamine, thiotepa), alkyl sulfonates (e.g., busulfan), nitrosoureas (e.g., carmustine, lomustine, chlorozoticin, streptozocin) and triazines (e.g., dicarbazine), (b) Antimetabolites, such as folic acid analogs (e.g., methotrexate), pyrimidine analogs (e.g., 5-fluorouracil, floxuridine, cytarabine, azauridine) and purine analogs and related materials (e.g., 6-mercaptopurine, 6-thioguanine, pentostatin), (c) Natural Products, such as vinca alkaloids (e.g., vinblastine, vincristine), epipodophylotoxins (e.g., etoposide, teniposide), antibiotics (e.g., dactinomycin, daunorubicin, doxorubicin, bleomycin, plicamycin and mitoxanthrone), enzymes (e.g., L-asparaginase), and biological response modifiers (e.g., Interferon-α), and (d) Miscellaneous Agents, such as platinum coordination complexes (e.g., cisplatin, carboplatin), substituted ureas (e.g., hydroxyurea), methylhydiazine derivatives (e.g., procarbazine), and adrcocortical suppressants (e.g., taxol and mitotane). In some aspects, cisplatin is a particularly suitable chemotherapeutic agent.


Cisplatin has been widely used to treat cancers such as, for example, metastatic testicular or ovarian carcinoma, advanced bladder cancer, head or neck cancer, cervical cancer, lung cancer or other tumors. Cisplatin is not absorbed orally and must therefore be delivered via other routes such as, for example, intravenous, subcutaneous, intratumoral or intraperitoneal injection. Cisplatin can be used alone or in combination with other agents, with efficacious doses used in clinical applications including about 15 mg/m2 to about 20 mg/m2 for 5 days every three weeks for a total of three courses being contemplated in certain aspects. In some aspects, the amount of cisplatin delivered to the cell and/or subject in conjunction with the construct comprising an Egr-1 promoter operably linked to a polynucleotide encoding the therapeutic polypeptide is less than the amount that would be delivered when using cisplatin alone.


Other suitable chemotherapeutic agents include antimicrotubule agents, e.g., Paclitaxel (“Taxol”) and doxorubicin hydrochloride (“doxorubicin”). The combination of an Egr-1 promoter/TNFα construct delivered via an adenoviral vector and doxorubicin was determined to be effective in overcoming resistance to chemotherapy and/or TNF-α, which suggests that combination treatment with the construct and doxorubicin overcomes resistance to both doxorubicin and TNF-α.


Doxorubicin is absorbed poorly and is preferably administered intravenously. In certain aspects, appropriate intravenous doses for an adult include about 60 mg/m2 to about 75 mg/m2 at about 21-day intervals or about 25 mg/m2 to about 30 mg/m2 on each of 2 or 3 successive days repeated at about 3 week to about 4 week intervals or about 20 mg/m2 once a week. The lowest dose should be used in elderly patients, when there is prior bone-marrow depression caused by prior chemotherapy or neoplastic marrow invasion, or when the drug is combined with other myelopoietic suppressant drugs.


Nitrogen mustards are another suitable chemotherapeutic agent useful in the methods of the disclosure. A nitrogen mustard may include, but is not limited to, mechlorethamine (HN2), cyclophosphamide and/or ifosfamide, melphalan (L-sarcolysin), and chlorambucil. Cyclophosphamide (CYTOXAN®) is available from Mead Johnson and NEOSTAR® is available from Adria), is another suitable chemotherapeutic agent. Suitable oral doses for adults include, for example, about 1 mg/kg/day to about 5 mg/kg/day, intravenous doses include, for example, initially about 40 mg/kg to about 50 mg/kg in divided doses over a period of about 2 days to about 5 days or about 10 mg/kg to about 15 mg/kg about every 7 days to about 10 days or about 3 mg/kg to about 5 mg/kg twice a week or about 1.5 mg/kg/day to about 3 mg/kg/day. Because of adverse gastrointestinal effects, the intravenous route is preferred. The drug also sometimes is administered intramuscularly, by infiltration or into body cavities.


Additional suitable chemotherapeutic agents include pyrimidine analogs, such as cytarabine (cytosine arabinoside), 5-fluorouracil (fluouracil; 5-FU) and floxuridine (fluoride-oxyuridine; FudR). 5-FU may be administered to a subject in a dosage of anywhere between about 7.5 to about 1000 mg/m2. Further, 5-FU dosing schedules may be for a variety of time periods, for example up to six weeks, or as determined by one of ordinary skill in the art to which this disclosure pertains.


Gemcitabine diphosphate (GEMZAR®, Eli Lilly & Co., “gemcitabine”), another suitable chemotherapeutic agent, is recommended for treatment of advanced and metastatic pancreatic cancer, and will therefore be useful in the present disclosure for these cancers as well.


The amount of the chemotherapeutic agent delivered to the patient may be variable. In one suitable aspect, the chemotherapeutic agent may be administered in an amount effective to cause arrest or regression of the cancer in a host, when the chemotherapy is administered with the construct. In other aspects, the chemotherapeutic agent may be administered in an amount that is anywhere between 2 to 10,000 fold less than the chemotherapeutic effective dose of the chemotherapeutic agent. For example, the chemotherapeutic agent may be administered in an amount that is about 20 fold less, about 500 fold less or even about 5000 fold less than the chemotherapeutic effective dose of the chemotherapeutic agent. The chemotherapeutics of the disclosure can be tested in vivo for the desired therapeutic activity in combination with the construct, as well as for determination of effective dosages. For example, such compounds can be tested in suitable animal model systems prior to testing in humans, including, but not limited to, rats, mice, chicken, cows, monkeys, rabbits, etc. In vitro testing may also be used to determine suitable combinations and dosages, as described in the examples.


F. Radiotherapy

In some aspects, the additional therapy or prior therapy comprises radiation, such as ionizing radiation. As used herein, “ionizing radiation” means radiation comprising particles or photons that have sufficient energy or can produce sufficient energy via nuclear interactions to produce ionization (gain or loss of electrons). An exemplary and preferred ionizing radiation is an x-radiation. Means for delivering x-radiation to a target tissue or cell are well known in the art.


In some aspects, the amount of ionizing radiation is greater than 20 Gy and is administered in one dose. In some aspects, the amount of ionizing radiation is 18 Gy and is administered in three doses. In some aspects, the amount of ionizing radiation is at least, at most, or exactly 2, 4, 6, 8, 10, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 18, 19, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, or 40 Gy (or any derivable range therein). In some aspects, the ionizing radiation is administered in at least, at most, or exactly 1, 2, 3, 4, 5, 6, 7, 8, 9, or 10 does (or any derivable range therein). When more than one dose is administered, the does may be about 1, 4, 8, 12, or 24 hours or 1, 2, 3, 4, 5, 6, 7, or 8 days or 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 14, or 16 weeks apart, or any derivable range therein.


In some aspects, the amount of IR may be presented as a total dose of IR, which is then administered in fractionated doses. For example, in some aspects, the total dose is 50 Gy administered in 10 fractionated doses of 5 Gy each. In some aspects, the total dose is 50-90 Gy, administered in 20-60 fractionated doses of 2-3 Gy each. In some aspects, the total dose of IR is at least, at most, or about 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 125, 130, 135, 140, or 150 (or any derivable range therein). In some aspects, the total dose is administered in fractionated doses of at least, at most, or exactly 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 14, 15, 20, 25, 30, 35, 40, 45, or 50 Gy (or any derivable range therein. In some aspects, at least, at most, or exactly 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, or 100 fractionated doses are administered (or any derivable range therein). In some aspects, at least, at most, or exactly 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, or 12 (or any derivable range therein) fractionated doses are administered per day. In some aspects, at least, at most, or exactly 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, or 30 (or any derivable range therein) fractionated doses are administered per week.


G. Surgery

Approximately 60% of persons with cancer will undergo surgery of some type, which includes preventative, diagnostic or staging, curative, and palliative surgery. Curative surgery includes resection in which all or part of cancerous tissue is physically removed, excised, and/or destroyed and may be used in conjunction with other therapies, such as the treatment of the present aspects, chemotherapy, radiotherapy, hormonal therapy, gene therapy, immunotherapy, and/or alternative therapies. Tumor resection refers to physical removal of at least part of a tumor. In addition to tumor resection, treatment by surgery includes laser surgery, cryosurgery, electrosurgery, and microscopically-controlled surgery (Mohs' surgery).


Upon excision of part or all of cancerous cells, tissue, or tumor, a cavity may be formed in the body. Treatment may be accomplished by perfusion, direct injection, or local application of the area with an additional anti-cancer therapy. Such treatment may be repeated, for example, every 1, 2, 3, 4, 5, 6, or 7 days, or every 1, 2, 3, 4, and 5 weeks or every 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, or 12 months. These treatments may be of varying dosages as well.


H. Other Agents

It is contemplated that other agents may be used in combination with certain aspects of the present aspects to improve the therapeutic efficacy of treatment. These additional agents include agents that affect the upregulation of cell surface receptors and GAP junctions, cytostatic and differentiation agents, inhibitors of cell adhesion, agents that increase the sensitivity of the hyperproliferative cells to apoptotic inducers, or other biological agents. Increases in intercellular signaling by elevating the number of GAP junctions would increase the anti-hyperproliferative effects on the neighboring hyperproliferative cell population. In other aspects, cytostatic or differentiation agents can be used in combination with certain aspects of the present aspects to improve the anti-hyperproliferative efficacy of the treatments. Inhibitors of cell adhesion are contemplated to improve the efficacy of the present aspects. Examples of cell adhesion inhibitors are focal adhesion kinase (FAKs) inhibitors and Lovastatin. It is further contemplated that other agents that increase the sensitivity of a hyperproliferative cell to apoptosis, such as the antibody c225, could be used in combination with certain aspects of the present aspects to improve the treatment efficacy.


X. Proteinaceous Compositions

As used herein, a “protein” “peptide” or “polypeptide” refers to a molecule comprising at least five amino acid residues. As used herein, the term “wild-type” refers to the endogenous version of a molecule that occurs naturally in an organism. In some aspects, wild-type versions of a protein or polypeptide are employed, however, in many aspects of the disclosure, a modified protein or polypeptide is employed to generate an immune response. The terms described above may be used interchangeably. A “modified protein” or “modified polypeptide” or a “variant” refers to a protein or polypeptide whose chemical structure, particularly its amino acid sequence, is altered with respect to the wild-type protein or polypeptide. In some aspects, a modified/variant protein or polypeptide has at least one modified activity or function (recognizing that proteins or polypeptides may have multiple activities or functions). It is specifically contemplated that a modified/variant protein or polypeptide may be altered with respect to one activity or function yet retain a wild-type activity or function in other respects, such as immunogenicity.


Where a protein is specifically mentioned herein, it is in general a reference to a native (wild-type) or recombinant (modified) protein or, optionally, a protein in which any signal sequence has been removed. The protein may be isolated directly from the organism of which it is native, produced by recombinant DNA/exogenous expression methods, or produced by solid-phase peptide synthesis (SPPS) or other in vitro methods. In particular aspects, there are isolated nucleic acid segments and recombinant vectors incorporating nucleic acid sequences that encode a polypeptide (e.g., an antibody or fragment thereof). The term “recombinant” may be used in conjunction with a polypeptide or the name of a specific polypeptide, and this generally refers to a polypeptide produced from a nucleic acid molecule that has been manipulated in vitro or that is a replication product of such a molecule.


In certain aspects the size of a peptide, protein, or polypeptide (wild-type or modified), such as a peptide or protein of the disclosure comprising a peptide of one of SEQ ID NOS: 1-1245 may comprise, but is not limited to, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 110, 120, 130, 140, 150, 160, 170, 180, 190, 200, 210, 220, 230, 240, 250, 275, 300, 325, 350, 375, 400, 425, 450, 475, 500, 525, 550, 575, 600, 625, 650, 675, 700, 725, 750, 775, 800, 825, 850, 875, 900, 925, 950, 975, 1000, 1100, 1200, 1300, 1400, 1500, 1750, 2000, 2250, 2500 amino acid residues or greater, and any range derivable therein. It is contemplated that polypeptides may be mutated by truncation, rendering them shorter than their corresponding wild-type form, also, they might be altered by fusing or conjugating a heterologous protein or polypeptide sequence with a particular function (e.g., for targeting or localization, for enhanced immunogenicity, for purification purposes, etc.). It is specifically contemplated that any one or more peptides of one of SEQ ID NOS: 1-1245 may be excluded in in one or more aspects.


The polypeptides, proteins, or polynucleotides encoding such polypeptides or proteins of the disclosure may include 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, or 50 (or any derivable range therein) or more variant amino acids or nucleic acid substitutions or be at least 60%, 61%, 62%, 63%, 64%, 65%, 66%, 67%, 68%, 69%, 70%, 71%, 72%, 73%, 74%, 75%, 76%, 77%, 78%, 79%, 80%, 81%, 82%, 83%, 84%, 85%, 86%, 87%, 88%, 89%, 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98%, 99%, or 100% (or any derivable range therein) similar, identical, or homologous in sequence to at least, or at most 3, 4, 5, 6, 7, 8, or 9 contiguous amino acids of a peptide of one of SEQ ID NOS:1-1245 or nucleic acids encoding a peptide of one of SEQ ID NOS: 1-1245. In certain aspects, the peptide or polypeptide is not naturally occurring and/or is in a combination of peptides or polypeptides.


In some aspects, the protein or polypeptide may comprise amino acids 1 to 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, or 20 (or any derivable range therein) of a peptide of one of SEQ ID NOS:1-1245. In some aspects, the peptides of the disclosure comprise at least, at most, or exactly 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, or 50 (or any derivable range therein) flanking the caboxy and/or flanking the amino end of a peptide comprising or consisting of 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, or 20 contiguous amino acids of a peptide of one of SEQ ID NOS: 1-1245.


In some aspects, the protein, polypeptide, or nucleic acid may comprise 1, 2, 3, 44, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, or 20 (or any derivable range therein) contiguous amino acids of a peptide of one of SEQ ID NOS:1-1245.


In some aspects, the polypeptide, protein, or nucleic acid may comprise at least, at most, or exactly 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, or 20 (or any derivable range therein) contiguous amino acids of a peptide of one of SEQ ID NOS:1-1245 that are at least, at most, or exactly 60%, 61%, 62%, 63%, 64%, 65%, 66%, 67%, 68%, 69%, 70%, 71%, 72%, 73%, 74%, 75%, 76%, 77%, 78%, 79%, 80%, 81%, 82%, 83%, 84%, 85%, 86%, 87%, 88%, 89%, 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98%, 99%, or 100% (or any derivable range therein) similar, identical, or homologous to a peptide of one of SEQ ID NOS:1-1245.


In some aspects there is a polypeptide (or a nucleic acid molecule encoding such a polypeptide) starting at position 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, or 20 of a peptide of one of SEQ ID NOS: 1-1245 and comprising at least, at most, or exactly 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, or 19 (or any derivable range therein) contiguous amino acids of a peptide of one of SEQ ID NOS: 1-1245.


It is contemplated that in compositions of the disclosure, there is between about 0.001 mg and about 10 mg of total polypeptide, peptide, and/or protein per ml. The concentration of protein in a composition can be about, at least about or at most about 0.001, 0.010, 0.050, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.5, 2.0, 2.5, 3.0, 3.5, 4.0, 4.5, 5.0, 5.5, 6.0, 6.5, 7.0, 7.5, 8.0, 8.5, 9.0, 9.5, 10.0 mg/ml or more (or any range derivable therein).


The following is a discussion of changing the amino acid subunits of a protein to create an equivalent, or even improved, second-generation variant polypeptide or peptide. For example, certain amino acids may be substituted for other amino acids in a protein or polypeptide sequence with or without appreciable loss of interactive binding capacity with structures such as, for example, antigen-binding regions of antibodies or binding sites on substrate molecules. Since it is the interactive capacity and nature of a protein that defines that protein's functional activity, certain amino acid substitutions can be made in a protein sequence and in its corresponding DNA coding sequence, and nevertheless produce a protein with similar or desirable properties. It is thus contemplated by the inventors that various changes may be made in the DNA sequences of genes which encode proteins without appreciable loss of their biological utility or activity.


The term “functionally equivalent codon” is used herein to refer to codons that encode the same amino acid, such as the six different codons for arginine. Also considered are “neutral substitutions” or “neutral mutations” which refers to a change in the codon or codons that encode biologically equivalent amino acids.


Amino acid sequence variants of the disclosure can be substitutional, insertional, or deletion variants. A variation in a polypeptide of the disclosure may affect 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, or more non-contiguous or contiguous amino acids of the protein or polypeptide, as compared to wild-type (or any range derivable therein). A variant can comprise an amino acid sequence that is at least 50%, 60%, 70%, 80%, or 90%, including all values and ranges there between, identical to any sequence provided or referenced herein. A variant can include 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, or more substitute amino acids.


In some aspects, the amino acid at position 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, or 214 of the peptide or polypeptide of one of SEQ ID NOS:1-1245 is substituted with an alanine, arginine, asparagine, aspartic acid, cysteine, glutamine, glutamic acid, glycine, histidine, isoleucine, leucine, lysine, methionine, phenylalanine, proline, serine, threonine, tryptophan, tyrosine, or valine.


It also will be understood that amino acid and nucleic acid sequences may include additional residues, such as additional N- or C-terminal amino acids, or 5′ or 3′ sequences, respectively, and yet still be essentially identical as set forth in one of the sequences disclosed herein, so long as the sequence meets the criteria set forth above, including the maintenance of biological protein activity where protein expression is concerned. The addition of terminal sequences particularly applies to nucleic acid sequences that may, for example, include various non-coding sequences flanking either of the 5′ or 3′ portions of the coding region.


Deletion variants typically lack one or more residues of the native or wild type protein. Individual residues can be deleted or a number of contiguous amino acids can be deleted. A stop codon may be introduced (by substitution or insertion) into an encoding nucleic acid sequence to generate a truncated protein.


Insertional mutants typically involve the addition of amino acid residues at a non-terminal point in the polypeptide. This may include the insertion of one or more amino acid residues. Terminal additions may also be generated and can include fusion proteins which are multimers or concatemers of one or more peptides or polypeptides described or referenced herein.


Substitutional variants typically contain the exchange of one amino acid for another at one or more sites within the protein or polypeptide, and may be designed to modulate one or more properties of the polypeptide, with or without the loss of other functions or properties. Substitutions may be conservative, that is, one amino acid is replaced with one of similar chemical properties. “Conservative amino acid substitutions” may involve exchange of a member of one amino acid class with another member of the same class. Conservative substitutions are well known in the art and include, for example, the changes of: alanine to serine; arginine to lysine; asparagine to glutamine or histidine; aspartate to glutamate; cysteine to serine; glutamine to asparagine; glutamate to aspartate; glycine to proline; histidine to asparagine or glutamine; isoleucine to leucine or valine; leucine to valine or isoleucine; lysine to arginine; methionine to leucine or isoleucine; phenylalanine to tyrosine, leucine or methionine; serine to threonine; threonine to serine; tryptophan to tyrosine; tyrosine to tryptophan or phenylalanine; and valine to isoleucine or leucine. Conservative amino acid substitutions may encompass non-naturally occurring amino acid residues, which are typically incorporated by chemical peptide synthesis rather than by synthesis in biological systems. These include peptidomimetics or other reversed or inverted forms of amino acid moieties.


Alternatively, substitutions may be “non-conservative”, such that a function or activity of the polypeptide is affected. Non-conservative changes typically involve substituting an amino acid residue with one that is chemically dissimilar, such as a polar or charged amino acid for a nonpolar or uncharged amino acid, and vice versa. Non-conservative substitutions may involve the exchange of a member of one of the amino acid classes for a member from another class.


One skilled in the art can determine suitable variants of polypeptides as set forth herein using well-known techniques. One skilled in the art may identify suitable areas of the molecule that may be changed without destroying activity by targeting regions not believed to be important for activity. The skilled artisan will also be able to identify amino acid residues and portions of the molecules that are conserved among similar proteins or polypeptides. In further aspects, areas that may be important for biological activity or for structure may be subject to conservative amino acid substitutions without significantly altering the biological activity or without adversely affecting the protein or polypeptide structure.


In making such changes, the hydropathy index of amino acids may be considered. The hydropathy profile of a protein is calculated by assigning each amino acid a numerical value (“hydropathy index”) and then repetitively averaging these values along the peptide chain. Each amino acid has been assigned a value based on its hydrophobicity and charge characteristics. They are: isoleucine (+4.5); valine (+4.2); leucine (+3.8); phenylalanine (+2.8); cysteine/cysteine (+2.5); methionine (+1.9); alanine (+1.8); glycine (−0.4); threonine (−0.7); serine (−0.8); tryptophan (−0.9); tyrosine (−1.3); proline (1.6); histidine (−3.2); glutamate (−3.5); glutamine (−3.5); aspartate (−3.5); asparagine (−3.5); lysine (−3.9); and arginine (−4.5). The importance of the hydropathy amino acid index in conferring interactive biologic function on a protein is generally understood in the art (Kyte et al., J. Mol. Biol. 157:105-131 (1982)). It is accepted that the relative hydropathic character of the amino acid contributes to the secondary structure of the resultant protein or polypeptide, which in turn defines the interaction of the protein or polypeptide with other molecules, for example, enzymes, substrates, receptors, DNA, antibodies, antigens, and others. It is also known that certain amino acids may be substituted for other amino acids having a similar hydropathy index or score, and still retain a similar biological activity. In making changes based upon the hydropathy index, in certain aspects, the substitution of amino acids whose hydropathy indices are within ±2 is included. In some aspects of the invention, those that are within ±1 are included, and in other aspects of the invention, those within ±0.5 are included.


It also is understood in the art that the substitution of like amino acids can be effectively made based on hydrophilicity. U.S. Pat. No. 4,554,101, incorporated herein by reference, states that the greatest local average hydrophilicity of a protein, as governed by the hydrophilicity of its adjacent amino acids, correlates with a biological property of the protein. In certain aspects, the greatest local average hydrophilicity of a protein, as governed by the hydrophilicity of its adjacent amino acids, correlates with its immunogenicity and antigen binding, that is, as a biological property of the protein. The following hydrophilicity values have been assigned to these amino acid residues: arginine (+3.0); lysine (+3.0); aspartate (+3.0+1); glutamate (+3.0+1); serine (+0.3); asparagine (+0.2); glutamine (+0.2); glycine (0); threonine (−0.4); proline (−0.5=1); alanine (−0.5); histidine (−0.5); cysteine (−1.0); methionine (−1.3); valine (−1.5); leucine (−1.8); isoleucine (−1.8); tyrosine (−2.3); phenylalanine (−2.5); and tryptophan (−3.4). In making changes based upon similar hydrophilicity values, in certain aspects, the substitution of amino acids whose hydrophilicity values are within ±2 are included, in other aspects, those which are within ±1 are included, and in still other aspects, those within ±0.5 are included. In some instances, one may also identify epitopes from primary amino acid sequences based on hydrophilicity. These regions are also referred to as “epitopic core regions.” It is understood that an amino acid can be substituted for another having a similar hydrophilicity value and still produce a biologically equivalent and immunologically equivalent protein.


Additionally, one skilled in the art can review structure-function studies identifying residues in similar polypeptides or proteins that are important for activity or structure. In view of such a comparison, one can predict the importance of amino acid residues in a protein that correspond to amino acid residues important for activity or structure in similar proteins. One skilled in the art may opt for chemically similar amino acid substitutions for such predicted important amino acid residues.


One skilled in the art can also analyze the three-dimensional structure and amino acid sequence in relation to that structure in similar proteins or polypeptides. In view of such information, one skilled in the art may predict the alignment of amino acid residues of a polypeptide with respect to its three-dimensional structure. One skilled in the art may choose not to make changes to amino acid residues predicted to be on the surface of the protein, since such residues may be involved in important interactions with other molecules. Moreover, one skilled in the art may generate test variants containing a single amino acid substitution at each desired amino acid residue. These variants can then be screened using standard assays for binding and/or activity, thus yielding information gathered from such routine experiments, which may allow one skilled in the art to determine the amino acid positions where further substitutions should be avoided either alone or in combination with other mutations. Various tools available to determine secondary structure can be found on the world wide web at expasy.org/proteomics/protein_structure.


In some aspects of the invention, amino acid substitutions are made that: (1) reduce susceptibility to proteolysis, (2) reduce susceptibility to oxidation, (3) alter binding affinity for forming protein complexes, (4) alter ligand or antigen binding affinities, and/or (5) confer or modify other physicochemical or functional properties on such polypeptides. For example, single or multiple amino acid substitutions (in certain aspects, conservative amino acid substitutions) may be made in the naturally occurring sequence. Substitutions can be made in that portion of the antibody that lies outside the domain(s) forming intermolecular contacts. In such aspects, conservative amino acid substitutions can be used that do not substantially change the structural characteristics of the protein or polypeptide (e.g., one or more replacement amino acids that do not disrupt the secondary structure that characterizes the native antibody).


XI. Nucleic Acids

In certain aspects, nucleic acid sequences can exist in a variety of instances such as: isolated segments and recombinant vectors of incorporated sequences or recombinant polynucleotides encoding peptides and polypeptides of the disclosure, or a fragment, derivative, mutein, or variant thereof, polynucleotides sufficient for use as hybridization probes, PCR primers or sequencing primers for identifying, analyzing, mutating or amplifying a polynucleotide encoding a polypeptide, anti-sense nucleic acids for inhibiting expression of a polynucleotide, and complementary sequences of the foregoing described herein. Nucleic acids encoding fusion proteins that include these peptides are also provided. The nucleic acids can be single-stranded or double-stranded and can comprise RNA and/or DNA nucleotides and artificial variants thereof (e.g., peptide nucleic acids).


The term “polynucleotide” refers to a nucleic acid molecule that either is recombinant or has been isolated from total genomic nucleic acid. Included within the term “polynucleotide” are oligonucleotides (nucleic acids 100 residues or less in length), recombinant vectors, including, for example, plasmids, cosmids, phage, viruses, and the like. Polynucleotides include, in certain aspects, regulatory sequences, isolated substantially away from their naturally occurring genes or protein encoding sequences. Polynucleotides may be single-stranded (coding or antisense) or double-stranded, and may be RNA, DNA (genomic, cDNA or synthetic), analogs thereof, or a combination thereof. Additional coding or non-coding sequences may, but need not, be present within a polynucleotide.


In this respect, the term “gene.” “polynucleotide,” or “nucleic acid” is used to refer to a nucleic acid that encodes a protein, polypeptide, or peptide (including any sequences required for proper transcription, post-translational modification, or localization). As will be understood by those in the art, this term encompasses genomic sequences, expression cassettes, cDNA sequences, and smaller engineered nucleic acid segments that express, or may be adapted to express, proteins, polypeptides, domains, peptides, fusion proteins, and mutants. A nucleic acid encoding all or part of a polypeptide may contain a contiguous nucleic acid sequence encoding all or a portion of such a polypeptide. It also is contemplated that a particular polypeptide may be encoded by nucleic acids containing variations having slightly different nucleic acid sequences but, nonetheless, encode the same or substantially similar protein.


In certain aspects, there are polynucleotide variants having substantial identity to the sequences disclosed herein; those comprising at least 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, or 99% or higher sequence identity, including all values and ranges there between, compared to a polynucleotide sequence provided herein using the methods described herein (e.g., BLAST analysis using standard parameters). In certain aspects, the isolated polynucleotide will comprise a nucleotide sequence encoding a polypeptide that has at least 90%, preferably 95% and above, identity to an amino acid sequence described herein, over the entire length of the sequence; or a nucleotide sequence complementary to said isolated polynucleotide.


The nucleic acid segments, regardless of the length of the coding sequence itself, may be combined with other nucleic acid sequences, such as promoters, polyadenylation signals, additional restriction enzyme sites, multiple cloning sites, other coding segments, and the like, such that their overall length may vary considerably. The nucleic acids can be any length. They can be, for example, 5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 75, 100, 125, 175, 200, 250, 300, 350, 400, 450, 500, 750, 1000, 1500, 3000, 5000 or more nucleotides in length, and/or can comprise one or more additional sequences, for example, regulatory sequences, and/or be a part of a larger nucleic acid, for example, a vector. It is therefore contemplated that a nucleic acid fragment of almost any length may be employed, with the total length preferably being limited by the case of preparation and use in the intended recombinant nucleic acid protocol. In some cases, a nucleic acid sequence may encode a polypeptide sequence with additional heterologous coding sequences, for example to allow for purification of the polypeptide, transport, secretion, post-translational modification, or for therapeutic benefits such as targeting or efficacy. As discussed above, a tag or other heterologous polypeptide may be added to the modified polypeptide-encoding sequence, wherein “heterologous” refers to a polypeptide that is not the same as the modified polypeptide.


A. Hybridization

The nucleic acids that hybridize to other nucleic acids under particular hybridization conditions. Methods for hybridizing nucleic acids are well known in the art. See, e.g., Current Protocols in Molecular Biology, John Wiley and Sons, N.Y. (1989), 6.3.1-6.3.6. As defined herein, a moderately stringent hybridization condition uses a prewashing solution containing 5× sodium chloride/sodium citrate (SSC), 0.5% SDS, 1.0 mM EDTA (pH 8.0), hybridization buffer of about 50% formamide, 6×SSC, and a hybridization temperature of 55° C. (or other similar hybridization solutions, such as one containing about 50% formamide, with a hybridization temperature of 42° C.), and washing conditions of 60° C. in 0.5×SSC, 0.1% SDS. A stringent hybridization condition hybridizes in 6×SSC at 45° C., followed by one or more washes in 0.1×SSC, 0.2% SDS at 68° C. Furthermore, one of skill in the art can manipulate the hybridization and/or washing conditions to increase or decrease the stringency of hybridization such that nucleic acids comprising nucleotide sequence that are at least 65%, at least 70%, at least 75%, at least 80%, at least 85%, at least 90%, at least 95%, at least 96%, at least 97%, at least 98% or at least 99% identical to each other typically remain hybridized to each other.


The parameters affecting the choice of hybridization conditions and guidance for devising suitable conditions are set forth by, for example, Sambrook, Fritsch, and Maniatis (Molecular Cloning: A Laboratory Manual, Cold Spring Harbor Laboratory Press, Cold Spring Harbor, N.Y., chapters 9 and 11 (1989); Current Protocols in Molecular Biology, Ausubel et al., eds., John Wiley and Sons, Inc., sections 2.10 and 6.3-6.4 (1995), both of which are herein incorporated by reference in their entirety for all purposes) and can be readily determined by those having ordinary skill in the art based on, for example, the length and/or base composition of the DNA.


B. Mutation

Changes can be introduced by mutation into a nucleic acid, thereby leading to changes in the amino acid sequence of a polypeptide (e.g., an antigenic peptide or polypeptide) that it encodes. Mutations can be introduced using any technique known in the art. In one aspect, one or more particular amino acid residues are changed using, for example, a site-directed mutagenesis protocol. In another aspect, one or more randomly selected residues are changed using, for example, a random mutagenesis protocol. However it is made, a mutant polypeptide can be expressed and screened for a desired property.


Mutations can be introduced into a nucleic acid without significantly altering the biological activity of a polypeptide that it encodes. For example, one can make nucleotide substitutions leading to amino acid substitutions at non-essential amino acid residues. Alternatively, one or more mutations can be introduced into a nucleic acid that selectively changes the biological activity of a polypeptide that it encodes. See, eg., Romain Studer et al., Biochem. J. 449:581-594 (2013). For example, the mutation can quantitatively or qualitatively change the biological activity. Examples of quantitative changes include increasing, reducing or eliminating the activity. Examples of qualitative changes include altering the antigen specificity of an antibody.


C. Probes

In another aspect, nucleic acid molecules are suitable for use as primers or hybridization probes for the detection of nucleic acid sequences. A nucleic acid molecule can comprise only a portion of a nucleic acid sequence encoding a full-length polypeptide, for example, a fragment that can be used as a probe or primer or a fragment encoding an active portion of a given polypeptide.


In another aspect, the nucleic acid molecules may be used as probes or PCR primers for specific nucleic acid sequences. For instance, a nucleic acid molecule probe may be used in diagnostic methods or a nucleic acid molecule PCR primer may be used to amplify regions of DNA that could be used, inter alia, to isolate nucleic acid sequences for use in producing the engineered cells of the disclosure. In a preferred aspect, the nucleic acid molecules are oligonucleotides.


Probes based on the desired sequence of a nucleic acid can be used to detect the nucleic acid or similar nucleic acids, for example, transcripts encoding a polypeptide of interest. The probe can comprise a label group, e.g., a radioisotope, a fluorescent compound, an enzyme, or an enzyme co-factor. Such probes can be used to identify a cell that expresses the polypeptide.


XII. Polypeptide Expression

In some aspects, there are nucleic acid molecule encoding polypeptides or peptides of the disclosure (e.g antibodies, TCR genes, MHC molecules, and immunogenic peptides). These may be generated by methods known in the art, e.g., isolated from B cells of mice that have been immunized and isolated, phage display, expressed in any suitable recombinant expression system and allowed to assemble to form antibody molecules or by recombinant methods.


The nucleic acid molecules may be used to express large quantities of polypeptides. If the nucleic acid molecules are derived from a non-human, non-transgenic animal, the nucleic acid molecules may be used for humanization of the antibody or TCR genes.


A. Vectors

In some aspects, contemplated are expression vectors comprising a nucleic acid molecule encoding a polypeptide of the desired sequence or a portion thereof (e.g., a fragment containing one or more CDRs or one or more variable region domains). Expression vectors comprising the nucleic acid molecules may encode the heavy chain, light chain, or the antigen-binding portion thereof. In some aspects, expression vectors comprising nucleic acid molecules may encode fusion proteins, antigenic peptides and polypeptides, TCR genes, MHC molecules, modified antibodies, antibody fragments, and probes thereof. In addition to control sequences that govern transcription and translation, vectors and expression vectors may contain nucleic acid sequences that serve other functions as well.


To express the polypeptides or peptides of the disclosure, DNAs encoding the polypeptides or peptides are inserted into expression vectors such that the gene area is operatively linked to transcriptional and translational control sequences. In some aspects, a vector that encodes a functionally complete human CH or CL immunoglobulin sequence with appropriate restriction sites engineered so that any VH or VL sequence can be easily inserted and expressed. In some aspects, a vector that encodes a functionally complete human TCR alpha or TCR beta sequence with appropriate restriction sites engineered so that any variable sequence or CDR1, CDR2, and/or CDR3 can be easily inserted and expressed. Typically, expression vectors used in any of the host cells contain sequences for plasmid or virus maintenance and for cloning and expression of exogenous nucleotide sequences. Such sequences, collectively referred to as “flanking sequences” typically include one or more of the following operatively linked nucleotide sequences: a promoter, one or more enhancer sequences, an origin of replication, a transcriptional termination sequence, a complete intron sequence containing a donor and acceptor splice site, a sequence encoding a leader sequence for polypeptide secretion, a ribosome binding site, a polyadenylation sequence, a polylinker region for inserting the nucleic acid encoding the polypeptide to be expressed, and a selectable marker element. Such sequences and methods of using the same are well known in the art.


B. Expression Systems

Numerous expression systems exist that comprise at least a part or all of the expression vectors discussed above. Prokaryote- and/or eukaryote-based systems can be employed for use with an aspect to produce nucleic acid sequences, or their cognate polypeptides, proteins and peptides. Commercially and widely available systems include in but are not limited to bacterial, mammalian, yeast, and insect cell systems. Different host cells have characteristic and specific mechanisms for the post-translational processing and modification of proteins. Appropriate cell lines or host systems can be chosen to ensure the correct modification and processing of the foreign protein expressed. Those skilled in the art are able to express a vector to produce a nucleic acid sequence or its cognate polypeptide, protein, or peptide using an appropriate expression system.


C. Methods of Gene Transfer

Suitable methods for nucleic acid delivery to effect expression of compositions are anticipated to include virtually any method by which a nucleic acid (e.g., DNA, including viral and nonviral vectors) can be introduced into a cell, a tissue or an organism, as described herein or as would be known to one of ordinary skill in the art. Such methods include, but are not limited to, direct delivery of DNA such as by injection (U.S. Pat. No. 5,994,624, 5,981,274, 5,945,100, 5,780,448, 5,736,524, 5,702,932, 5,656,610, 5,589,466 and 5,580,859, each incorporated herein by reference), including microinjection (Harland and Weintraub, 1985; U.S. Pat. No. 5,789,215, incorporated herein by reference); by electroporation (U.S. Pat. No. 5,384,253, incorporated herein by reference); by calcium phosphate precipitation (Graham and Van Der Eb, 1973; Chen and Okayama, 1987; Rippe et al., 1990); by using DEAE dextran followed by polyethylene glycol (Gopal, 1985); by direct sonic loading (Fechheimer et al., 1987); by liposome mediated transfection (Nicolau and Sene, 1982; Fraley et al., 1979; Nicolau et al., 1987; Wong et al., 1980; Kaneda et al., 1989; Kato et al., 1991); by microprojectile bombardment (PCT Application Nos. WO 94/09699 and 95/06128; U.S. Pat. Nos. 5,610,042; 5,322,783, 5,563,055, 5,550,318, 5,538,877 and 5,538,880, and each incorporated herein by reference); by agitation with silicon carbide fibers (Kaeppler et al., 1990; U.S. Pat. Nos. 5,302,523 and 5,464,765, each incorporated herein by reference); by Agrobacterium mediated transformation (U.S. Pat. Nos. 5,591,616 and 5,563,055, each incorporated herein by reference); or by PEG mediated transformation of protoplasts (Omirulleh et al., 1993; U.S. Pat. Nos. 4,684,611 and 4,952,500, each incorporated herein by reference); by desiccation/inhibition mediated DNA uptake (Potrykus et al., 1985). Other methods include viral transduction, such as gene transfer by lentiviral or retroviral transduction.


D. Host Cells

In another aspect, contemplated are the use of host cells into which a recombinant expression vector has been introduced. Polypeptides can be expressed in a variety of cell types. An expression construct encoding a polypeptide or peptide of the disclosure can be transfected into cells according to a variety of methods known in the art. Vector DNA can be introduced into prokaryotic or eukaryotic cells via conventional transformation or transfection techniques. Some vectors may employ control sequences that allow it to be replicated and/or expressed in both prokaryotic and eukaryotic cells. One of skill in the art would understand the conditions under which to incubate host cells to maintain them and to permit replication of a vector. Also understood and known are techniques and conditions that would allow large-scale production of vectors, as well as production of the nucleic acids encoded by vectors and their cognate polypeptides, proteins, or peptides.


For stable transfection of mammalian cells, it is known, depending upon the expression vector and transfection technique used, only a small fraction of cells may integrate the foreign DNA into their genome. In order to identify and select these integrants, a selectable marker (e.g., for resistance to antibiotics) is generally introduced into the host cells along with the gene of interest. Cells stably transfected with the introduced nucleic acid can be identified by drug selection (e.g., cells that have incorporated the selectable marker gene will survive, while the other cells die), among other methods known in the arts.


XIII. Formulations and Culture of the Cells

In particular aspects, the cells of the disclosure may be specifically formulated and/or they may be cultured in a particular medium. The cells may be formulated in such a manner as to be suitable for delivery to a recipient without deleterious effects.


The medium in certain aspects can be prepared using a medium used for culturing animal cells as their basal medium, such as any of AIM V. X-VIVO-15, NeuroBasal, EGM2, TeSR, BME, BGJb, CMRL 1066, Glasgow MEM, Improved MEM Zinc Option, IMDM, Medium 199, Eagle MEM, αMEM, DMEM, Ham, RPMI-1640, and Fischer's media, as well as any combinations thereof, but the medium may not be particularly limited thereto as far as it can be used for culturing animal cells. Particularly, the medium may be xeno-free or chemically defined.


The medium can be a serum-containing or serum-free medium, or xeno-free medium. From the aspect of preventing contamination with heterogeneous animal-derived components, serum can be derived from the same animal as that of the stem cell(s). The serum-free medium refers to medium with no unprocessed or unpurified serum and accordingly, can include medium with purified blood-derived components or animal tissue-derived components (such as growth factors).


The medium may contain or may not contain any alternatives to serum. The alternatives to serum can include materials which appropriately contain albumin (such as lipid-rich albumin, bovine albumin, albumin substitutes such as recombinant albumin or a humanized albumin, plant starch, dextrans and protein hydrolysates), transferrin (or other iron transporters), fatty acids, insulin, collagen precursors, trace elements, 2-mercaptoethanol, 3′-thiolgiycerol, or equivalents thereto. The alternatives to serum can be prepared by the method disclosed in International Publication No. 98/30679, for example (incorporated herein in its entirety). Alternatively, any commercially available materials can be used for more convenience. The commercially available materials include knockout Serum Replacement (KSR), Chemically-defined Lipid concentrated (Gibco), and Glutamax (Gibco).


In certain aspects, the medium may comprise one, two, three, four, five, six, seven, eight, nine, ten, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20 or more of the following: Vitamins such as biotin; DL Alpha Tocopherol Acetate; DL Alpha-Tocopherol; Vitamin A (acetate); proteins such as BSA (bovine serum albumin) or human albumin, fatty acid free Fraction V; Catalase; Human Recombinant Insulin; Human Transferrin; Superoxide Dismutase; Other Components such as Corticosterone; D-Galactose; Ethanolamine HCl; Glutathione (reduced); L-Carnitine HCl; Linoleic Acid; Linolenic Acid; Progesterone; Putrescine 2HCl; Sodium Selenite; and/or T3 (triodo-I-thyronine) . In specific aspects, one or more of these may be explicitly excluded.


In some aspects, the medium further comprises vitamins. In some aspects, the medium comprises 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, or 13 of the following (and any range derivable therein): biotin, DL alpha tocopherol acetate, DL alpha-tocopherol, vitamin A, choline chloride, calcium pantothenate, pantothenic acid, folic acid nicotinamide, pyridoxine, riboflavin, thiamine, inositol, vitamin B12, or the medium includes combinations thereof or salts thereof. In some aspects, the medium comprises or consists essentially of biotin, DL alpha tocopherol acetate, DL alpha-tocopherol, vitamin A, choline chloride, calcium pantothenate, pantothenic acid, folic acid nicotinamide, pyridoxine, riboflavin, thiamine, inositol, and vitamin B12. In some aspects, the vitamins include or consist essentially of biotin, DL alpha tocopherol acetate, DL alpha-tocopherol, vitamin A, or combinations or salts thereof. In some aspects, the medium further comprises proteins. In some aspects, the proteins comprise albumin or bovine serum albumin, a fraction of BSA, catalase, insulin, transferrin, superoxide dismutase, or combinations thereof. In some aspects, the medium further comprises one or more of the following: corticosterone, D-Galactose, ethanolamine, glutathione, L-carnitine, linoleic acid, linolenic acid, progesterone, putrescine, sodium selenite, or triodo-I-thyronine, or combinations thereof. In some aspects, the medium comprises one or more of the following: a B-27® supplement, xeno-free B-27® supplement, GS21™ supplement, or combinations thereof. In some aspects, the medium comprises or further comprises amino acids, monosaccharides, inorganic ions. In some aspects, the amino acids comprise arginine, cystine, isoleucine, leucine, lysine, methionine, glutamine, phenylalanine, threonine, tryptophan, histidine, tyrosine, or valine, or combinations thereof. In some aspects, the inorganic ions comprise sodium, potassium, calcium, magnesium, nitrogen, or phosphorus, or combinations or salts thereof. In some aspects, the medium further comprises one or more of the following: molybdenum, vanadium, iron, zinc, selenium, copper, or manganese, or combinations thereof. In certain aspects, the medium comprises or consists essentially of one or more vitamins discussed herein and/or one or more proteins discussed herein, and/or one or more of the following: corticosterone, D-Galactose, ethanolamine, glutathione, L-carnitine, linoleic acid, linolenic acid, progesterone, putrescine, sodium selenite, or triodo-I-thyronine, a B-27® supplement, xeno-free B-27® supplement, GS21™ supplement, an amino acid (such as arginine, cystine, isoleucine, leucine, lysine, methionine, glutamine, phenylalanine, threonine, tryptophan, histidine, tyrosine, or valine), monosaccharide, inorganic ion (such as sodium, potassium, calcium, magnesium, nitrogen, and/or phosphorus) or salts thereof, and/or molybdenum, vanadium, iron, zinc, selenium, copper, or manganese. In specific aspects, one or more of these may be explicitly excluded.


The medium can also contain one or more externally added fatty acids or lipids, amino acids (such as non-essential amino acids), vitamin(s), growth factors, cytokines, antioxidant substances, 2-mercaptoethanol, pyruvic acid, buffering agents, and/or inorganic salts. . In specific aspects, one or more of these may be explicitly excluded.


One or more of the medium components may be added at a concentration of at least, at most, or about 0.1, 0.5, 1, 2, 3, 4, 5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 100, 150, 180, 200, 250 ng/L, ng/ml, μg/ml, mg/ml, or any range derivable therein.


In specific aspects, the cells of the disclosure are specifically formulated. They may or may not be formulated as a cell suspension. In specific cases they are formulated in a single dose form. They may be formulated for systemic or local administration. In some cases the cells are formulated for storage prior to use, and the cell formulation may comprise one or more cryopreservation agents, such as DMSO (for example, in 5% DMSO). The cell formulation may comprise albumin, including human albumin, with a specific formulation comprising 2.5% human albumin. The cells may be formulated specifically for intravenous administration; for example, they are formulated for intravenous administration over less than one hour. In particular aspects the cells are in a formulated cell suspension that is stable at room temperature for 1, 2, 3, or 4 hours or more from time of thawing.


In some aspects, the method further comprises priming the T cells. In some aspects, the T cells are primed with antigen presenting cells. In some aspects, the antigen presenting cells present tumor antigens or peptides, such as those disclosed herein.


In particular aspects, the cells of the disclosure comprise an exogenous TCR, which may be of a defined antigen specificity, such as defined antigen specificity to SEQ ID NO:1. In some aspects, the TCR can be selected based on absent or reduced alloreactivity to the intended recipient (examples include certain virus-specific TCRs, xeno-specific TCRs, or cancer-testis antigen-specific TCRs). In the example where the exogenous TCR is non-alloreactive, during T cell differentiation the exogenous TCR suppresses rearrangement and/or expression of endogenous TCR loci through a developmental process called allelic exclusion, resulting in T cells that express only the non-alloreactive exogenous TCR and are thus non-alloreactive. In some aspects, the choice of exogenous TCR may not necessarily be defined based on lack of alloreactivity. In some aspects, the endogenous TCR genes have been modified by genome editing so that they do not express a protein. Methods of gene editing such as methods using the CRISPR/Cas9 system are known in the art and described herein.


XIV. Administration of Therapeutic Compositions

Methods of the disclosure relate to the treatment of subjects with cancer. In some aspects, the treatment may be directed to those that have or have been determined to have a cancer for a particular peptide of the disclosure, such as a peptide of one of SEQ ID NOS:1-776. In some aspects, the methods may be employed with respect to individuals who have tested positive for such cancer, who have one or more symptoms of a cancer, or who are deemed to be at risk for developing such a cancer.


The therapy provided herein may comprise administration of a combination of therapeutic agents, such as a first anti-cancer therapy and a second anti-cancer therapy. The therapies may be administered in any suitable manner known in the art. For example, the first and second cancer treatment may be administered sequentially (at different times) or concurrently (at the same time). In some aspects, the first and second cancer treatments are administered in a separate composition. In some aspects, the first and second cancer treatments are in the same composition.


Aspects of the disclosure relate to compositions and methods comprising therapeutic compositions. The different therapies may be administered in one composition or in more than one composition, such as 2 compositions, 3 compositions, or 4 compositions. Various combinations of the agents may be employed.


The therapeutic agents of the disclosure may be administered by the same route of administration or by different routes of administration. In some aspects, the cancer therapy is administered intravenously, intramuscularly, subcutaneously, topically, orally, transdermally, intraperitoneally, intraorbitally, by implantation, by inhalation, intrathecally, intraventricularly, or intranasally. In some aspects, the antibiotic is administered intravenously, intramuscularly, subcutaneously, topically, orally, transdermally, intraperitoneally, intraorbitally, by implantation, by inhalation, intrathecally, intraventricularly, or intranasally. The appropriate dosage may be determined based on the type of disease to be treated, severity and course of the disease, the clinical condition of the individual, the individual's clinical history and response to the treatment, and the discretion of the attending physician.


The treatments may include various “unit doses.” Unit dose is defined as containing a predetermined-quantity of the therapeutic composition. The quantity to be administered, and the particular route and formulation, is within the skill of determination of those in the clinical arts. A unit dose need not be administered as a single injection but may comprise continuous infusion over a set period of time. In some aspects, a unit dose comprises a single administrable dose.


The quantity to be administered, both according to number of treatments and unit dose, depends on the treatment effect desired. An effective dose is understood to refer to an amount necessary to achieve a particular effect. In the practice in certain aspects, it is contemplated that doses in the range from 10 mg/kg to 200 mg/kg can affect the protective capability of these agents. Thus, it is contemplated that doses include doses of about 0.1, 0.5, 1, 5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 100, 105, 110, 115, 120, 125, 130, 135, 140, 145, 150, 155, 160, 165, 170, 175, 180, 185, 190, 195, and 200, 300, 400, 500, 1000 μg/kg, mg/kg, μg/day, or mg/day or any range derivable therein. Furthermore, such doses can be administered at multiple times during a day, and/or on multiple days, weeks, or months.


In certain aspects, the effective dose of the pharmaceutical composition is one which can provide a blood level of about 1 μM to 150 μM. In another aspect, the effective dose provides a blood level of about 4 μM to 100 μM; or about 1 μM to 100 μM; or about 1 μM to 50 μM; or about 1 μM to 40 μM; or about 1 μM to 30 μM; or about 1 μM to 20 μM; or about 1 μM to 10 μM; or about 10 μM to 150 μM; or about 10 μM to 100 μM; or about 10 μM to 50 μM; or about 25 μM to 150 μM; or about 25 μM to 100 μM; or about 25 μM to 50 μM; or about 50 μM to 150 μM; or about 50 μM to 100 μM (or any range derivable therein). In other aspects, the dose can provide the following blood level of the agent that results from a therapeutic agent being administered to a subject: about, at least about, or at most about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, or 100 μM or any range derivable therein. In certain aspects, the therapeutic agent that is administered to a subject is metabolized in the body to a metabolized therapeutic agent, in which case the blood levels may refer to the amount of that agent. Alternatively, to the extent the therapeutic agent is not metabolized by a subject, the blood levels discussed herein may refer to the unmetabolized therapeutic agent.


Precise amounts of the therapeutic composition also depend on the judgment of the practitioner and are peculiar to each individual. Factors affecting dose include physical and clinical state of the patient, the route of administration, the intended goal of treatment (alleviation of symptoms versus cure) and the potency, stability and toxicity of the particular therapeutic substance or other therapies a subject may be undergoing.


It will be understood by those skilled in the art and made aware that dosage units of μg/kg or mg/kg of body weight can be converted and expressed in comparable concentration units of μg/ml or mM (blood levels), such as 4 μM to 100 μM. It is also understood that uptake is species and organ/tissue dependent. The applicable conversion factors and physiological assumptions to be made concerning uptake and concentration measurement are well-known and would permit those of skill in the art to convert one concentration measurement to another and make reasonable comparisons and conclusions regarding the doses, efficacies and results described herein.


In select aspects, it is contemplated that a peptide of the disclosure may be comprised in a vaccine composition and administered to a subject to induce a therapeutic immune response in the subject towards a cancer. A vaccine composition for pharmaceutical use in a subject may comprise a peptide composition disclosed herein and a pharmaceutically acceptable carrier.


The phrases “pharmaceutical,” “pharmaceutically acceptable,” or “pharmacologically acceptable” refers to molecular entities and compositions that do not produce an adverse, allergic or other untoward reaction when administered to an animal, such as, for example, a human, as appropriate. As used herein, “pharmaceutically acceptable carrier” includes any and all solvents, dispersion media, coatings, surfactants, antioxidants, preservatives (e.g., antibacterial agents, antifungal agents), isotonic agents, absorption delaying agents, salts, preservatives, drugs, drug stabilizers, gels, binders, excipients, disintegration agents, lubricants, sweetening agents, flavoring agents, dyes, such like materials and combinations thereof, as would be known to one of ordinary skill in the art (see, for example, Remington: The Science and Practice of Pharmacy, 21st edition, Pharmaceutical Press, 2011, incorporated herein by reference). Except insofar as any conventional carrier is incompatible with the active ingredient, its use in the vaccine compositions of the present invention is contemplated.


As used herein, a “protective immune response” refers to a response by the immune system of a mammalian host to a cancer. A protective immune response may provide a therapeutic effect for the treatment of a cancer, e.g., decreasing tumor size, increasing survival, etc.


In some aspects, the vaccine composition may be administered by microstructured transdermal or ballistic particulate delivery. Microstructures as carriers for vaccine formulation are a desirable configuration for vaccine applications and are widely known in the art (Gerstel and Place 1976 (U.S. Pat. No. 3,964,482); Ganderton and McAinsh 1974 (U.S. Pat. No. 3,814,097); U.S. Pat. Nos. 5,797,898, 5,770,219 and 5,783,208, and U.S. Patent Application 2005/0065463). Such a vaccine composition formulated for ballistic particulate delivery may comprise an isolated peptide disclosed herein immobilized on a surface of a support substrate. In these aspects, a support substrate can include, but is not limited to, a microcapsule, a microparticle, a microsphere, a nanocapsule, a nanoparticle, a nanosphere, or a combination thereof.


In other aspects, a vaccine composition comprises an immobilized or encapsulated peptide or antibody as disclosed herein and a support substrate. In these aspects, a support substrate can include, but is not limited to, a lipid microsphere, a lipid nanoparticle, an ethosome, a liposome, a niosome, a phospholipid, a sphingosome, a surfactant, a transferosome, an emulsion, or a combination thereof. The formation and use of liposomes and other lipid nano- and microcarrier formulations is generally known to those of ordinary skill in the art, and the use of liposomes, microparticles, nanocapsules and the like have gained widespread use in delivery of therapeutics (e.g., U.S. Pat. No. 5,741,516, specifically incorporated herein in its entirety by reference). Numerous methods of liposome and liposome-like preparations as potential drug carriers, including encapsulation of peptides, have been reviewed (U.S. Pat. Nos. 5,567,434; 5,552,157; 5,565,213; 5,738,868 and 5,795,587, each of which is specifically incorporated in its entirety by reference).


In addition to the methods of delivery described herein, a number of alternative techniques are also contemplated for administering the disclosed vaccine compositions. By way of nonlimiting example, a vaccine composition may be administered by sonophoresis (i.e., ultrasound) which has been used and described in U.S. Pat. No. 5,656,016 for enhancing the rate and efficacy of drug permeation into and through the circulatory system; intraosseous injection (U.S. Pat. No. 5,779,708), or feedback-controlled delivery (U.S. Pat. No. 5,697,899), and each of the patents in this paragraph is specifically incorporated herein in its entirety by reference.


XV. Detection and Vaccination Kits

A peptide or antibody of the disclosure may be included in a kit. The peptide or antibody in the kit may be detectably labeled or immobilized on a surface of a support substrate also comprised in the kit. The peptide(s) or antibody may, for example, be provided in the kit in a suitable form, such as sterile, lyophilized, or both.


The support substrate comprised in a kit of the invention may be selected based on the method to be performed. By way of nonlimiting example, a support substrate may be a multi-well plate or microplate, a membrane, a filter, a paper, an emulsion, a bead, a microbead, a microsphere, a nanobead, a nanosphere, a nanoparticle, an ethosome, a liposome, a niosome, a transferosome, a dipstick, a card, a celluloid strip, a glass slide, a microslide, a biosensor, a lateral flow apparatus, a microchip, a comb, a silica particle, a magnetic particle, or a self-assembling monolayer.


As appropriate to the method being performed, a kit may further comprise one or more apparatuses for delivery of a composition to a subject or for otherwise handling a composition of the invention. By way of nonlimiting example, a kit may include an apparatus that is a syringe, an eye dropper, a ballistic particle applicator (e.g., applicators disclosed in U.S. Pat. Nos. 5,797,898, 5,770,219 and 5,783,208, and U.S. Patent Application 2005/0065463), a scoopula, a microslide cover, a test strip holder or cover, and such like.


A detection reagent for labeling a component of the kit may optionally be comprised in a kit for performing a method of the present invention. In particular aspects, the labeling or detection reagent is selected from a group comprising reagents used commonly in the art and including, without limitation, radioactive elements, enzymes, molecules which absorb light in the UV range, and fluorophores such as fluorescein, rhodamine, auramine, Texas Red, AMCA blue and Lucifer Yellow. In other aspects, a kit is provided comprising one or more container means and a BST protein agent already labeled with a detection reagent selected from a group comprising a radioactive element, an enzyme, a molecule which absorbs light in the UV range, and a fluorophore.


When reagents and/or components comprising a kit are provided in a lyophilized form (lyophilisate) or as a dry powder, the lyophilisate or powder can be reconstituted by the addition of a suitable solvent. In particular aspects, the solvent may be a sterile, pharmaceutically acceptable buffer and/or other diluent. It is envisioned that such a solvent may also be provided as part of a kit.


When the components of a kit are provided in one and/or more liquid solutions, the liquid solution may be, by way of non-limiting example, a sterile, aqueous solution. The compositions may also be formulated into an administrative composition. In this case, the container means may itself be a syringe, pipette, topical applicator or the like, from which the formulation may be applied to an affected area of the body, injected into a subject, and/or applied to or mixed with the other components of the kit.


XVI. Sequences









TABLE 1





Peptides
























SEQ


Binding
Tumor
Binding


Gene

ID
Chromo-
HLA
Affinity
abundance
Stability


Name
Peptide
NO
some
Allele
(nM)
(TPM)
(hours)





USP9Y
YMMDDLELI
 1
chrY
HLA-
  2
30.44
11.5






A*02:01








TCF7L2
SMMPPPPAL
 2
chr10
HLA-
 13.5
44.54
 1.6






A*02:01








WDR6
FMNSTVFHV
 3
chr3
HLA-
  2
30.6
15.2






A*02:01








TGFBR2
SLVRLSSCVPV
 4
chr3
HLA-
 55.3
 7.63
 6.1






A*02:01








MARCKS
FLQEVFQA
 5
chr6
HLA-
 51.5
 6
 2.7






A*02:01








TAF1B
KLFEKKYSV
 6
chr2
HLA-
  3.8
 7.27
14.2






A*02:01








BCOR
SPAIPPRPL
 7
chrX
HLA-
  5.9
 3.7
 4.7






B*07:02








ZNF684
KPIAGRHTL
 8
chr1
HLA-
  4.1
 1.08
 6






B*07:02








SCNN1D
FLGHHSFSV
 9
chr1
HLA-
  2.3
 0.68
14.8






A*02:01








TTLL10
FLIDDNFKV
10
chr1
HLA-
  1.9
 0.93
15






A*02:01








NLRP3
FLMDGFDEL
11
chr1
HLA-
  1.9
 1.32
 5.6






A*02:01








ABCA7
FLWNSLLAV
12
chr19
HLA-
  2.2
 6.39
17.5






A*02:01








CAMKK2
RPRMRAASPL
13
chr12
HLA-
  2
23.89
10.2






B*07:02








DIDO1
RPVRGRGSL
14
chr20
HLA-
  2.4
46.37
 7.1






B*07:02








CHAT
RPLCSSLGPL
15
chr10
HLA-
  6.4
 0.54
 5.2






B*07:02








RNF128
FLAPCNFYL
16
chrX
HLA-
  1.9
11.79
 9.7






A*02:01








RBM15
TAPVASASPKL
17
chr1
HLA-
978.6
 8.51
 0.4






B*07:02












SEQ ID


Peptide Sequence
NO





YMMDDLELI
1





SMMPPPPAL
2





FMNSTVFHV
3





SLVRLSSCVPV
4





FLQEVFQA
5





KLFEKKYSV
6





SPAIPPRPL
7





KPIAGRHTL
8





FLGHHSFSV
9





FLIDDNFKV
10





FLMDGFDEL
11





FLWNSLLAV
12





RPRMRAASPL
13





RPVRGRGSL
14





RPLCSSLGPL
15





FLAPCNFYL
16





TAPVASASPKL
17





APREGAAATPL
18





KMMKILMIK
19





LSAPEKITLF
20





LSTEVQSLY
21





KLSSVVPSV
22





SLWSSMPHGV
23





TQLARFFPI
24





ALQSDVQPV
25





SLINIHHRK
26





RVPAHASTSL
27





IAQPSTSSL
28





MLLRLNLRK
29





APSWPDRPL
30





RLLPYPFHV
31





KMLTALPPA
32





KIKHGLSEK
33





YQMDFHPSPV
34





SPRPSACQL
35





QPHVPPSTL
36





RLYVPLYSSK
37





LSSPFREQM
38





IQKSWTATTY
39





FLDPDIGGV
40





FAMAQIQSL
41





RPRLPRHCL
42





YIMHLWPPI
43





FLATSGIDPV
44





TLDVELPPV
45





TLISMPYHV
46





SPMGRKQGGTL
47





RPKKSGDMTL
48





NMIQVLMSV
49





SLYGWYQLCV
50





STMRVAVTPK
51





RNLKNFLLMK
52





SLMEQIPHL
53





RTRGVCSVLK
54





IMHQYPNFK
55





KTVQAEPLI
56





KTYMEMHY
57





RSVLEEMGL
58





ALQEISFWL
59





RLFSFPAAK
60





KSLPSFLTM
61





KANRYFSPNF
62





SMASIMETI
63





TQGARSSAAF
64





FLRLDDLFKL
65





SLINLTWTA
66





MMIYFDMEV
67





LLKETKFITY
68





KSFHGLDFGF
69





RATFLLALW
70





IMMSWMPPL
71





KTHPCTMLL
72





APLFRASIL
73





WLWENHEKL
74





RRWECSHRL
75





SAFSSLLPL
76





FMQFSLFSV
77





WMIVTVLPV
78





FAFDSPHHY
79





GRLRVGLRLL
80





FLLTTLLGV
81





KRAARLVLR
82





VLSVRLPTRK
83





RMKHFIYFK
84





HRLRSLPRPL
85





FMDQEFLSFV
86





LLDDSNFKV
87





SPPVRSTVCAM
88





KADFRTLLK
89





FLAVDTQLL
90





RVYDPASPQR
91





RSLQAHKMAW
92





FLSPWPSPA
93





KRQKLICQM
94





SPPLHLCQPL
95





MTIYIFCLHY
96





RPACTCISM
97





LLLGCLCFI
98





RPENSQINSSL
99





SLMMIVLTI
100





NMMCQHTMI
101





YLTKWPKFFL
102





YSYPSSLSVF
103





TLWSRLVLA
104





LTSSQSSWW
105





ASLAHSDNF
106





AMAQVTHPL
107





KMNKILLPWK
108





QLRCWNTWAK
109





SLVTISRFV
110





YSDENMMDPY
111





FLALNQLPQV
112





KPRPLHAL
113





SLLSVGNLIGL
114





SQVWTAATLR
115





GMVPLIIPV
116





TPQDSRQVL
117





RAWRRFPLL
118





VGMRETTGL
119





TSSPRTMSW
120





SWMGGLHSFY
121





SQKNITPAI
122





KADQSESSL
123





LTHPAHQPL
124





RTLLVTCILY
125





RSAFPSRSL
126





VVHKKRGLF
127





LSWRGASFI
128





QSYNTVTRQW
129





WTGSCRQGW
130





KRAFIHTPR
131





LKLCSKVSF
132





KVDTHHLQV
133





SPSRSTTAPV
134





CRREYRVTM
135





WSWCGTSQTY
136





KPLWRKSPL
137





RLSCAPPPI
138





LSSWFSPTV
139





MSSIWGTMF
140





RTRSAWGDW
141





RTIMGWTLDF
142





ASRPGSFTF
143





KSLEGNLETF
144





LALPCRSVW
145





VLEFSSDRKK
146





KAFLPERKCF
147





TNTMGGVQGK
148





GSHNIKKAWY
149





AMAENILAA
150





YLGTPTWNC
151





RRPLRSWTPR
152





RAWRAGMPL
153





HSWRFCTHIR
154





MPCFTTALLL
155





QTIEERLTW
156





VMANVLTLNL
157





VLEDTLLKI
158





KLYEAVPQL
159





AGIGWGASY
160





RMASTSCAA
161





TPRKLVGRAV
162





WLPKMPPFV
163





SQNWGSLPL
164





GLLHAVQEKL
165





ATLVTPPTRY
166





IAFSQLIGM
167





LSNVAPPAF
168





KVPFFSALK
169





RFCPASCSGCY
170





RTHPYSPKK
171





VSNIAQAPLY
172





YVAIRPLPY
173





MYFFWPCSL
174





ILFFFSSK
175





HTCKVCVSF
176





LAYWEKREAW
177





HNVQGFHPY
178





SMAASPSPK
179





RAFSTFPSF
180





KSVRGLELL
181





QSSLSEKKF
182





RSLMSVASAY
183





GTNFWGVPRK
184





LSYNLGAGEAL
185





ITSPALLL
186





SSNSCASAF
187





GSYPSGSPCVW
188





HSASNGTPL
189





KLVGRAVRRK
190





ILKEAPRRK
191





STSFLDTRF
192





KHTEKKSLSF
193





FTHFHGEIW
194





AVLGTMVMK
195





QAGTPVMMF
196





MTLFSLVPL
197





SSLGTSDPRW
198





HSLVQMEPL
199





LTFCTNATI
200





YLFAKAYLV
201





VPACSHVPM
202





VPTWSARLL
203





LLNPVTMNK
204





SELLNPVTMNK
205





LLNPVTMNKA
206





ELLNPVTMNK
207





HPARHLCRL
208





APSLTPMHSL
209





SPMITRIL
210





TPMHSLLISPM
211





TPMHSLLIS
212





RLYKYDHNFV
213





RQMLPTLSTL
214





RLDKGNFAGA
215





MLLELSPAQL
216





HPPPPCLLLL
217





RWMVLRNSWRAVARM
218





IDNIKRNHNLALGRQ
219





PKMQVTITLTSPIIR
220





FQVHFLKSGGLPLVL
221





KTGLQLLRNHIEELK
222





QKKLMLLRLNLRKMC
223





LINIHHRKNPLLPMR
224





WILHLLGLRPPSLLS
225





LKETKFITYRSKKLI
226





EDIEFHFSLGWTMLV
227





GKNGFLQSRSSSLFS
228





PALLLAEATHKASAL
229





SLDNVLRTMLRRFAR
230





YLRFIKSLAERTMSV
231





KKDFGKMTANSVSVA
232





RHVIKVLLGRKVNWH
233





QLARFFPITPPVWHI
234





NAILLFLRTRGVCSV
235





FEEIIKNDGALLKKK
236





LRLLSLYRPPLAPLL
237





TKFITYRSKKLIQES
238





LEVMLLNMGYRITGL
239





SINVLCVRASLIEKL
240





DDVLRNLKNFLLMKR
241





LGKLEMVKAVQLRVA
242





TARISVNSNNVQSLL
243





SPMALLLAARQRAQK
244





GKVIMPLGSKLTGVI
245





KKVRVIYTQLSKTVV
246





AFFMNLTREPSRVLK
247





PSKRSLLSVGNLIGL
248





PLPTALRQLRGRPAD
249





TVEMRRWWTLVMEWK
250





NKKMLTALPPAMTAM
251





KKKRQINRRKLQRKK
252





LKMVWRINPAHRKLQ
253





PHRLRSLPRPLHLRL
254





NONLYLVGASKIRML
255





FHPYRRYPPPAAAAL
256





ESNLLQSPSSILSTL
257





LWGVRMTSLSASTSL
258





LSSLVKKILAMTLTL
259





KKTVLSLVTISRFVL
260





NSVIVGNTHGQLAEI
261





QLPVYKLLPSQNRLQ
262





IRKGFQLRKTARGRG
263





GVFISKVLPRGLAAR
264





QRRLIKSMESVMVKY
265





KKNILNSLPSSMEIA
266





NRVFKLAPNLTELRA
267





KLICQMTRTNRLFGM
268





NSKLRYKKRGVIAWR
269





SFASMGMLEARIRIL
270





DARLRASTALLLPIL
271





ARLCLIVSRTLLLVQ
272





ALSVLTASLSYMVGM
273





AWFIRESMTIYIFCL
274





ERLLFFAVPPQILAS
275





MFFMVFLIIWQNTMF
276





VFFAYLVAHSFLSVF
277





GTGASMASIMETIGL
278





LLPYPFHVLALEVTF
279





PLRICVTLWSRLVLA
280





ERVQTVAASTMRVAV
281





YQYTVFLRSDSYMGL
282





QRYRSVLRGWWILLT
283





LYGWYQLCVSSMKLL
284





TGATCGKRAARLVLR
285





LSDIYLNNVIMRFMQ
286





RLFLLQDSGRILQLL
287





APQVTRLRSLNHLLI
288





GIFLVIETHGMAVSW
289





ANRYFSPNFKVKLYF
290





WRLFLIIQTTGYQSI
291





GSQSIMMSWMPPLAP
292





GNLLSFSRRGMKSSV
293





HLTLARMKHFIYFKH
294





YTIFYRTIIGNETAV
295





WKVKLPSSMSVALPL
296





FQELILNQASMAPPR
297





KERLFRNFGGLLGPL
298





YSKVRALGGVNAARR
299





MMIVLTIQNAAFLSN
300





LIWIVFISSGHVASA
301





EPFIQKDVELRIMPP
302





GRLQIMSLENLSIEK
303





WPITELKIQMRGILG
304





RELLKTLNMIQVLMS
305





SAFSSLLPLRNLSQL
306





ILGSFFMATSSHRFL
307





RSRLMRQSRRSTQGV
308





PSWPMAVPLAASRAS
309





KLQAVLEDTLLKILL
310





KSLVRLSSCVPVALM
311





ACRLRWARPEPAAQA
312





IKICILWNQIMHASW
313





HVPLSISGSPALELL
314





HKKLILEKSPINVKK
315





EKDLMQLAQATAVAA
316





FTIYSISSLKTLFRK
317





LRGGVIQSTRRRRRA
318





PCASLLSTLSQPPPQ
319





EDMQEVVVHKKRGLF
320





RFPLLMMWRTPMTTR
321





PVLFKADQSESSLSS
322





RIPAVLRTEGEPLHT
323





FGILNVLEFSSDRKK
324





ILVALSWMGGLHSFY
325





LGQIMASAVEASQPP
326





QRWLTSTTSRSSALM
327





LLHWRIGGGTPLSIS
328





EIQLTMNDSKHKLES
329





LTCALHNDGIYIMSR
330





CILVALSWRGASFIL
331





GVRILKLCSKVSFRV
332





LRAVVVDDYRRRKKR
333





ALGLRILPPPLTSPS
334





KKSVLKAIEQADLLQ
335





KEALFLQEVFQAERL
336





WTPRKLVGRAVRRKG
337





ADRAFMAAQKCHKKT
338





FGYATSISMAQASDG
339





KYRCFSYLPISPTFV
340





LRGELSYNLGAGEAL
341





ARHRLASFKTVIKKR
342





LRELRLDNSVAIHYI
343





AAPEIILGNPVSLTS
344





RLSLVQSSSWPTVLH
345





SRQPSPLLLLPPLPA
346





KRLMSLSPGRPPLLL
347





KSLLFPSAPASVMNA
348





QGKLQQHHVLRVSRR
349





AEIRAQDAPLSLLQT
350





HGSHNIKKAWYLIAM
351





RCCLRTSCGAARPRR
352





LCNRLLKSFSKWSLV
353





PVTPLRVQSVLLLGV
354





IAGYRESAAFLLRSA
355





SGTARLARTAIAAST
356





NOPVEFNHAINYLIR
357





RRPLRSWTPRTRGAH
358





NEIQKLQKTLKKKPR
359





PRLVKMISSISLEIW
360





SSIFIGGSFILKKKA
361





PALLLPATTCKVPRL
362





KKRKKFMKDAKKRGR
363





REYMLNLFKALKRIH
364





APQGFRATLVPPALE
365





TTVGLLRMAATRTSL
366





DTWAALEGLSSPFRE
367





KQGWLHKKGGGLLHA
368





LTETVYSTTQQIHSS
369





NPAFDVTPTTSSLVA
370





ETNMGIIAGVAFGIA
371





SSFFCRCRREYRVTM
372





PGCFWPCLWNSLLRF
373





FPILFFFSSKGVRAT
374





IAYYIEGIENSVFFF
375





YDCYVAIRPLPYATR
376





DRINANTITSPALLL
377





HAFIVPIRSLQDHTH
378





PKKKRSAFPSRSLSS
379





ILLGPLLPNVVFYIL
380





PPGVVLNNISSYASV
381





WEAAMMNGKVPFFSA
382





SLQSAVSNIAQAPLY
383





RPQVRLAGAQAIFEA
384





PRFSQIHSILSKMVQ
385





KETLRLNPPVPGGFR
386





SRRSLMSVASAYSAK
387





REAGRFAVLGTMVMK
388





HSTPFQAGTPVMMFL
389





RLMPKFLNSTNSWWT
390





LATAAAAAAAAAFGD
391





KRLSKVETLRAAIDY
392





LAQEQKKKKSWRLLL
393





ITRQQWKKALRSMPK
394





SRPLAHSVASTLAPA
395





IGSISRQSSLSEKKF
396





GLCILKEAPRRKRPA
397





RKMILSQLHHSMTRF
398





ILQHFLLHATPQTQL
399





QAHLPSAPALPPPTH
400





GHSLVQMEPLTTARP
401





GVHSTIKVIKAKKKH
402





QGGLLMGYSPAGGRH
403





LLRMTLFSLVPLEPI
404





KSAFATYKVK
405





NLHLKTTSL
406





FLRQRATSTI
407





LIKLKLNRL
408





LMLLRLNL
409





HFINVMFVR
410





SALVRLFPV
411





FPKKKCTNL
412





MSVKKVMTY
413





FATYKAKMPL
414





MTLSKMIKK
415





NPRRKTWKM
416





SQKKRRYSI
417





KTTNHSSQM
418





AAICTTPAL
419





TATETKTPY
420





RIKKKLMEL
421





HSYHLLQAY
422





LSSVSFFLY
423





KRATFLLAL
424





YYYGGNCGLFY
425





LTMKEAVPK
426





AEISSQVPHW
427





AEKCLILVW
428





TELGILTSF
429





SLRRKYLRV
430





SQFLTEGIMK
431





LPLLRHHLPL
432





FSDSEGEGL
433





ITIGVRPIR
434





YADQWTVL
435





HTMWHCALEK
436





SAKKRASV
437





VVQKVAWFYK
438





HPSGGPIPL
439





KTVDHKVERK
440





TYTICVTMPY
441





TLRKKKQTV
442





EEKMYYLFVY
443





AENEKKILY
444





HSPTPTSAL
445





AEQEQEVVAW
446





WPIQRCACSV
447





HQKRRKKNL
448





TLKTLFHLR
449





KSFTKNHSSK
450





MIKNRISPL
451





NIKKKPGTSL
452





AESLRENFSW
453





TSVGLAWRW
454





CLSLRKKAL
455





VIIKKNPALPK
456





GALPRIHNM
457





AESGPFRPGW
458





TSLARPPPL
459





TPESPPLQLW
460





KALADPSAF
461





KRKSILLHL
462





YSTEKRKKY
463





RRRPRLPTL
464





AMQDFFSYY
465





TEVTWWALRK
466





CTACHTALGR
467





IEFRIKFLF
468





ITMQQIAVL
469





CLRPHRVQL
470





KTHPIRTSL
471





HAVGCPVQM
472





TALVPPPAL
473





WIIPFWFPF
474





FTVITYFLW
475





LFLVREVQR
476





SSPPFHYPF
477





RLHCQHSSL
478





NSKKTNATF
479





TKKRKMQSL
480





DLVPSCHPR
481





KMQFRLLVLL
482





TLKRRTLAM
483





TPALREYTM
484





ATGLNIWKLK
485





TTTCPSRPL
486





FGMMSMASR
487





FALCGFWQI
488





QVYSVPHFFF
489





SAASYLWPSR
490





QLKKKHLKA
491





GAKKHFGSF
492





FPRSQHQSPL
493





STAAPPAPR
494





YLFEGAQTV
495





TVLRVDQIMAK
496





ELSICIRIPR
497





KTYTCAITTVK
498





WLEKKNCYSL
499





RSVLWERVV
500





HLLQEYLPL
501





CPSPGPPSL
502





MSVCFFFFCY
503





VMSDTTYKIY
504





QAHPQVPAL
505





FPITPPVWHIL
506





VVHKKRGL
507





SRYPNICWF
508





MTTISRATW
509





SSWATCWPR
510





RVRAHPGLPR
511





STAHIPPLHLR
512





RLWNKTRCR
513





SSFLVSSSI
514





TFMPPPGHPPR
515





KTNATFSLV
516





AQTRDRWRK
517





STEVEETQEK
518





TFKKKTYTC
519





LPPPGCGSW
520





HARGSSLITM
521





MNKDLLRVL
522





VAARWHGTL
523





VAISFKTVF
524





QTHWRLYPK
525





LTMAPSCLR
526





MPQACDGLTW
527





SAWTGSVSV
528





YPAASAPCW
529





LPSSTLWTF
530





LPCNVTFLM
531





YPTSVHYQTPW
532





NSLPPAALR
533





VAHDPPQSL
534





SASGSPWPM
535





LLFPASGEM
536





APAPPTRCVW
537





SPQAPLRLW
538





SSHPRPLPA
539





SSARGWAPCK
540





IAKKMTSTL
541





RAMPSSGAA
542





RTFCLTARR
543





WACPHPRSL
544





FGPSLVRGLW
545





SASSLAAAL
546





SMRSTRWAR
547





ATLSAAFARR
548





SPFPPSSLHW
549





TAAACPTPV
550





EAAPPSTSM
551





TTQAPLRAAR
552





RPFRTRMTW
553





SPSMGAMRW
554





CQPALLEQLF
555





VSLPPPPLQR
556





ATQEVQMRSR
557





SIFPFQKTL
558





SPHLPNPTW
559





SVSWSIPRR
560





LDTMSCPPWK
561





RAGGMAPAK
562





MASTVTEVLR
563





TLQPASGSK
564





RSRAPRTATR
565





VAPTPQRPL
566





HPLVATQAL
567





QVWTAATLR
568





LSASASTSL
569





CAAWSSTRPW
570





SAAAPRHSR
571





FMQNIRIPI
572





RKSHRFASGK
573





STRPWTTSR
574





TAAMGPHTY
575





MTVKNLIQF
576





LPQHAPHTLLY
577





SMATVARAPR
578





CLGLWCSPR
579





QFFEIKSR
580





WRPSVGLFSM
581





HGQPVLSHR
582





APSWSSRRW
583





FSVMIPPM
584





SPWTSRRGPPW
585





ALRSPFLQGR
586





KMERFWKLIR
587





MNMKMKTFMK
588





KGATYTPRHPR
589





SSPTHVRAA
590





KMWEPPMVL
591





CQKKLMLLRLNLRKM
592





DSQHVNLFLTKMMRM
593





TYKVKAAASAHPLQM
594





QLFVMSDTTYKIYWT
595





EPVLSSLTSLRIELL
596





RLIIQNLKSVRAYLQ
597





LGGLIKLKLNRLNLI
598





IISLFITKAYTLERK
599





SILLHLIVLNSPESN
600





SFLFLRQRATSTITI
601





ELGILTSFGVQQKPR
602





GNINLTFFTTKKSMI
603





QARLCLIVSRTLLLV
604





VSFWTLLPTTGVRTR
605





RSLTCVLSVGRPLAT
606





RPRLLLARTSQELAV
607





GKLMHVLYFSSNEVT
608





LOEWSRAISGGIAKR
609





RGPLTSAPSAQQSLT
610





KKNLCLLKSGQLWML
611





KTEIQLTMNDSKHKL
612





QKGILMLQNCHSYHL
613





PGMLFFFATWSALVR
614





KKKGLMTLSKMIKKK
615





DQKILLLLEEKMIFR
616





GTALIVHMTITKGKE
617





VKPRKLTKVRFIKTL
618





LIWKRVFILLLSDKK
619





IVHFLLFKTSGRVQH
620





PLRISLSLSNLSNSP
621





VAWFYKSLWAPLLQR
622





EKKLKKTPSLQTHQS
623





MYSIRMENSTWMRPW
624





GKNGILEDSQKKRRY
625





WLKKKMLKNVRGRRK
626





GSFRFFGSRMSVLSFSN
627





VGKLVTLRNVSTKKY
628





RMQLCTQLARFFPIT
629





GTFMVIDCLSLRKKA
630





LKTLFHLRGISGNLK
631





IWNRIEPASTYRQYS
632





FWQICHIKKHFQTHK
633





NEWVKSDQVKKRKKR
634





SIPWAPTSSRSVCPI
635





ELRHVVPAPAHRGAL
636





WGFLHLVSPSGTQYF
637





LPTLRPTRPLQTVPL
638





PAAYLLGLPGVQWLG
639





LFFFVRQWGVQRVST
640





SKMYTTSMAMPILPL
641





DIGEVSQFLTEGIMK
642





PLMIKNRISPLLTIL
643





YFINFIYLAKSTKKP
644





VLLQMFLRGLKRLLQ
645





LWELRFHQDRGQRLP
646





RPLKCMATLPNIRKF
647





KEKKKNLAIVEEEMFL
648





EPGVLAAAAETEHL
649





YKKKAAICTTPALVK
650





TLETLVKDLKKKSRV
651





HVSVYPKRSFLCSSI
652





RIRKKKVKSSVLQLK
653





QPRLMILCSCLTMKE
654





RIAFGMMSMASRCPA
655





GLFYLLFCSKATECK
656





LVQSVLSSRGVAQTR
657





FPLAEKVKALADPSAFV
658





AWHFSRAATEVTWWA
659





RNSEITMQQIAVLLL
660





LSLIMLAQAQEVFFF
661





QEYLPLEFHKGYLLS
662





VTNFLKATGLNIWKL
663





GFELLRKNGLERRTR
664





FSGICYLLSSVSFFL
665





PGILQQKMQFRLLVL
666





ATTIRLCWKASGRLA
667





QRASALLASCSKKLH
668





ESAVTALVPPPALSL
669





ALPRIHNMSKAALRV
670





ELQLSVLSAESLRENFS
671





VSGWVVVKSEPIGPL
672





RHRLNDIMTALLVQK
673





PRRKTWKMRKKYAQK
674





YLIKLLSRDLAKKKL
675





PYLNTTGYPAPLHQE
676





QFVISPPALRSRQKT
677





QLGSGSSEASSVPHL
678





PYFATYKAKMPLLRW
679





FCKIKVSSAILSKKT
680





AKVLLVRLKKNRSYL
681





TAVTVMAGSVPSAQSV
682





FYLGYNAMQDFFSYY
683





NLLLKDQKPKKTRKI
684





QDTVIIKKNPALPKH
685





AGWVGKWAGLQLPFY
686





LMLQHITLMCSAYRN
687





KKKRKIIEFRIKFLF
688





FLDIHNIHVMRESLKKS
689





LRVLVLMNSKHTFLA
690





ECIEVYGYHNIRVYK
691





CFFFFCYILNTMFDR
692





APLRLWSWCGTSQTY
693





TRLMAPVGSVMSCSL
694





FFFSVIFSTRCLTDS
695





KKRKIIEFRIKFLF
696





QVPALAPQAWWPARR
697





EFLSHPFAVTLYGGG
698





MSVCFFFLLYSQHDV
699





PSQVWTAATLRCPAV
700





RGRMLTWRSSLWLQG
701





PQSLRPVRVRAHPGL
702





RSKFTGLCRPLTSLA
703





RSSTTAGLPARCAAW
704





RGEAMGSGQATVTSMS
705





NHIVVSAEGNISKKQ
706





IPPLHLRTSARSKFT
707





GEAMGSGQATVTSMSP
708





TNMEIPHFFVILPKS
709





KKKTYTCAITTVKAT
710





NIDLCTALSALSGIP
711





VPQLLHLPQFHSLRR
712





SSLITMLTPRQKARK
713





LQGFIQDRAGRMGGR
714





REKIINPTISCPFQS
715





VGTMSSSWRLWNKTR
716





QTPASLMITRARKGR
717





SPLPRGSGAAPLSWDS
718





KTYTCAITTVKATETK
719





QLLDLKSSLLKRPIH
720





FRQDKLKVHMRKHTG
721





VQSLLMYKDGDSVLQRGA
722





IKGSESATYVPVAPPH
723





EETQEKMTILQTYFR
724





MLGNVESGGPHLLQPA
725





ENALLNGSSFLVSSSI
726





RPFFLPVYRQTHWRL
727





MCTWLTMAPSCLRRS
728





TLPVQRLRALSQNER
729





PPAALRSGIPRLLHQ
730





SGWRRLHRAMPSSGA
731





PPPLQRLQGHLGRPY
732





QAPFFCLRVRCGGWL
733





VWMASASVTASTAGMT
734





LVAISFKTVFKASHA
735





NVTFLMQATLCARQE
736





ASITSISRTTSSLSS
737





QVIVSRGGALSGSPRL
738





GVQGPSMATVARAPRA
739





ESTPTASSAMAVTRSS
740





TTLWLGPASVAPATLP
741





SDGTPGGAPAQPACPR
742





RLQGLAGAPRGRRSA
743





GPELRRSRAPRTATR
744





PSTAVATWRRCAGPA
745





AMMNGKVPFFSALKV
746





PLTSGGSAAATAKWG
747





HTGTQFFEIKSRPLT
748





LGQILILPPWAFLDP
749





RSWRFLRAAPSSSAR
750





GPQLLLSHRAVPHVH
751





TNLRVQLLKRQLSLS
752





QGEVDSQQGARAAAE
753





AILLQVIAKKMTSTL
754





LEQLFLCALKARAFR
755





QERVRLIPRLRSLPR
756





SPSTPGAATAAASSRP
757





RTFCLTARRGALAIR
758





EEVVCLLFPASGEMK
759





RRRATLSAAFARRRF
760





STLPRPFRTRMTWRS
761





PMFLALDRRGGPGQA
762





PTCLLLSRPLRSPHL
763





LREWTTQAPLRAARW
764





FLPWVPERGVASWTW
765





VQMRSRMSSSARRMW
766





GPLVPGLVLGGVREEE
767





LPALSILQRSPRLPR
768





AQSSWRSLEASALPV
769





PESFKRQARARLERR
770





SPVTQITGAAARQLL
771





YAGGVGAQLMAPLSP
772





VTELAQVIVSRGGGA
773





PTHVRAAARVSSTAS
774





RRPCCWMGAAAVWRG
775





HDLGLHVLSCRIIPV
776





WKAKREKMRAKQNPPGPAPPGGGSSDAAGKPPAGALGTPA
777





QYQEEAEEEVQEDLTEEKKRELEHNAEETYGENDENTDDK
778





GNKCTMCKEKLEREAAEKKKKEDEDRSNTGERSNTGERSN
779





SKLRLAPDKLKSTESELKKKEKRRDEMLGLVPMRQSIIDL
780





RGEGRFGVSRRRHNSSDGFFNNGPLRTAGDSWHQPSLFRH
781





DLINKFGTLNGFQILHDRFFNGSALNIQIIAALIKPFGQC
782





PVKVLVGKNFEDVAFDEKKNVFVEFYAPWCGHCKQLAPIW
783





FNLQKSSLSARHPQRKRRGGPSEPTPGSRPQDATVHPACQ
784





CAGPQTYKEHLEGQKHKKKEAALKASQNTSSSNSSTRGTQ
785





DLPIDDKLDNQCVSVEPKKKEQENKTLVLSDKHSPQKKST
786





NFSVRCPKHKPPLPCPLPPLQNKTAKGSLSTEQSERG
787





ALFGLDRQTLWCKPCRRKKKCVRYIQGEGSCLSPPSSDGS
788





DQLQQAVQSQGFINYCQKKIDASQTEFEKNVWSFLKVNFE
789





LAEPPHFVEHIRSTLMFLKKHPSPAHTLFSGNKALLYKKN
790





LSSSGFLDASDPALQPPGGVPSSLAESHLCLPSAFALSIP
791





PTVALSAVAGASQVKWNKKNANCLATSHDGDVRIWDKRKP
792





GFGLGKVSYIGVCQSKFHFFEDQLRGAGFGPQHNRHCLLT
793





SKVRGISEVLARRHMKVAFFGRTSNGKSTVINAMLWDKVL
794





EPGPLGGGGSGGPQMGLPPPPPALRPRLVFHTQLAHGSPT
795





EEAYRCNFLGLSPHVQIPPHVLSSEFAVIVEVHAAARSTL
796





MSYAANLKNVMNMQNRQKKEGEEQPVLPEETESSKPGPSA
797





HKDAWRQPEDTWAALEGLSFSPFREQMLDTSSLLQFMREK
798





IIYNQGFEIVLNDYKWFAFFKYKEEGSKVTTYCNETMTGW
799





LKSQKQVKVEMSGPVTVLTRQTTAAELDSHTPALEQQTTS
800





DEAFDTANSSIVSGESIRFFVNVNLEMQATNTENEATSGG
801





KIREVRQKIMQAATPTEQPPGAEAPLPVPPPTGTAAAPAP
802





EINVIIKNPEIVFVADMTKNDAPALVITTQCEICYKGNLE
803





ATYVTFSPNGTELLVNMGGEQVYLFDLTYKQRPYTFLLPR
804





PLMILDEERELEKLFQLGPPSPVKMPSPPWESNLLQSPSS
805





KSKGPKKTAKSKKKKPLKKKPTPVLLPQSKQQKQKQANGV
806





RNLAFFQLRKVWGQVWHSIQTLKEDCNRLQQGQRAAMMNL
807





PKAARIKEVLKERKVLEKKVALSKKRKKDSRNVEENSKKK
808





LKQKFSMKAQNGFNKKRKKNVFNPKRVVEDSEYDSGSDVG
809





IIKCIEDIKRPGEWSGLEKNKKDGFKSSQLNNPQFVWVVP
810





EKVASDTEEADRTSSKKTKTQEISRPNSPSEGEGESSDSR
811





TANMKASENLKHIVNHDDVFEESEELSSDEEMKMAEMRPP
812





SCLIKYNVSTTPYLQSVKKKVQFDGTNSAFKELKFLTPVR
813





LFKPADVILDPDTANAILLVSEDQRSVQRAEEPRDLPDNP
814





SMVDEVSGKVLEMDISKKKALQQKDIHKKIKQNESATDEI
815





VQERKIPAHRVVLAAASHFFNLMFTTNMLESKSFEVELKD
816





SFGSPTGNQMSSDIDEYKKNIHGNALRTSGSSSSDVTKAS
817





IIFNFEKAYFILDEFLMGGDVQDTSKKSVLKAIEQADLLQ
818





EDSPYETLHSFISNAVAPFFKSYIRESGKADRDGDKMAPS
819





GWGPPPPPPPLLPCTCSPPVAGGMEEVIVAQVDHGLGSAW
820





KKFKEEKKLKAKLKKVKKKRRRDEELSSEESPRRHHHQTK
821





CSIERADNDKEYLVLTLTKNDLDKANKDKANRYFSPNFKV
822





YATNPPWIFTQEAPEEGTGGFDGIYYGDNRFNTVSESGTA
823





FTKTPKSSSPALKPKPNPPSPENTASSAPVDWRDPSQMEK
824





MPSVCLLLLLFLAVGGALGNRPFRAFVVTDTTLTHLA
825





GVYSRYFTTYDTNGRYSVKVRALGGVNAARRRVIPQQSGA
826





DVKEETKEWLKNRIIAKKKDGGAQLLFRPLLNKYEQETLE
827





LLDETSAITLTSTWKEVKKIIKEDPRCIKFSSSDRKKQRE
828





VHSSSEPLRNLHLDIGALGGDFEYEESLRTSQPEEKKDVS
829





STSYLLCISENKENVRDKKKGNIFIGIVGVQPATGEVVFD
830





AQRKSSMNQLQQWVNLRRGVPPPEDLRSPSRFYPVSRRVP
831





KLDQGEYERAAIDAVDNKKNTPLHYAAASGMKACVELLVK
832





EKEERRVWTMPPMAVALKPVLQQSREARDELPGAPPVLCS
833





ACGETLSVTSEENSLVKKKERSLSSGSNFCSEQKTSGIIN
834





NPQRAQLCEDHCVDGCFCPPGTVLDDITHSGCLPLGQCPC
835





SLRQQEERKRLYQRQQERGGIIDLEAERNRYFISLQQPPA
836





SSKHNVIVGRNGSGKSNFFYAIQFVLSDEFSHLRPEQRLA
837





MHGGGPPSGDSACPLRTIKRVQFGVLSP
838





NQTTQEADSANTLQIAEIKEKIGTRSAEDPVSEVPAVSQH
839





EREAGGPLPPSPLPHSSPPTAAVATTSITTATPGVPGLPS
840





KAYLKQAPPSKGPTVRTKKVGKNEAVLEWDQLPVDVQNGF
841





PISIIDQGEPKGTGATCGKKGSQAGAEGQPSTVKRYTPAR
842





GSRLGNSLLLKYTEKLQEPPASAVREAADKEEPPSKKKRV
843





EGGNLPDAAEPDIISTIKKTFNFGQNEALHLFQTLMECMK
844





PPPEDSPMSPPPEESPMSPPPEVSRLSPLPVVSRLSPPPE
845





FNYNRAFQVWAVPLLLVAFFAYLVAHSFLSVFETVLDALF
846





SDEKRLCLQLLSDVLRGQGEAGQLEEAFSLALLPQLVVSL
847





RKEEAFRHKLAMDTYSGPPPGPGPGPALPAHSSPGLPPPA
848





REEKEKLFNEHIEALTKKKREHFRQLLDETSAITLTSTWK
849





PYPQGGYPQGPYPQSPFPPNPYGQPQVFPGQDPDSPQHGN
850





RGLAQADGTLITCVDSGILRVWHDKDKDTSSDPLLELRVG
851





SIKYNEEKRHVDQPIDYSLKYATDIPSSQKQSFSFSKSSS
852





QVMKYILDKIDKEEKQAAKKRKREESVEQKRSKQNATKLS
853





RLESFLLQTGYAAGKGVGGGSADLIRNLRSRVDPQAPDLP
854





DGKFANLTPSRTVPDSEAPPGWDRADSGPTQPPLSLSPAP
855





DGTFSVTSAYSSAPDGSPPPAPLPASEMTMEDMAPGQLSS
856





GGPQDPQPGLTAHVVSAGGRAEMHCFSIMVTPDPSTPSRL
857





KLDYAVAWFIRESMTIYIFLSALWDPTISWRTGRYRLRCG
858





VNQEVLEILDFHLYGSYPPGTPALKAYWENTYDAADGPSG
859





MAVGASIAARLGTYPDWFFFCSFIGMFVFYCAHWQTYVSG
860





RYPRKKFWVGKPIARVVKKKTGEFSDKLLSLQRGLREFQG
861





LPPVFGEEYEEQPRPRSKKKGAKRKAVSGYQSHDDSSDNS
862





FRQRKAQSDGQSPSKKQKKKRKTSSSKHDVSAHHDLNIDQ
863





QVFALLFVTEYLTKWPKFFFDILSVVDLNPRGVDLYLRIL
864





TILYFPFSSHSSYTVRSKKIFLSKLIVCFLSTWLPFVLLQ
865





LNIKKISEEEYVALGSFFFWKCLHGESSTEDMCHTLESAG
866





PYHWSPSRKAGRSDSSSSGGGGSPSEASGLGLDFEDSVWK
867





GASLYVGWAASGLLLLGGGLLCCNCPPRTDKPYSAKYSAA
868





PGPCGPPPGHGPGPCGPPPHHGPGPCGPPPGHGPGHPPPG
869





ESHSLSAHLQLTFTGFFHKNDKPSPNSENEQNSVTLEVLL
870





VPNTDQKSTSVKKDNHKKKTVKMLEYLGKDVLHGVFNYLA
871





QLKEMCRRELDKAESEIKKNSSIIGDYKQICSQLSERLEK
872





QTEMRVQLLQDLQDFFRKKAEIETEYSRNLEKLAERFMAK
873





DVLFVYAVRECCKCIDGKKVGKELTEKPKFILSVLLLWNF
874





TVYEFLLMKVEKDHLAKPFFPAIYKEFEELHKMVKKMCQD
875





CESKLYSLDHGHEKPQDKKKRTSGLATLKKKFIKRRKSNR
876





KGHYSLHFDAFHHPLGDTPPALPARTLRKSPLHPIPASPT
877





PLGQSHLAHHSMAPYPFPPNPDMNPELRKALLQDSAPQPA
878





KNISSEHSMSSTPLTIGEKNRNSINYERQQAQARIPSPET
879





EPNASVVPPPLPATWMRPPREPAQPPREEVRKSFVESVEE
880





SYAPAEIFLPKGRSNSKKKRQKKQNTSCSKNRGRTTAHTK
881





SSSGAFSLLGRFCGAEPPPHLVSSHHELAVLFRTDHGISS
882





TIMNRRLCCILVALSWMGGFIHSIIQVALIVRLPFCGPNE
883





HDFILEDAASPKCIMKEKKKPGETFFMCSCSSDECNDNII
884





PVAVPAPQQADGNPDVPPPRPLQGRSEREFFVKWVGLSYW
885





LGRVQEFDSGLLHWRIGGGDTTEHIQTHFESKTELLPSRP
886





GGNESQPDSQEDPREVLKKTLEFCLSRENLASDMYLISQM
887





PKAEDGATPSPSNETPKKKKKRFSFKKSFKLSGFSFKKNK
888





EIGQHPSLEDMQEVVVHKKKRPVLRDYWQKHAGMAMLCET
889





ATIMNQRLCCILVALSWRGGFIHSIIQVALIVRLPFCGPN
890





HIRKQQMVSVEETIYIVGGCLHELGPNRRSSQSEDMLTVQ
891





SDFDRVGGMNTEEFRDQWGGEDWELLDRVLQAGLEVERLR
892





TGIFRLTNAGMLEVSACKKKGFHPHTKEPRLFSICKHVLV
893





VPRVEGVFIFLIEDSGKKKRRKNFEAMFKGILQSGLDNFV
894





NKHAAFSCPKKPLSPPKKKVSHSSKKGGHSSPASSDKNSN
895





GENARLHYRLVDTASTFLGGGSAGPKNPAPTPDFPFQIHN
896





ESKFKSRASNAQAKPSSFFLQMQKRVSGHYVTSAAAKSVH
897





SSQLLTPAERPGGLDDRSPPGSSETVELVRYEPDLLRLLG
898





NCHISLTPNGDMPGSEIPPSSPSHAGSLHDDLNQVSRDDA
899





ESIGDYYACARLSCAPPPPIHAINRGIFVEGLSCVLDGIF
900





DLGLCVAELELLSSWFSPPTVVAGRRKSVDQPEGTPVELY
901





TLEILKSTMKKELEAAQKKKPSLCEMLHMPNICKRISLLS
902





PCFYPDEDDFYFGGPDSTPPGEDIWKKFELLPTPPLSPSR
903





TGALLLQGFIQDRAGRMGGEAPELALDPVPQDASTKKLSE
904





STSRSRPSRIPQPVRHHPPVLVSSAASSQAEADKMSGTST
905





NQEFLQARTPTLASTPIPPTPQAPSPAVDAEIRAQDAPLS
906





GAGPSGETGAAGVDGGCGGRH
907





GQEQTFGILNVLEFSSDRKRMSVIVRTPSGRLRLYCKGAD
908





ETMKQARHRLASFKTVIKKKGSVFPDDGRKSFLTREEVLS
909





DFFRAQTLKETSLTNTMGGYKESFSSIMCFGCHDVYSQAS
910





GRCKSGFDPRHGSHNIKKKAWYLIAMLLKLAFCLALCAKL
911





DGLRSRVKYGVKTTPESPPYSSGSYDSIKTEVSGCPEDLT
912





SIRTTDFHNPGYPKYLGTPHLELYLSDSLRNLNKERQFHF
913





REPAGLSLVLKKIPIPETPPQTPPQVLDSPHQRSPSLSLA
914





PQGLPGVKGDKGSPGKTGPRGKVGDPGVAGLPGEKGEKGE
915





TAPSLQNNQPVEFNHAINYVNKIKNRFQGQPDIYKAFLEI
916





AVSTGVQAGIPMPCFTTALSFYDGYRHEMLPASLIQAQRD
917





CTHCYCLQGQTLCSTVSCPPLPCVEPINVEGSCCPMCPEM
918





GTMRATGDFVTVKDGEIFFLGRKDSQIKRHGKRLNIELVQ
919





LSLEINRKLQAVLEDTLLKNITLKENLQTLGTEIERLIKH
920





PMAFSPQRDRFQAEGSLKKNEQNFKLAGVKKDIEKLYEAV
921





LTDRQVKIWFQNRRMKEKKINRDRLQYYSANPLL
922





GSAAAGGPTSYGTLKEPSGGGGTALLNKENKFRDRSFSEN
923





GRVGPRRQRKHCITEDTPPTSLYIEGLDSKEAGGQSSQEE
924





GAKIQWLKDAQGLPGGGGGDNSGTAENGRHSDLAALYTIV
925





VRIAAPGIGVWNPAFDVTPHDLITGGIITELGVFAPEELR
926





FRSKQEALKQGWLHKKGGGSSTLSRRNWKKRWFVLRQSKL
927





EHVENAGVHSGDATLVTPPQDITAKTLERIKAIVHAVGQE
928





QNYTNWSTSPYFLEHGIPPSCCMNETDCNPQDLHNLTVAA
929





PTGPKNMQTSGRLSNVAPPCILRKNPPSARNGGHETDAQI
930





DFLSVKWEAAMMNGKVPFFFSSESLGYFATGRPADNVMTT
931





GCGFCNQDRRTLPGGQPPPRVFLAVFVEQPTPFLPRFLQR
932





VLQTGTQRTIAPRTHPYSPKIDGTRTPRDERRRAQHNEVE
933





AMDRNSLQSAVSNIAQAPLFIPPNSDPVPARDYLILKGVL
934





DSCLLAAMAYDCYVAIRHPLPYATRMSRAMCAALVGMAWL
935





GLVYLIYYEESLHHPMYFFFGHALSLIDLLTCTTTLPNAL
936





MSYFPILFFFFLKRCPSYTEPQNLTGVSEFL
937





DSANAKTLLEAASKFQFHTFCKVCVSFLEKQLTASNCLGV
938





LWENETVGAQDDPLAYWEKKREAWPPSICLTPHRSLL
939





SDPSQQPPSYGGPSVPGSGGPPAGGSGFGRGQNHNVQGFH
940





PGSRPKKKLSPPSITIDPPESQGPRTPPSPGICLRRRAPS
941





MSGQDVIKAVEDGFRLPPPRNCPNLLHRLMLDCWQKDPGE
942





AVVGIEDPVRPEVPDAIKKCQRAGITVRMVTGDNINTARA
943





GLPSKIGSISRQSSLSEKKIPEPSPVTRRKAYEKAEKSKA
944





MAERESGGLGGGAASPPAASPFLGLHIASPPNF
945





QGIAVLNIPSYAGGTNFWGGTKEDDTFAAPSFDDKILEVV
946





APRFSRGLRGELSYNLGAGGGSAEVDTSSLSGDNTLMSTL
947





QCYQEVCNDRINANTITSPRLAALTYKCTRDQWTVYCRVI
948





IIIKCLLYARHGVLFLFFF
949





RTAPLGVPGTLPGLPRRDPLRVALRLDAACWEWARSGCAR
950





HKTLLERHVALHSASNGTPPAGTPPGARAGPPGVVACTEG
951





RLGSVMRPTEDITARELPPPTSAQGPGRVGPRRQRKHCIT
952





SLRRHYEVHHGLCILKEAPPEEEACGDSPHAHESAGQPPP
953





RGACPGLLETLGALRAIPPAQLQEEAFMSQVHSVVLSERD
954





AHLRKAEREEKPKHTEAKKSLSFRKKQQKDFCFIFRN
955





AGQGCKDALQLLIEHSWERGERLDMQALKQSSTELLFGGH
956





SCGPGTQHRQLQCRQEFGGGGSSVPPERCGHLPRPNITQS
957





SSSLSSGHVHSTPFQAGTPRYDVPIDMSYDSYPHHGIGTQ
958





ASTVEGGDTALLPEFPRGPLDAYRARASFSWKELALFTEG
959





ARRGMHAFIVPIRSLQDHTPLPGIIIGDIGPKMDFDQTDN
960





MVTQILGAMESQVGGGPAGPALPNGPLLGTNGATDD
961





YGRDRGIFGIESWPDYEDIYKKTIEVGTFLDLPRFPDITE
962





MNQENRSSFFWLLVIFTFLLKITASFSMSAY
963





STLRGRARAMSKASKVPGGVQARLEKDAAAPALEDLPWTS
964





LKKFKMHLEDYPPQKGCIPLPRGQTEKADHVDLATLMIDF
965





GLKTKKWVNEVRYGGFSLGGRDPGLPSGQELGRSVEELWA
966





GHQEGLVELPASFRELLTFFCTNATIHGAIRLVCSRGNRL
967





GGGAEARGATAGASACQGGLYGGVAGVAYMLYHVSQSPLF
968





DVECHLLTHVPMWSARLLTCPCGVPACSHVPMRSARLLTR
969





EEKPGRKRAEAKGNRSWSEESLKPSDNEQGLPVFSGSPPM
970





SLASPMRLSTPSASPAIPPLVHCADKSLPWKMGVSPGNPV
971





LAQPPKDLTLELAGSPSVPLVIGCAVSCMALLTLLAIYAA
972





DRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSH
973





DGYTGEHCEVSARSGRCTPGVCKNGGTCVNLLVGGFKCDC
974





SELKEARQRRQPPGHRPAPRGGGGSALVRGSPCVESCWAP
975





MAAKTPSSEESGLPKLPVPPLQQTLATYLQCMRHLVSEEQ
976





SYTVENAYECSECGKAFKKKFHFIRHEKNHTRKKPFECND
977





TYPPSASVVGASVGGHRHPPGGGGGQRSLSPGGAALGYRD
978





ADKPASLPPASQASNHRDPRQARRLATETGEGEGEPLSRL
979





TAQLKTTPTQPSEQKAAFPPPEQKTAFDKKLLDRFDYDDE
980





KKERTSIFEMSDFSCVGKKTRTVDITNFTAKTISSPRKTG
981





LGNPFGLIREFSEGVEAFFYEPYQGAIQGPEEFVEGMALG
982





ESRHSLEERLQQIREDEEREGSELTLNSREGAPTQHPLSL
983





RLREEEKRRRREEERCKKKETDKQKKIAEKEVRIKLLKKP
984





SQQPPSYGGPSVPGSGGPPAGGSGFGRGQNHNVQGFHPYR
985





ALVVLDVHARDVLSSLVKKNISDDSDFEWLSQLRYYWQEN
986





AYIQSRQALNSVVKITSKKKHPELITFKYGNSSASGIEIL
987





VKVVQGPAGGDNSKLRYKKKGSHCLEVTVQ
988





DNTWSITCPLCRKVTAVPGGLICSLRDHEAVVGQLAQPCT
989





RWTEMIRASRENPAMQEKKRSSIWQFFSRLFSSSSNTTKK
990





WVSQFVTFYPGDVILTGTPPGVGVFRKPPVFLKKGDEVQC
991





AFVGLLASCLGLELSRCRAKPPGRACSNPSFLRFQLDFYQ
992





LVARALANECSQGDKKVAFFMRKGADCLSKWVGESERQLR
993





GVDVCFFGMHVQEYGSDCPPPNTRRVYISYLDSIHFFRPR
994





TASALLPKRAMQFGSRIAKMEKINEKASDKCGRLQIMSLE
995





PRGPKVGSLGLPAHPREKKTSKSSKIRSLADYRTEDSNAG
996





GKKYQWDAETQGWILGSFFYGYIITQIPGGYVASKIGGKM
997





ISLQDLSKERRPGGAGGPPIQDEDEGEEGPTEPPPAEPRT
998





MAAGCLLALTLTLFQSLLIGPSSEEPFPSAVTIK
999





VASHPETRSAFLAAHIPLFLYPFLHTVSKTRPFEYLRLTS
1000





CQKCGKAFSRASTLWKHKKTHTGEKPYKCKKM
1001





WDMAQLRAVVVDDYRRRKKKGGPLRALSSKTWSTDDFFAG
1002





IQMKSADRAFMAAQKCHKKNMKDRYVEVFQCSAEEMNFVL
1003





PAVPFSRSRQPSPLLLLPPPAGLTSDPGPSVRRVPAVQRD
1004





ESTQLQNEIQKLOKTLKKKTKRYMSHKLKI
1005





GLAMSSSIFIGGSFILKKKGLLRLARKGSMRAGQGGHAYL
1006





DLALRGKKKRKKFMKDAKKKGEMTAEERSQFEILKAQMFA
1007





NLLPYKIAYYIEGIENSVFTLSEGHSAQICTAQLGKARLH
1008





MKSCGVSLATAAAAAAAFGDEEKKMAAGKASGESEEA
1009





LRDSIQSAQELLAQEQKKKEELEIATSQLKSDLTSRDDLI
1010





PGCLPMVKRTITRQQWKKKALRSMPKSRNQVLFRRNLTPS
1011





EASASPPRSEAQRQIQEWGVSVRTLRGNFESASGPLCGFN
1012





TTTDMYLLILQHFLLHATPPDSASQGLGPSLLRGRLPTLL
1013





RGKPPPQAHLPSAPALPPPHPPVVLPHLQHSVAGHHLGPP
1014





LQLTSGVHSTIKVIKAKKKT
1015





VRQGALQGGLLMGYSPAGGATSPGVYQVSIFSPPAGTSEP
1016





HYSGGESHNSSSSKTFEKKRGKK
1017





SEHHLQRAISAQQVFREKKESMVIPVPEAESNVNYYNRLY
1018





KKRFKSLEKSHKNTGELKKSKVLSHHRAGRSNQIKIEQIK
1019





CDECGKTFIRHDHLTKHKKIHSGEKAHQCEECGKCFGRRD
1020





DQPSILNSCEDPVPGMLFFLPPGQHLSDYSQLNESTTKES
1021





RRKSKRMSKYKENKSENKKTVPQKKMHKSVSSNDAYNFNL
1022





VHDASTSSDSEEQDMSVKKGDDLLETNNPEPEKCQSVSSA
1023





ILTSLWLLEQPYFATYKAKNAIIKMVENRDTGCQIGPNIE
1024





KEQDRVHSPCPTSGSEKKKRSDDPVEDDKEKKELGYLTVE
1025





VPTIFSLPEDNQGKDPSKKKSQKKNLEDEKEVCPKAKSEE
1026





ELVEMCNGKNGILEDSQKKEDTAFSDWSDEDVPDRTEVTE
1027





EPQKSGNNETFTPNRVEKKKLQHTYLCEEKENNKSFQSDD
1028





LAGGRHCCPVCRWPSYKKKQPYAQHQPLSNDVPS
1029





KQNVKMSESQAALPSALKTLQQKLRLHIIEIIGNEGLLAC
1030





RPAERITEDHEKKSKRIKKN
1031





NYKVDCACHKGNRNCPIQKRNPNATELPLLPPPPSLPTIG
1032





NGSFYFSGICYLLSSVSFFFVPLAERWKNSLT
1033





VIEVGKKHGPWVNHYSIFFVSVSFFIITAATVGYFIFYSA
1034





PDEIGNFIDENLKAADTDPTAPPYDSLLVFDYEGSGSEAA
1035





TRWKEDIRYHYAEISSQVPLGKRLREYFNSEKPEGRIIMT
1036





VLDKVFRASESQILSIAEKMLDTRVAENRDLGMNENNIFE
1037





YRTSMFKTFKKTLDDGFFPFIILDAINDRVRHFDQFWSAA
1038





KEKYQEEFEHFQQELDKKKEEFQKGHPDLQGQPAEEIFES
1039





SLNRITDIGEVSQFLTEGIIMKDFSHPNVLSLLGICLRSE
1040





ASSSSSSSSSSSRSRSRSLSPPHKRWRRSSCSSSGRSRRC
1041





ERQMAELMPVGDNNFSDSEEGEGLEESADIKGEPHGLENM
1042





DPKPALRWGDSKGSNCQGGWEDDSAATGMVKSNQWGNCKE
1043





KPQIKQVVPEFVNASADAGGSSATYMDQAPSPAVCPQAPY
1044





KWCQRKLQAELKIGSFRFFWIQNVSLKFQQHQQTVEIDNL
1045





DPNFGSKEDFDSLLQSAKKKSIRVILDLTPNYRGENSWFS
1046





SILYYLGLVQWVVQKVAWFLQITMGTTATETLAVAGNIFV
1047





SNVNRSLSGDQDTFHPSGGSHTTHGSESDGHSHGSQEGGA
1048





RKEEREIKDEKYIDNLEKKQWITKWNENESYS
1049





ELSPLLMILSQLLPQQRHGERTPYVLRCLTEVALCQDKRS
1050





QAAAVQKRVETVSQTLRKKNKQYQIPDVRDIFAQQRESKE
1051





KLHCKQDGEEGTEEDTEEKCTICLSILEEGEDVRRLPCMH
1052





MTELEPSKFSKQAAENEKKYYIEKLFERYGENGRLSFFGL
1053





SSPSPGQQVQTPQSMPPPPQPSPQPGQPSSQPNSNVSSGP
1054





KPDAEYPEWLFEMNLGPPKTLEELDPESREYWRRLRKQNI
1055





QMVAFLEQRASALLASCSKNCTNSPAIVRFSGQSRGVPAV
1056





WWFWPLCCKVVIKDPPPPPAPAPKEEEEEPLPTKKWPTVD
1057





IKDKLKCYDFDVHTMKTLKNIISPPWDFREFEVEKQTAEE
1058





IHTGEKPYECSDCGKSFTKKSQLQVHQRIHTGEKPYVCAE
1059





WRKLVSKTQLEMNLPLMIKKQDQPTFDNSGNILSKEEKAT
1060





RQRELQLSVLSAESLRENFFLGGVTLPLKDFNLSKETVKW
1061





ESHNFSGDIALLELQHSIPLGPNVLPVCLPDNETLYRSGL
1062





LSPVDCIPEENNSAHPSFFSSSSKGDSFAQH
1063





LKIEETNPSLAQDTVIIKKKSCSSKALNTPVLSVLKEAAK
1064





AIARLDNSAAKHKLAVKPKKQRVSKKHRRLAQDPQHEQGG
1065





DAQRFMDLATYINMIWSAPLQVILALYLLWLNLGPSVLAG
1066





AAVCPTDLPQLWKGEGAPGQPAEDSVKQEGLDLTGTAATA
1067





LALSVETDYTFPLAEKVKAFLADPSAFVAAAPVAAATTAA
1068





QKYQKKEKKKEKKSKSKKGKHHKKEKKKRKKEKHSSTPNS
1069





TVFLTAILGGTIVIVIGFFAVLLCYCRDKCGTPQKRERNI
1070





LSAQMLAPPPPGLPRLALPPATKPATTSEGGATSPTSPSY
1071





LNFGTVSFYLGYNAMQDFFPTMSMKPNPQCDDRNCRKQQE
1072





VLVHKKKDCPPGSFWWLIPLLLLLLPLLALLLLLCWKYCA
1073





PNLMPSNPDSGMYSPSRYPPQQQQQQQQRHDSYGNQFSTQ
1074





LCNVTLNSAQQAQAHYQGKNHGKKLRNYYAANSCPPPARM
1075





VQKAEALMRELDEEGSDPPLPGRAQRIRQVLQLLS
1076





SDLSSQFVISPPALRSRQKNTSNKNKLEDELKDDAQSVET
1077





NSPTWSLQVFSKKKKKKKKNNMAAKEKLEAVLNVALRVPS
1078





YLESSLISHESAVTALVPPGSESFDILTAGIQATSPLTTV
1079





ERNRKRSRSRSSSSGDRKKRRTRSRSPERRHRSSSGSSHS
1080





SGKRRFLLCLLLFTVITYFFVVIGIAPIFILYELDSPLCW
1081





LQTRADYLIKLLSRDLAKKEALSGAGSSKRRKARAKKNKA
1082





SSEIKVKVEPADSVESSPPSITHSPQNELKGTNHSNEKKN
1083





VSPLPCCTQGHDCQHFYPPSDFTVSTQVFRDMKRSHSLQK
1084





HVSQAQQETYLGFWINSKKSQCNIFLSGTY
1085





IWGTDVLKNRSVTGVATKKKKDAVPKPPLSPHKLSIVREC
1086





IRQHPGHAHYHLPAAYLLGPSRSAVARPPRPGPFLPSQEP
1087





KHMSLSYVANQEPGILQQKNAVQIISSALDTDNESTKDTE
1088





QIMLDMLTENLFFDTGMGKSKFLQDMHTLLLTRHRDEHEG
1089





KVTLLQLLLGHKNEENVEKNTSPQGVHNDVSKFNTQNYAR
1090





SFTQLSEEIQMAVVWCRSKKLKAQAIFLGNKLLKSNRLKH
1091





PPRQPFLPGPGQPFLPTHTQPNLQGPLHPPLPPPHQPQPQ
1092





TISLVAVSDVNKHADRIAFWDDVYGFKMSCMKKAVIPEAV
1093





LKTVGKLTATQVAKISFFFCFVWFLANLSYQEALSDTQVA
1094





YLRKDEGSNKQVYSVPHFFLAGAAKERSQMNSQTEDHALA
1095





GESVLRSVSPVQDLDDDTPPSPAHSDMPYDARQNPNCKPP
1096





VIQSQSNSFHAKRAEQLKKSILKQAADLTQELPSVLLLHQ
1097





VSNDLKYDAERDLRDIGAKNILVHSLNKFKYGKISSKHNG
1098





ARSSRVIKTPRRFMDEDPPKPPKVEVSPVLRPPITTSPPV
1099





PRSFLAKKLQLVRRVGAPPRRMASPPAPSPAPPAISPIIK
1100





NGHIHFDNVSVVSLQDGKKEPSSCTCLKGPKLSEIGTIAW
1101





WAIKLATNAAVTVLRVDQIIMAKPAGGPKPPSGKKDWDDD
1102





ARCPSARGSGDGEMGKPRNVALITGITGQDGSYLAEFLLE
1103





KGGWQQKSKGPKKTAKSKKKKPLKKKPTPVLLPQSKQQKQ
1104





FLLGRWCYQVSHLSWLEKKTATALLESPLSATVEDALQSF
1105





DSLKNVIARAISKLPIVHFCSSKPRVEYSTKIVEVFCGKE
1106





LPTMPPPVLPPSLPPPVMPPALPATVPPPGMPPPVMPPSL
1107





DSEVADSPSSDERRIIETPPHRY
1108





ILDCNSVRQSIMSVCFFFFLLYSQHDV
1109





IILDCNSVRQSIMSVCFFFFLLYSQHDV
1110





HERRVFHLTVAEPHAEPPPRGSPGNGSSHSGAPGPDPTLA
1111





DLEPHSFGGLLEGIRGASGGAGGRSLDSRLELASLGLGAP
1112





GAGQHPQPQPPLHKANQPPHGVPQLSLYEHFNSPHPTPAP
1113





DISQDNALRDEMRALAGNPKATPPQIVNGDQYCGDYELFV
1114





KSGRYMELEQRYMDLAENARFEREQLLGVQQHLSNTLKMA
1115





DLIVRCEAGEGECRTFMPPRVTHPDPTERKWAEAVVRPPG
1116





EKYSNLVQSVLSSRGVAQTPGSVEEDALLCGPVSKHKLPN
1117





KAKEAAALGSRGSCSTEVEKETQEKMTILQTYFRQNRDEV
1118





GGWQQKSKGPKKTAKSKKKKPLKKKPTPVLLPQSKQQKQK
1119





QIVSASVLQNKFSPPSPLPQAVFSTSSRFWSSPPLLGQQP
1120





LQRANRTGGLYSCDITARGPCTRIEFDNDADPTSESKEDQ
1121





VEHHTYHIKNYIMNKDLLRRVLVLMNSKHTFLALCALRFM
1122





PITTYPPYVPEYSSGLFPPSSLLGGSPTGFGCKSRPKARS
1123





ITALLGSLNSCCNPWIYMFFSGHLLQDCVQSFPCCQNMKE
1124





PHHDDINFYSERKQNRPFFFACVPADSLEVIPKTIRWTIP
1125





ARQDLGPSYNGWQVLDATPQEESEGVFRCGPASVTAIREG
1126





LPPGPPSIFPDCPRECYCPPDFPSALYCDSRNLRKVPVIP
1127





WFGKNCSEPYCPLGCSSRGVCVDGQCICDSEYSGDDCSEL
1128





RRGGDHVALQPLRSEGGPPTPHRSIFAPHALPNRNGSLSY
1129





WVGRWFRPRKGTLGAMDLGGASTQITFETTSPAEDRASEV
1130





TADEPMVFVDDQLPCNVTFFNASHVVCQTRDLAPGPHYLS
1131





CLKKGDFSLYPTSVHYQTPLGYERITTFDSSGNVEEVCRP
1132





RAGRGGLGPPAGVANSLPPQLFAAVSRGCCTSLTHLDASR
1133





PDPLGPRSQPACQVAHDPPRACPLCSQGTKTLSGSIAPMD
1134





GQSFSTDAAGSRGGSDGTPRGSPSPASVSSGRKSPHSKSP
1135





QGRRGPPGAPGEMGPQGPPGEPGFRGAPGKAGPQGRGGVS
1136





KORALPSLDIVVWSELPPGAGLGSSAAYSVCLAAALLTVC
1137





GPPGGAGEGGPPAQAPPPPQQPPTAPPSGLKKYEEPLQSM
1138





HFIKPLLLSEVLAWEGPFPLSMEILEVPEGRPIFLSPWVG
1139





YFKKLVLNKAILLQVIAKKDDKYTVNIQSVEASENIDVIS
1140





ARLQTEACRLGQLHPAAPGGLAKVQEAWATLQAKAQERGQ
1141





VGGEGAEEQPPGAERTFCLSLPDVELSPSGGNHAEYQVAE
1142





ASPTGDMAVGSPLMQEVGSPKDPGKSLPPVPPMGLPPPQE
1143





SEEAATWRGRFGPSLVRGLLAVSLAANALFTSVFLYQSLR
1144





RILIHGLQGASEPPPPLPPLAGVLPRAAQPR
1145





RFLQLGAKVPKGALLLGPPGCGKTLLAKAVATEAQVPFLA
1146





CPQDQSPDRVGTEMEQVSKNEGCQAGAELEELSKKAGPEE
1147





PTATGVQPESSASIVTSYPPPSYNPTCTAYTAPSYPNYDA
1148





SNGGTCYDSGDTFRCACPPGWKGSTCAVAKNSSCLPNPCV
1149





GATVTLRCVGNGSVEWDGPPSPHWTLYSDGSSSILSTNNA
1150





SEDLAPSLGETWKDESVPQVPAEGVDDTSSSEGSTVDCLD
1151





IQATNASGSPTSMLVVDAPQCPQAPINSQCVNTSQAVQDP
1152





RAFSPKFGELVAEEARRKGELRYMHSRVVANSEEIAFYGG
1153





APAAQTPLLGRFLGVGAPSPAISLRNFGRVRGTPRPPHLL
1154





NVFEPKPSVPEYKVASVGGSRCLLLHYSVSKAIWDGLILL
1155





METCRRLIKGSADRNSPSPSSVASSDSGSTDEIQDEFERE
1156





FFRLIKIKIIVKDTNDNAPMFPSPVINISIPENTLINSRF
1157





LQPHHLPPPPLPPPPVMPGGGYGDWQPPPPPMPPPPGPAL
1158





KVRLEGRSTTSLSVSWSIPPPQQSRVWKYEVTYRKKGDSN
1159





AEEDEDLEGPPSYKPPTPKAKLEAQEMPSQLFTLGASEHS
1160





GERDTLAGQTVDLQGEVDSLSKERELLQKAREELRQQLEV
1161





TTDERGPPGEQGPPGPPGPPGVPGIDGIDGDRGPKGPPGP
1162





RQPPPFPPNPMGPAFNMPPQGPGYPPPGNMNFPSQPFNQP
1163





CKPERDGAESDASSCDPPPAREPPTSPGAAPSPLRLHRAR
1164





KHKTTPLPPPRLADVAPTPPKTPARKRGEEGTERMVQALT
1165





PSSEACGEAQRLPSAPSGGAPIRDMGHPQGSKQLPSTGGH
1166





TDGSPHCVFWDHSLFQGRGGWSKEGCQAQVASASPTAQCL
1167





SGGGGTAGARGGGGGTAAPQELNNSRPARQVRRLEFNQAM
1168





ERQPPALKAYPAASTPAAPSPVGSSSPPLAHEAEAGAAPL
1169





PKRYKANYCSGQCEYMFMQKYPHTHLVQQANPRGSAGPCC
1170





GLDELDGVKAACPCPQSSPPEQKEAEPEKRPKKVSQIRIR
1171





MTSLFRRSSSGSGGGGTAGARGGGGGTAAPQELNN
1172





PPPPQKRYTAAGAGAGGTPDYDPHAHGLQGNGSYGTPHIQ
1173





LMNLSAHLNDPQPIEMTVKKTLSNFRRTHHDNWQEHKQQF
1174





TPANSRTLTRAASLRGGVGAPGSPSTPPTRFFTEKKIPHE
1175





ELWLRLRGKGLAMLHVTRGVWGSRVRVWPLLPALLGPPRA
1176





RYIRELQYNHTGTQFFEIKKSRPLTGLMDLAKEMTKEALP
1177





GSQYGMHPDQRLLPGPSLGLAAAGADDLQGSVEAQCGLVL
1178





VCSSPDYLREPKYYPGGPPTPRPLLPTRPPASPPDKAFST
1179





TPQKNGRVQEKVMEHLLKLFGTFGVISSVRILKPGRELPP
1180





HCSNVCSNDPPCFSVMIPPNDSRARSGARCMFFVRSSPVC
1181





EVRLRRNASSAGRLQGLAGGAPGQKECRPFEVYLPSGKMR
1182





NPSIRAITLGHGHILVGTKNGEILEIDKSGPMTLLVQGHM
1183





NESYQQSCGTYLRVRQPPPRPFLDMGEGTKNRIITAEGII
1184





ASSLSRPWEKTDKGATYTPQAPKKLTPTEKGRCASLEEIL
1185





MDDVPAPTPAPAPPAAAAPRVPFHCS
1186





KLRDSMEQAVLDSMGSGKKGQDVGAPNGALSRLDQLSGAQ
1187





PLKMNPNILSQDSQHVNLFFDKNDENVILQKTTNESMENS
1188





NLEPGFISIVKLESPRRAPRPCLSLASKARMAGERGASAV
1189





GTVYHDMGNINLTFFTTKKKYDRMENLKLIVRALNAVQPQ
1190





MKITNGRHGDSAGAEGTMENFTALFGAQADPPPP
1191





LKEQLHQKDQKILLLLEEKEMIFRDMAECSTPLPEDCSPT
1192





RFQELKAQRESKEALEIEKNSRKPPPYKHIKANKVIGKVQ
1193





KEYLQEKAKEKYQEWLKKKNAEECERKKKEKEKEKQQQAE
1194





TAKGGVGKLVTLRNVSTKKIPTVNRITPKTQGTNQIQKNT
1195





GSVLKNGSLTNHFSFEKKKARVAVLISGTGSNLQALIDST
1196





KRSQENEWVKSDQVKKRKKKRKDYQPNYFLSIPITNKEII
1197





PGGLEGRLQATGQARPPAPRPFHHGQYYGYLSSSSPGEVE
1198





WWLTGSNLTLSVNNSGLFFLCGNGVYKGFPPKWSGRCGLG
1199





MILSSYFINFIYLAKSTKKTMLTLTLVCAITFLLVCSGTF
1200





KVRYVVSKASVQTQPAIKKDASAQQDSYEFVSPSPPADVS
1201





KTFRRSSHLTAHQSIHADKKPYECKECGKAFKMYGYLTQH
1202





FATTLWGVHSAQTEKEKKKESSNCGRRNVFSYGRVKLCST
1203





SVFGKEVTLETLVKDLKKKIPSLSFSPLKPNGRISVEGSF
1204





ETADRELLPTFHHVSVYPKKELPLFIHFTAGFCSSTAMIA
1205





ASINKKLGLLSYKDRIRKKESEVLCSTTETLEEKNENMKL
1206





DTVGTLSLIMLAQAQEVFFLKATRDKMKDAIIAKLANQAA
1207





LDDLITPAKLSVGFELLRKMGWKEGQGVGPRVKRRPRRQK
1208





PDEVCYRVLMQLCSHYGQPVLSVRVMLEMRQAGIVPNTIT
1209





TEDIKSAFAPFGKISDARVVKDMATGKSKGYGFVSFYNKL
1210





SIINTLQTQVEVKKRRHRLKRHNDCFVGSEAVDVIFSHLI
1211





SDNFNTGNMTVLSPYLNTTVLPSSSSSRGSLDSSRSEKDR
1212





SLLHTAGGGSHGQLGSGSSSEASSVPHLLAQPSVSLGDQP
1213





QLHHLKLSEDEETVYNVFFARSRSALQSYLKRHESRGNQS
1214





LRVIGRGSYAKVLLVRLKKTDRIYAMKVVKKELVNDDEDI
1215





NQSVEQMCNLLLKDQKPKKQGKYICEYCNRACAKPSVLLK
1216





VDSGDSEVVDGLMLQHITLLMCSAYRNQLLNIFVRPSLVA
1217





ELFFLDIHNIHVMRESLKKVKDIVYPNVEESHWLSSLEST
1218





FDLDGDECLSHEEFLGVLKNRMHRGLWVPQHQSIQEYWKC
1219





VLRGHEFLSHPFAVTLYGGEVYWTDWRTNTLAKANKWTGH
1220





KAEDGATPSPSNETPKKKKKRFSFKKSFKLSGFSFKKNKK
1221





SKAKAEKPPLSASSPQQRPPEPETGESAGTSRAATPLPSL
1222





SAFNLLMHYPPPSGAGQHPQPQPPLHKANQPPHGVPQLSL
1223





FHLVPNHIVVSAEGNISKKTECLGRALKFDKVGLVQYQST
1224





TLTILRLSFCTNMEIPHFFCDPSEVLKLACSDTFINNIVM
1225





DPLTKPMQYKVVVPKIGNILDLCTALSALSGIPADKMIVT
1226





KRSQENEWVKSDQVKKRKKKRKDYQPNYFLSIPITNKEII
1227





LSTRHVHLECRLQLWWCGGAPDSSIPDDHQGEKGQGGTEG
1228





EARRRAHDQLLDLKSSLLKKADTLIGEIFNSVREELKFKH
1229





IRTHTGEKPYECNICKVRFTRQDKLKVHMRKHTGEKPYLC
1230





KGVQSLLMYKDGDSVLQRGGSLRAPALPSRSDRLQQRLPI
1231





NRGEIKGSESATYVPVAPPTPAWQPEIKPEPAWHDQDETS
1232





APLTMASPAMLGNVESGGPPPPTASQPASVNIPGSLPSST
1233





QEFLHRYQELLDDNQAPFFLFTCAMRWLAVRLDLISIALI
1234





TVDADTVTELAQVIVSRGGRFLEAPVSGNQQLSNDGMLVI
1235





DPSCTVGFYAGDRKEFETLCSELTRVLSSSSATERYPMFT
1236





KVQEQLKITNLRVQLLKRQSCPCQRNDLNEEPQHFTHYAI
1237





NNTWEGHYYHYSDPVCKHPTFSIYARGRYSRGVLSSRVMG
1238





RWRRRGQPMFLALDRRGGPRPGGRTRRYHLSAHFLPVLVS
1239





EVPAAASQPTFLPWVPERGGGELDLVVRELQALEEELREA
1240





GPALEEAAGPLVPGLVLGGFGKRKAPKVQPFLPRWLAEPN
1241





AARGTWWNRPGGTSGSGEGVALGTTRKFQATGSRPAGEED
1242





VAAGKAKKQVFYGEEERLKKPPRLQESCDSDHGGGRPAAA
1243





DEHSSDPYHSGYEMPYAGGGGGPTYGPPQPWGHPDVHIMQ
1244





LLDTKDQSHDLGLHVLSCRNNPLIIPVVHDLSQPFYHSQAVRV
1245









XVII. Examples

The following examples are given for the purpose of illustrating various aspects of the invention and are not meant to limit the present invention in any fashion. One skilled in the art will appreciate readily that the present invention is well adapted to carry out the objects and obtain the ends and advantages mentioned, as well as those objects, ends and advantages inherent herein. The present examples, along with the methods described herein are presently representative of preferred aspects, are exemplary, and are not intended as limitations on the scope of the invention. Changes therein and other uses which are encompassed within the spirit of the invention as defined by the scope of the claims will occur to those skilled in the art.


Example 1: Identification and Validation of Frameshift Neoantigens for Mismatch-Repair Deficient Lynch Syndrome

Lynch Syndrome (LS) is the cause of ˜2.5% of all diagnosed colorectal cancers (CRC). LS patients are at high-risk for the development CRC, with an estimate lifetime risk of 70-80%. LS patients harbor germline mutations in one of the Mismatch Repair (MMR) system genes (MLH1, MSH2, MSH6, PMS2, or TACSTD1/EPCAM). MMR-deficient (dMMR) manifests into microsatellite instability (MSI) and the generation of frameshift peptides (FSP) which become neoantigens (neoAg). neoAg are presented by MHC class I and II and recognized by adaptive immune system. Immunogenic neoAg likely harbor an effective means for CRC immune-interception strategies such as an immunopreventive vaccine for LS carriers.


The inventors utilized paired whole-exome sequencing and mRNAseq in LS CRC (stage I-III) and pre-cancers to catalog and identify the most frequently recurrent neoAg present in LS patients, and used in-silico metrics such as HLA genotype, mutational frequency, HLA binding affinity, and expression levels to predict immunogenicity. To validate the computational predictions, the inventors harvested cytotoxic lymphocytes from a total of 3 LS patients and generated neoAg-loaded tetramers to mimic MHC-I presentation of 10 different neoAg from the prediction list. After neoAg-specific CTLs were enumerated and isolated using tetramer stains, ELISpots, and a 15-plex cytokine profiling ELISA assay were used to ascertain the immunogenic potential of each neoAg.


MHC-tetramer staining revealed that neoAg-specific CTLs comprised approximately 0.5-1% of total peripheral CTL population, which is consistent with previous studies. ELISpots performed using CTLs showed significant secretion of IFNγ (spot forming units) upon overnight stimulation with neoAg-loaded tetramers compared to controls. A 15-plex cytokine profile using CTLs from one patient identified significant activation of proinflammatory (IL-1a, IL-1b, IL-12, IL-17, IL-23) and proliferative (IL-2, IL-15) cytokines upon neoAg stimulation compared to the unstimulated control.


These results provide strong evidence to suggest the in silico computational pipelines accurately predict the immunogenicity of LS neoAg and that these neoAgs have the potential to mount an immune response consistent with previously published work performed in other cancers. This study provides the foundation for developing an immunoprevention vaccine for LS carriers.


Patients and Specimen collection: All patients for this study had a confirmed diagnosis of LS (n=28). Patient characteristics are shown in the chart below:















Characteristic
N








Age ± SD
52 ± 14



Gender




Female
18



Male
10



Race




Caucasian
23



Other
4



Not disclosed
1



Ethnicity




Not hispanic or latino
21



Hispanic or latino
6



Not disclosed
1



dMMR gene




MLH1
9



MSH2
10



MSH6
6



PMS2
2



Not detected
1



Cancer Status




Previvor
6



Active Cancer
8



Survivor
14



Colorectal Neoplasm*




Inflammatory polyp
2



Hyperplastic polyp
3



Tubular adenoma
24



Tubulovillous adenoma
1



Sessile serrated adenoma
3



Adenocarcinoma In Situ
1



Adenocarcinoma Stage I
2



Adenocarcinoma Stage II
3



Adenocarcinoma Stage III
4



Premalignant lession size (mm) ± SD
 8 ± 17





*One patient can have more than one cancer or neoplasm






The strategy for in silico neoantigen prediction is shown in FIG. 1, and the in vitro validation pipeline is shown in FIG. 2. FIGS. 3-4 show the mutation frequency and neoantigen sequencing. FIG. 5A-D shows the validation of neoantigen immunogenicity.


In conclusion, the inventors performed paired whole-exome sequencing (WES) and mRNAseq of LS CRC (stage I-III) and precancers from the LS patient cohort. A state-of-the-art bioinformatics pipeline predicted a catalog of recurrent and highly immunogenic neoAg. The inventors validated the immunogenicity of a few peptides using MHC class I tetramers and ELISPOT. The in vitro validation confirms the accuracy of in silico prediction of the immunogenic neoAg. This data supports using these neoAg as a vaccine-based immunoprevention strategy for LS patients to prevent the development of CRC.


REFERENCES

The following references, to the extent that they provide exemplary procedural or other details supplementary to those set forth herein, are specifically incorporated herein by reference.

  • 1. Lynch H T, Snyder C L, Shaw T G, Heinen C D, and Hitchins M P. Milestones of Lynch syndrome: 1895-2015. Nat Rev Cancer. 2015; 15(3):181-94.
  • 2. Bonadona V, Bonaiti B, Olschwang S, Grandjouan S, Huiart L, Longy M, et al. Cancer risks associated with germline mutations in MLH1, MSH2, and MSH6 genes in Lynch syndrome. JAMA. 2011; 305(22):2304-10.
  • 3. Ott P A, Hu Z, Keskin D B, Shukla S A, Sun J, Bozym D J, et al. An immunogenic personal neoantigen vaccine for patients with melanoma. Nature. 2017; 547(7662):217-21.
  • 4. Cohen C J, Gartner J J, Horovitz-Fried M, Shamalov K, Trebska-McGowan K, Bliskovsky V V, et al. Isolation of neoantigen-specific T cells from tumor and peripheral lymphocytes. J Clin Invest. 2015; 125(10):3981-91.
  • 5. Wells D K, van Buuren M M, Dang K K, Hubbard-Lucey V M, Sheehan K C F, Campbell K M, et al. Key Parameters of Tumor Epitope Immunogenicity Revealed Through a Consortium Approach Improve Neoantigen Prediction. Cell. 2020; 183(3):818-34 e13.


Example 2: Identification and Validation of Frameshift Neoantigens for Mismatch-Repair Deficient Lynch Syndrome

Lynch syndrome (LS) patients constitute a well-defined population that will likely benefit from cancer immune-interception strategies given that they develop DNA mismatch repair deficient tumors that generate high loads of neoantigens. The inventors performed in-silico prediction, immunogenicity ranking, and in-vitro validation of highly immunogenic and recurrent frameshift neoantigens (FS-neoAgs) from colorectal cancers (CRC) (n=13) and pre-cancers (n=61) of the LS patient cohort (N=46), using paired whole-exome sequencing and mRNAseq. The inventors showed that mutation burden derived from microsatellite instability is positively correlated with high FS-neoAgs load even in pre-cancers. After testing 154 predicted FS-neoAgs, they demonstrated an in-vitro validation rate of up to 50% in MHC-I restricted FS-neoAgs, when high predicted-immunogenicity and recurrency of the FS-neoAgs within the cohort are considered as factors for their selection. Overall, the mutational data, gene expression data, and FS-neoAgs catalog improve the understanding of LS-derived cancer, which will guide the future development of immunoprevention vaccine strategies.


This study provides the largest LS somatic mutation, gene expression, and FS-neoAgs landscape report presently available with supported evidence of a computational pipeline that accurately predicts the immunogenicity of tumor-derived FS-neoAgs. This computational platform affords the future development and discovery of a universal LS cancer-vaccine.


A. Introduction

Lynch Syndrome (LS), the leading cause of hereditary colorectal cancer (CRC), represents 2-4% of total CRC and affects more than 1 million carriers in the United States (1). LS arises from heterozygous germline mutations in the DNA mismatch repair (MMR) genes, with MLH1 and MSH2 responsible for more than 70% of LS cases. LS patients have an increased lifetime risk for CRC development that reaches 60% in MLH1 and MSH2 carriers (2). Normal colorectal cells become MMR deficient (dMMR) upon the acquisition of a second somatic hit in the alternate allele of the MMR gene that harbors the germline mutation. This second hit manifests into the accumulation of base-to-base mismatches and insertion-deletion mutations (indels) in microsatellite sequences, which generate neoantigens (neoAg). These tumor-specific antigens are processed and presented, as short peptides loaded onto major histocompatibility complexes (MHC I/II), to T cell receptors (TCRs) on cytotoxic CD8+ T cells, which promotes interferon γ (IFNγ) secretion to kill neoAg producing cancer cells (2). However, when cancer cells become capable of immune evasion, namely through upregulation of immune checkpoint molecules, tumors return to an uncontrolled growth state. Thus, activating CD8+ and CD4+ T cells (helper cells) that recognize neoantigens is important for adaptive immunity against tumors.


Extensive computational algorithms have used next-generation sequencing (NGS) data to rapidly screen the mutational landscape of human cancers, including melanoma and colon (4-7). Such studies have identified a variety of neoantigens that may be recognized by the host's immune system, providing promising avenues for more personalized and focused approaches to activate anti-tumor immunity (8). Given the propensity for an increased mutational burden in dMMR cancers, putative neoAgs characterized from genomic and transcriptomic data in LS patients may provide a similar opportunity to develop novel immunoprevention therapies such as neoantigen-peptide vaccines.


In this study, the inventors have acquired genomic data with paired whole-exome sequencing (WES) and mRNAseq in LS CRC (stage I-III) and precancers (advanced adenomas and adenomas) to catalog and identify the most immunogenic and recurrent frameshift-neoAg (FS-neoags) present in LS colorectal precancers and tumors using innovative bioinformatics. The established pipeline accurately identifies somatic microsatellite (MS) indels by estimating and reducing read-length associated sequencing errors, PCR amplification errors, and other sources of noise. It also accounts for the frequency of a given peptide within the studied cohort, its binding affinity, expression levels, and the individual's HLA genotype. Finally, the inventors employed immunological assays to validate the predicted immunogenicity of FS-neoAgs from the computational methods, thus moving the field closer towards improved immunoprevention therapies for LS cancers. A summary of the present study is illustrated in FIG. 6.


B. Results
1. Demographics and Characteristics of LS Patient Cohort

The inventors analyzed a total of 74 colorectal adenomas (polyps) or tumor samples from the lower gastrointestinal tract of 46 LS patients, with matched normal mucosa and peripheral blood. The patient demographics and clinical characteristics are summarized in Table 1, and the pathological features of each polyp or tumor are found in Supplementary Table 1. The mean age of the patient cohort was 52 years (range, 20-80). The majority of patients had a germline pathogenic mutation in MSH2 (N=14) and MSH6 (N=14), followed by MLH1 (N 11), PMS2 (N=5). Two patients met the Amsterdam Criteria but had no germline mutation detected. Among the precancerous lesions, 44 were confirmed as early tubular adenomas, nine as hyperplastic polyps (HPs), two as inflammatory polyps (IPs), two as tubulovillous adenomas, and four as sessile serrated adenomas (SSAs). All cancerous lesions were confirmed as adenocarcinomas (n=13) at different stages. The MSI status of the samples was determined based on the MSI sensor score. Among the 74 samples, the scores ranged from 0% to 33.67%, with 21 samples classified as MSI-H, 22 as MSI-L, and the remaining as MSS (FIG. 12A). The median MSIscore for precancers was 4.1%, with almost half displaying MSI-H (n=9) and MSI-L (n=19). Most cancers (n=10) were MSI-H, with a median MSIscore of 15.3%, as expected (FIG. 12B).


2. Germline Mutation and Second Somatic Hit Analysis of MMR Genes in LS patient Cohort


Identification of germline mutations was performed using HaplotypeCaller, as described in the Methods. The types of germline mutations within the MMR genes of the 46 patients consisted of splicing events (13%), frameshift indels (24%), nonsense mutations (26%), exon deletions (11%), missense mutations (9%), and unknown type (17%) for the remaining patients. These germline mutations, together with the second somatic hits that the inventors were able to detect, are shown in FIG. 13. As expected, more than 60% (13/21) of the MSI-H samples had a detectable second somatic hit. The remaining MSI-H samples with an undetected second somatic hit, as well as those patients with an unknown type of germline mutation, could potentially be explained by the lack of sensitivity that WES has when it comes to detecting structural variations, intronic variants and variants that sit in distal regulatory elements of the genome.


3. LS Patients with MSI-H Harbor Somatic Mutation Variations in CRC Associated Genes


A landscape of somatic mutations in the LS cohort was determined using WES data from the 74 lesion-normal pairs, by combining Mutect2 and MSmutect outputs. The inventors observed a range of (2-2862) mutations per sample, and most of these mutations were missense and frameshift indels (FIG. 7A). Additionally, the inventors detected recurrent deleterious mutations (frameshift indel, nonsense, and stop loss) in several genes of canonical CRC-associated pathways, including WNT, chromatin remodelers, DNA repair, and TGFβ/BMP. For example, within the Wnt pathway genes, APC mutations were identified in 33/74 samples, of which 27 were adenomas (with 15% MSI-H), five were adenocarcinomas (with 100% MSI-H), and one was a HP (no MSI-H). Additionally, BCL9 was mutated in 17/74 samples, of which eight were adenomas (with 75% MSI-H), seven were adenocarcinomas (with 86% MSI-H), and two were SSAs (no MSI-H). Furthermore, this analysis determined that mutations in CRC-associated genes are widely present within the 74 samples, including 14 samples with ARID1A mutations, 11 with TGFBR2, 10 with ATM, CTNNB1, KRAS, SOX9, and TCF7L2, nine with PIK3CA, seven with TP53, 6 with PTEN, and four samples with BRAF mutations. BRAF mutations were only detected in the four SSAs of this sample cohort, in concordance with previous studies (10). Overall, when considering MSI status, tissue category or pathology, the mutational burden was significantly increased in the most advanced level of each of these characteristics (FIG. 7B). MSI-H samples displayed the highest mutational rate when considering the MSI status, cancers had significantly higher mutational rate when looking at the tissue category, and adenocarcinomas, followed by adenomatous polyps, showed the highest level of mutational burden in terms of pathology.


4. In silico Neoantigen Prediction with Immunogenicity Ranking


Applying a series of computational methods and bioinformatic approaches, the inventors developed a neoAg prediction pipeline, as summarized (FIG. 14), to identify and catalogue neoAg produced from the frameshift mutations in the LS sample cohort. To do this, the inventors first performed MHC class I and II typing from WES data using PHLAT (11), and determined the ranking of frequencies of the HLA alleles within the LS cohort in this study (Supplementary Table 2). The typing results indicated that the topmost frequent HLA class I alleles were HLA-A*02:01, HLA-B*07:02, and HLA-C*07:02 for each locus, covering 32%, 34%, and 34% of the cohort, respectively. For the HLA class II alleles, the topmost frequent were HLA-DQA1*01:02, HLA-DQB1*06:02, and HLA-DRB1*15:01 for each locus, covering 49%, 36% and 34% of the patient cohort, respectively. Furthermore, more than 90% of the patient population in the cohort contained the top 10 most frequent HLA class I alleles (FIG. 15).


Immunogenicity prediction of potential neoAgs restricted to HLA class I and II epitopes was calculated using the NetMHCpan algorithm, as described in the Methods section. The total number of MHC-I and MHC-II neoantigens predicted per sample ranged from 0 to ˜3500 with a majority of neoAgs bearing a high predicted binding affinity (<50 nM) (FIG. 16). In concordance with the mutational rate, considering MSI status, tissue category and pathology, the number of neoAgs was significantly increased in the most advanced level of each of these characteristics (FIGS. 8A, B and C). MSI-H samples showed significantly higher numbers of MHC-I and MHC-II neoAgs (Mann-Whitney test, P<0.0001; FIG. 8A), as well as cancers, when compared among tissue category or pathology (Mann-Whitney test, p<0.01; FIGS. 8B and C). This was further proved by comparing the number of neoAgs identified per sample with the mutational rate of each sample, which showed a significant positive correlation for both MHC-I and MHC-II neoAgs (Pearson, P-value=<0.001; FIG. 8D).


Since the goal of this study is to discover a set of neoAgs with potential to be used as LS cancer-vaccine, and every discovery needs its independent corroboration. the inventors divided the sample cohort into a discovery and a validation set (Supplemental Table 3). Prediction of frameshift indel-derived MHC-I and MHC-II neoAgs was separately performed for each set. MHC-I neoAgs from the discovery set were ranked based on their immunogenicity score (Supplementary Table 4), obtained from the formula described in FIG. 14 and the Methods. Separately. these MHC-I predicted neoAgs were also ranked based on their recurrency within the sample cohort (Supplementary Table 5). FIG. 8E shows the landscape of the top 50 genes that generate the most recurrent MHC-I restricted neoAgs among the discovery sample cohort with their calculated immunogenic score (blue scale). The pipeline identified a set of novel recurrent MHC-I restricted neoAg with high immunogenic potential. predicted to be generated in genes that include RNF43, ACVR2A, BCORL1, BMPR2, and TCF20. Of note. the predicted neoAgs produced from mutated MARCKS, TGFBR2. TCF7L2. and ASTE1 proteins were previously reported in LS patients (11).the inventors also predicted and cataloged the MHC-II restricted neoAgs based on their immunogenicity score (Supplementary Table 6) and recurrence (Supplementary Table 7). The landscape of the top 50 genes generating the most recurrent MHC-II restricted neoAgs among the discovery sample cohort is shown in FIG. 17. Several genes generated recurrent and potentially immunogenic neoAg, restricted to both MHC-I and MHC-II molecules.


To in-silico validate the performance of the neoAg prediction pipeline, the inventors first benchmarked the MHC-I restricted neoantigen predictions from the discovery set to those of the Tumor Neoantigen Selection Alliance (TESLA). The TESLA platform assessed the level of agreement of 25 different pipelines and ranking systems using a common data set of three melanoma and three non-small cell lung cancers followed by an in vitro validation platform using MHC-I multimer-based assays (12). Their work proposed five robust immunogenicity criteria to rank the potential of predicted neoAg for the presentation and recognition of the immune system: 1. binding affinity <34 nM; 2. tumor abundance >33 TPM (transcript per million); 3. binding stability >1.4 h; agretopicity <0.1 and foreignness >10−16. From the top 100 most immunogenic MHC-I indel-derived predicted neoAg. 25% met all three presentation criteria, which includes binding affinity. tumor abundance, and binding stability, whereas 13% met all five criteria, including the three presentation criteria. plus the recognition criteria (agretopicity and foreignness) (FIG. 18).


To further validate the in-silico prediction conducted on the discovery set (n=43). the inventors leveraged the validation set of samples (n=31) (Supplementary Table 4) to perform neoAg prediction and assess the level of agreement between the two data sets with respect to shared neoAgs. For MHC-I neoantigens. the inventors found that 130 shared neoAgs between the discovery and validation sets. Conversely. for MHC-II neoantigens, the inventors found 142 shared neoantigens between the discovery and validation sets (FIG. 9A). Notably. among the top 50 predicted neoAg from the validation set. 10 were also present in the discovery set, including CNOT1, ACVR2A, MARCKS, MXRA8, RNF43, BCORL1, and, CAMTA2 (FIG. 9B, light grey font). Of the 100 most immunogenic MHC-I and -II neoAgs in the discovery set. 6% were also found in the validation set. For most recurrent MHC-I and -II neoAgs. 14% and 18%, respectively. were also present in the validation set (FIG. 9C). The inventors cataloged the predicted MHC-I restricted neoAgs from the validation set based on their immunogenicity score (Supplementary Table 8) and recurrence (Supplementary Table 9). Ten percent of the top 100 most immunogenic MHC-I restricted neoags predicted in the validation set were also present in the discovery set. while 18% of the top 100 most recurrent MHC-I neoags from the validation set. were also present in the discovery set. Lists of MHC-II restricted neoAgs based on immunogenicity and recurrence in the validation set are included in Supplementary Tables 10 and 11. respectively. From the validation set neoags prediction. 17% of the top 100 most immunogenic. and 18% of the top 100 most recurrent were also present in the discovery set.


5. Selection of the Predicted neoAg for In Vitro Validation of Immunogenicity in Human Donors


To validate the immunogenicity of the predicted neoAg in-silico, the inventors selected a total of 154 neoAgs from the discovery set to test the immunogenic response of the pooled and individual peptides in ELISpot assays using PBMCs from healthy donors. These MHC-I peptides were selected as follows: 10 were randomly selected from the top 100 most immunogenic predicted neoAgs. 55 from the top 100 most recurrent. 14 which were part of both the top 100 most immunogenic and the top 100 most recurrent MHC-I neoags (Supplementary tables 4 and 5; column: Tested with ELISPOT), and 31 that were not part of either group and had low immunogenicity and no recurrency (Supplementary Table 12). For MHC-II peptides. 20 were randomly selected from the top 100 most immunogenic MHC-II predicted neoAgs. 17 were randomly selected from the top 100 most recurrent MHC-II neoAgs. and 7 were part of both groups. the most immunogenic and most recurrent MHC-II neoAgs (Supplementary tables 6 and 7; column: Tested with ELISPOT).


Healthy donor PBMCs were stimulated with 15 peptide pools (Supplementary Table 13) to expand the neoAg-specific CD8+ T-cells followed by quantitative ELISpot assays (FIG. 19A) to measure immunogenicity. These result showed that peptide pools 1, 2, 3, 4, 5, 8, 9, and 12 elicited high secretion of IFNγ in one or more healthy donors PBMCs when compared to DMSO control cells (FIG. 19B). To ascertain the immunogenicity of individual peptides within each immunogenic pool. a deconvolution protocol (see Methods) was implemented (FIG. 10A). This data showed that a total of 20 MHC-I and 2 MHC-II predicted neoAgs (from 8 immunogenic pools) elicited significant secretion of IFNγ in healthy donor PBMCs. compared to unexposed control cells (Supplementary Table 14). The top 12 most reactive (immunogenic) frameshift antigenic peptides were generated from the following genes: BCORL1, TTLL10, R3HDM3, CRIM1, WDTC1, USP9Y, AASDH, HOXA11, TCF20, CCDC186, RNF43, and UBR5 (FIG. 10B) and the other 10 reactive peptides are shown in FIG. 20. ELISpot data showed that at least 10% of the most immunogenic. 16% of the most recurrent, and 50% of the peptides that were part of both the most immunogenic and most recurrent MHC-I neoAgs showed in vitro reactivity. which validates the in-silico neoAg prediction pipeline (FIG. 10C). Three percent of MHC-I neoAgs not predicted to be highly immunogenic or recurrent (Others). 5% of the top 100 most immunogenic MHC-II predicted neoags, and 6% of the top 100 most recurrent MHC-II predicted neoags elicited an immunogenic response as assessed by ELISpot assays. Additionally. 18% of all of these elispot-reactive neoags were also predicted from the validation set (FIG. 9C). Based on these results. the highest percentage of in-vitro validation was achieved with the MHC-I predicted neoags that were part of both the most immunogenic and the most recurrent neoags. These two factors, when combined. also showed the best population coverage in-silico with the top 10 most immunogenic plus recurrent MHC-I neoags being present in more than 85% of the cohort. while the top 10 most immunogenic (only) covered less than 50% (FIG. 21).


6. Validation of Predicted Neoantigens Immunogenicity in the LS Model of Rhesus Macaques

Since the ultimate goal is to develop a universal LS-cancer vaccine. the inventors then tested the immunogenicity of the ELISpot-reactive peptides in PBMCs from LS Rhesus macaques who carry a pathogenic mutation in the MLH1 gene with pathology similar to human LS. These animals. housed at MD Anderson Cancer Center, spontaneously develop CRC and serve as an ideal preclinical LS model for immune-interception strategies with neoAg vaccines. PBMCs from four different LS Rhesus were stimulated with four peptide pools and 12 individual peptides for ELISpot assays as indicated in FIG. 22A. These results demonstrate that all four donor PBMCs produced 80-600 SFUs in peptide pools 1 and 2 compared to DMSO control cells suggesting that pools 1 and 2 are immunogenic based on ELISpot assays (FIG. 22B). Further ELISpot assays with individual peptides showed that predicted neoAg derived from TTL10, WDTC1, SPECC1, BCORL1, AASDH, R3HDM2, CCDC186, and HOXA11 (8 out of 12) appeared to be highly immunogenic as they produced SFUs in the range of 25-400 per 105 cells in at least two or more donors. These results, together with the human in-vitro validation, proves that the computational pipeline shows an excellent performance in predicting MHC-I neoAgs.


7. Transcriptomic Landscape and Immune Cell Profiles

Given the increased number of neoags produced in cancers and certain precancers, the inventors decided to assess the level of immune activation at a transcriptomic level using the mRNAseq data in both the discovery and validation cohorts. Unsupervised clustering analysis showed a more effective grouping of the samples when the tissue category was considered compared to the MSI status (FIGS. 23A and B). The inventors found 78 genes to be significantly dysregulated between cancers and precancers (FIG. 11A), out of which seven were genes involved in immune responses (APLN, IGKVID-17, TRBV5-4, ABI3BP, IGLV10-54, TRBV9, CD300LG, CEACAM7). Interestingly, most of these immune genes were downregulated in cancers compared to precancers. However, after performing pathway enrichment analysis, the inventors found an activation of the antigen processing and presentation pathway, the IL-17 signaling pathway, the TNF signaling pathway, and several other pathways (FIG. 11B). In terms of immune cell infiltration, the inventors found naïve B-cells, macrophages MO, and CD8+ T-cells to be significantly decreased in cancers compared to precancers, while monocytes were significantly increased (FIG. 11C). Altogether, these results may potentially be explained by the fact that LS patients have a genetic predisposition to dMMR in all cells of their organism, which may warrant higher immune infiltration in normal tissue leading to a more pronounced immune response to tumor development, even at early stages (precancers and MSS stages). This level of surveillance is potentially decreased in MSI-H and cancerous stages due to these cells' capacity for immune evasion and subversion (13).


The inventors further confirmed this hypothesis by performing differential gene expression analysis between the MSI-H and MSS samples. The inventors observed fewer genes significantly dysregulated in MSI-H versus MSS (44 genes) compared to cancer versus precancer analysis. Only two out of 44 genes were involved in immune responses (IGHA2 and ABI3BP), which showed downregulation in MSI-H samples (FIG. 24A). Furthermore, IL-17, p53, and cell cycle signaling pathways were enriched in MSI-H samples. However, compared to the cancer versus precancer analysis, many more pathways, including chemokine signaling pathway, B-cell receptor signaling pathway, intestinal IgA production, and others involved in immune responses, were suppressed in MSI-H samples (FIG. 24B). After immune cell deconvolution, the inventors found resting NK cells and CD8+ T-cells significantly higher in MSS samples than MSI-H samples. Also, resting CD4+ T-cells were significantly higher in MSI-L samples compared to MSI-H (FIG. 24C).


C. Discussion

Tumor development in the context of LS is characterized for dMMR, MSI, and the generation of high loads of neoags, that can be recognized by the host's immune system. LS patients are a defined population with high risk of cancer development at young ages, especially CRC. This makes them a distinctive group of individuals in which to assess preventive cancer vaccines. For this, some efforts have been made towards the identification of cancer-derived epitopes and their vaccine potential (9). Despite this, there is still big room for the improvement of in-silico prediction of candidate neoags with coupled in-vitro validation of immunogenicity, especially in MSI cancers and precancers.


In this study, the inventors used an approach that combines WES and mRNAseq data to identify a catalog of immunogenic and recurrent indel-derived MHC-I and II restricted neoags from a cohort of CRCs and precancers from LS patients routinely followed at MDACC. Different system biology platforms have been developed using next-generation sequencing (NGS) paired with bioinformatics pipelines to predict and catalog tumor-associated antigens from synonymous and nonsynonymous mutations as foreign antigens (neoantigens) to the host immune system (15, 16). However, accurately predicting the immunogenic frameshift peptides in coding microsatellite (cMS) mutations of the homopolymeric stretches in MSI cancers has always been challenging for computational analyses (17). These concerns are attributed mainly to the limited sensitivity of short-read next-generation approaches and ambiguities in alignment and assembly of the short repetitive DNA that produces biases and errors for accurately predicting FSP neoantigens in cMS mutations (18, 19). To address some of these unmet challenges, the pipeline incorporates mutation calling by combining the output from two different tools, Mutect2 (33) and MsMutect (34). MsMutect, in particular, allows for careful re-alignment of reads that contain MSs and nominates MS indels by applying an empirical noise profile based on motifs and the length of the repetitive DNA sequences. This way the rate of false-positive MS indel calls is significantly decreased and neoags are more accurately predicted (34).


The in-silico prediction and in-vitro validation identified a set of recurrent and immunogenic neoantigens generated in previously reported MS hotspots of genes that include RNF43, SEC31A, and ASTE1 (9), as well as novel MS hotspots that include BCORL1, TTLL10, R3HDM2, CRIM1, WDTC1, USP9Y, HOXA11, UBR5, SPINK5, among others.


To strengthen the predictive certainty, the inventors tested the strength of the pipeline again the TESLA benchmark (12), where the inventors observed that 25% of the predicted top 100 most immunogenic MHC-I neoAg met all presentation criteria and 13% met all five presentation and recognition criteria. The prediction pipeline exceeded the performance cutoffs established in the TESLA analysis of 10% for predicted peptides that passed presentation criteria and the 5% that passed the recognition criteria (12). These results suggest the pipeline, generating a prediction with 25% of the most immunogenic neoAgs meeting presentation criteria and 13% meeting the recognition criteria, has a strong performance compared to most pipelines analyzed by TESLA.


Importantly, the in-vitro immunogenicity assessment of 154 predicted neoAgs (MHC-I and MHC-II) with implementation of large-scale ELISpot assays using peptide pools and individual peptides, allowed us to identify several predicted neoAgs being highly immunogenic in PBMCs from healthy humans and LS Rhesus macaques. Even though, a few previous reports have demonstrated the in vitro immunogenicity of neoAg in MSI tumors, the numbers of neoags selected for this validation has been of relatively smaller scale, compared to this study (25, 26). One of the in vitro validation limitations was the exclusion of LS patient PBMCs due to specimen unavailability for conducting ELISpot assays, which could be considered for future experiments. Though utilizing PBMC with LS Rhesus macaques showed a higher reactivity of neoAg peptides than human PBMCs in ELISpot assays, thus validating the in vitro immunogenicity of these antigenic peptides. LS model of Rhesus macaques, carrying a pathogenic mutation in MLH1, similar to human LS, thus provides an ideal preclinical animal model for immune-interception strategies with neoAg peptide vaccination.


The utility of immune interception strategies as a cancer preventive has gained significant traction in recent years. The inventors recently reported a phase 1b clinical trial study on long-term exposure of naproxen, a non-steroidal anti-inflammatory drug (NSAID) to LS patients and observed that naproxen exposure led to an increase of resident immune cells within the mucosal tissue of the colon (27). Thus, it is plausible to posit that immune stimulators, such as naproxen, may amount a favorable immune response in mucosal tissues when combined with neoantigens vaccines, which would yield a durable immunoprevention for LS cancers, including CRC, EC, and other GI cancers. Further studies are needed to corroborate this hypothesis. This data demonstrates the powerful approaches of bioinformatics to identify, predict, and rank candidate neoantigens for future development of LS-specific immunotherapies.


In summary, the inventors report a novel, validated computational algorithm that predicts the immunogenicity and recurrency of frameshift neoantigen mutations in a cohort of LS patients routinely cared for at MDACC. This pipeline affords the ability to accurately identify candidate neoAgs suitable for developing cancer prevention vaccines and other durable interception modalities, which remains a huge unmet clinical need in the field of oncology.


D. Methods
1. Patients and Specimen Collection

All patients included in this study had a confirmed diagnosis of Lynch Syndrome (n=46) and provided written informed consent at The University of Texas MD Anderson Cancer Center (MDACC). All samples were obtained from study participants through an Institutional Review Board (IRB) approved protocol at MDACC (Protocol PA12-0327). A set of 74 flash-frozen or formalin-fixed paraffin embedded (FFPE) tissue biopsies from polyps or tumors of the lower gastrointestinal tract, with matching normal mucosa and peripheral blood, were collected from 46 LS patients who came to MDACC for a standard of care surveillance colonoscopy (Supplementary Table 2). The pathological diagnosis of all tissue samples was confirmed by a gastrointestinal pathologist (M.W.T) at MDACC. DNA and RNA were extracted from flash-frozen and FFPE tissue samples using the Quick-DNA/RNA Miniprep Kit (Zymo Research, CA) and AllPrep DNA/RNA FFPE Kit (Qiagen, MD), respectively. Genomic DNA was obtained from peripheral blood using Gentra Puregene Blood Kit (Qiagen).


2. Whole-Exon Sequencing, mRNA Sequencing and Bioinformatics Analysis


Library construction and sequencing were performed at the MDACC Advanced Technology Genomics Core and the MDACC Cancer Genomics Laboratory. Samples were grouped into a discovery set and a validation set (Supplementary Table 4). RNA and DNA samples obtained from polyps, tumors, and matching normal mucosa were sequenced on a HiSeq4000 sequencer (Illumina) and NovaSeq 6000 sequencer (Illumina), respectively, for the discovery and the validation set. Alignment of WES data was performed using BWA mem 0.7.17 with default parameters to human genome reference hg19 [arXiv:1303.3997, Li, 2013]. Duplicate reads were marked with Picard 2.9.0 [Picard Toolkit.” 2018. Broad Institute, GitHub Repository [http://broadinstitute.github.io/picard/]. Base quality recalibration was performed with GATK Apply BQSR 4.1.2.0 (28). Alignment to human genome reference hg19 of mRNAseq data was performed using STAR (29) and bowtie 1.2.2.


3. Determination of MSI Status

MSIsensor was used to predict MSI status from WES data in both the discovery and validations sets as described previously (30). Duplicate reads were physically removed from normal and tumor BAM files using samtools (31, 32). Microsatellite loci in the hg19 reference genome were first identified by MSIsensor scan (30). The distribution for expected (normal) and observed (tumor) lengths of repeated sequence per microsatellite after coverage normalization was compared using Pearson's Chi-Squared Test, for which a default FDR=0.05 was used as a cutoff to identify somatic microsatellite sites by MSIsensor msi (30). MSIscore was defined as the percentage of somatic sites over a total number of microsatellite sites with minimal coverage of 20 in normal and paired tumor samples. Samples were then classified as MSI-H if MSIscore >=10%, as MSI-L if MSIscore <10% and >=3.5%, as MSS if MSIscore <3.5% based on the recommended cutoffs from MSIsensor (30). The number of somatic and non-somatic sites that passed the threshold of all samples were plotted as stacked barplot. MSIscore based sample classifications were indicated as the covariate bar in the waterfall plot.


4. Somatic Mutation Detection

Somatic mutations from both the discovery and validation sets were detected using Mutect2 4.0.8.1 following GATK best practices [(33). MSMuTect (34) was used for identifying somatic INDELs at microsatellite loci identified in hg19 reference genome by Phobos with default parameters [Mayer, Christoph, Phobos 3.3.11, 2006-2010, <found on the world wide web at: rub.de/ecoevo/cm/cm_phobos.htm>]. After MS-specific alignment, alleles were inferred by empirical noise model followed by mutation calling using Akaike information criterion (AIC) and Kolmogorov-Smirnov (KS)-test. With the default cutoff of MSMuTect, somatic mutations passing the threshold were annotated by Oncotator (35) and used as a part of the input for neoantigen discovering pipeline, together with the mutations detected using Mutect2.


5. Transcriptomics Analysis

All samples from the discovery and validation cohorts were included in the analysis, except for those which did not have paired normal tissue. Quality control of RNAseq results was assessed by the FASTQC software Ver. 0.11.5 (36). Adaptors and low-quality bases were trimmed using Trimmomatic Ver. 0.39 (37) with default parameters. Reads were mapped using Spliced Transcripts Alignment to a Reference (STAR Ver. 2.7.9a) (29) and counted using the RNA-Seq by Expectation Maximization (RSEM Ver. 1.3.1) (38). The raw counts were normalized by the trimmed mean of M values method (39). Differentially expressed genes (DEGs) were determined by the genewise negative binomial generalized linear model with quasi-likelihood test in the EdgeR package Ver. 3.36.0 (40) with the 0.05 as the Log 2FC and Benjamini-Hochberg (BH) adjusted P-value cut-off. The normalized counts per million (CPMs) of each sample were used to perform cellular deconvolution in the CIBERSORT-abs algorithm (41) implemented by the Immunedeconv package Ver. 2.0.4 (42). KEGG pathways' gene set enrichment analysis (43) of Kyoto encyclopedia of genes and genomes pathways (KEGG) (44) was preform by ClusterProfiler Ver. 4.0.5 (45). Batch-effect corrected DEGs were visualized by ComplexHeatmap Ver. 2.8.0 (46)


6. HLA Typing

MHC class I and II HLA alleles of each patient were detected from WES data using PHLAT with default settings (47).


7. Bioinformatic Approaches for the Neoantigens Prediction

Germline mutations were detected with GATK HaplotypeCaller 4.1.2.0 following GATK best-practice with SNV sensitivity threshold=99.9 and indel sensitivity threshold=98.0 (28) [biorxiv: 201178v2, Poplin, 2017]. Somatic mutations passed by Mutect2 and MsMutect were annotated by VEP version 98.3 (48). Somatic and germline mutations were phased using GATK ReadBackedPhasing 3.8. Corresponding RNA depth and variant allele frequency (VAF) of somatic mutations were collected with bam read count helper [https://github.com/genome/bam-readcount]. The inventors ran pVACseq 1.5.3 (7) to generate neoantigen predictions on phased somatic mutations and sample-specific MHC class I and II HLA alleles using the NetMHCpan 4.0 with epitope length of 8, 9, 10, 11 amino acids for MHC I peptides, and NetMHCIIpan 3.2 with epitope length of 15 for MHC II peptides (49, 50). Predicted neoantigens with binding affinity >500 nM and DNA VAF <0.05 were removed. Each predicted neoantigens was assigned an immunogenicity score which was obtained by combining the composite of the HLA binding affinity score, the binding score fold change rank, derived by dividing the binding affinity score of the wild-type protein by the neoAg; the allele expression rank (Tumor RNA variant allele frequency * gene expression in transcripts per million), the Tumor DNA variant allele frequency of each neoAg, and the Non-NA features, which are those neoAgs that did not have measurements for all the previous variables (FIG. 143). The binding stability of each predicted epitope was calculated using NetMHCStabPan with default parameters (51).


8. Selection and Preparation of neoAg Peptides for In Vitro Validation


Using the predicted immunogenicity score, the best-ranked neoAgs generated from each mutation across all samples from the discovery set were filtered, and 154 of those were selected based on their predicted immunogenicity score (Most Immunogenic) and their recurrency within the sample cohort (Most Recurrent) (FIG. 20). Ten neoAgs were randomly selected from the top 100 MHC Class I binder neoAgs with the highest immunogenicity score (Supplementary Table 5), even if those were not recurrent. Fifty-five neoAgs were randomly selected from the top 100 MHC Class I binder neoAgs with the highest recurrency within the sample cohort (Supplementary Table 6), even if these were not predicted to be highly immunogenic. Fourteen were MHC-I neoAgs from both the top 100 most immunogenic and top 100 most recurrent lists. Twenty neoAgs were selected from the top 100 MHC Class II neoAgs with the highest immunogenicity score (Supplementary Table 7), 17 were selected from the top 100 MHC Class II neoAgs with the highest recurrency within the sample cohort (Supplementary Table 8), and 7 were MHC-II neoAgs from both the top 100 most immunogenic and top 100 most recurrent lists. Finally, 31 MHC-I neoAgs with low predicted immunogenicity scores and no recurrency were also selected for validation (Supplementary Table 9). All selected peptides were synthesized by GenScript Biotech with purity >95%. Peptides were randomly grouped into 15 pools (Supplementary Table 13).


9. Culture and Expansion of T cells and ELISpot Assay


Healthy donor PBMCs were cultured on a 12-well plate (1.5×106/well) in R10 media [(RPMI 1640 with L-glutamine (Cat #10040CV, Corning), 10% heat-inactivated FBS (Cat #SH30070.03, HyClone), 10 mM Hepes buffer (Cat #25060-CI, Corning), and 1× pen/strep (Cat #30002CI, Corning)] supplemented with recombinant human IL-7 (R&D Systems Biotechne, 330 U/ml). PBMCs were stimulated with the peptide pool or individual peptides (5 μg/ml each peptide individually or within pools). Concavaliin A and DMSO were used as positive and negative controls, respectively. On days 3, 7 and 10 of culture, cells were fed with R10 media in the presence of IL-2 (R&D Systems Biotechne, 20 U/mL). On day 12, cells were harvested and left for rest in R10 media overnight, at 37° C. On day 13, cells were seeded in triplicate (1×105/well) onto a 96-well ELISpot plate (Mabtech Cat #3420-2apt-10) pre-coated with human IFNγ antibody. Cells were re-stimulated with the respective peptide pool or individual peptide (each peptide at 3 μg/mL) and cultured for 16-20 h. Where indicated, cells were also stimulated with Concavalin A (Invitrogen, 0.25 μg/mL) as a positive control. Following incubation, secreted IFN-γ was detected as per the manufacturer's instructions (Mabtech), and SFU cells were measured using an ImmunoSpot S6 UNIVERSAL analyzer (Cellular Technology Limited, OH). The inventors performed spot count normalization to account for cell concentration differences by factoring all counts to spots per 1×105 cells. To determine the immunogenicity of peptide pools or individual peptides, the inventors performed ELISpot assays in six healthy donors (n=6) obtained from Stemcell Technologies Inc (Catalog #70025.3). Immunogenic pools were defined as those which produced ≥ 15 spot forming unit (SFUs) compared to the negative control (DMSO), after averaging the results from all donors.


10. Pan T Cells Isolation and Expansion

Untouched T cells (>96% purity) were isolated from PBMCs of HLA-A*02:01-positive healthy human donors using the Pan T Cell Isolation kit from Miltenyi Biotec (Bergisch Gladbach, Germany). Briefly, non-T cells were depleted from PBMC using biotin-conjugated Abs to CD14, CD16, CD19, CD36, CD56, CD123, and glycophorin A anti-biotin-labeled magnetic beads and LS columns. After isolation, 10×106 cells were cultured with Opto™ Antigen-Presenting Bead (Berkeley Lights, Emeryville, CA, USA) conjugated with WDTC1 neoAg peptide in advanced RPMI supplemented with 10% FBS, 1% GlutaMAX, 1% penicillin/streptomycin (Thermo Fisher Scientific), 55 nM of 2-mercaptocthanol (Sigma-Aldrich) and 30 ng/ml IL-21 (Cat no: 8879-IL-010) (R&D Systems) for 3 days. On day 3, a final 150 ng/ml IL-21 concentration was added and cultured for 5 days. On day 8 frequency of WDTC1-specific CD8+ T cells were analyzed by CYTOFLEX SRT Flow cytometer (Beckman Coulter, USA).


11. Flow Cytometry Analysis and Cell Sorting

For each healthy human donor, expanded Pan T cells were suspended in Ca2+ Mg2+ free Phosphate Buffered Saline (PBS), supplemented with 0.5% bovine serum albumin (BSA) (wash buffer), and were stained with R-phycoerythrin (PE)-labeled multimeric Pro5 pentamer HLA-A*02:01/FLADSGIDPV (Proimmune) and Peridinin-Chlorophyll-Protein (PerCP) Mouse Anti-Human CD8 antibody (cat no. 347314) (BD Biosciences, San Jose, CA, USA) to determine the number of WDTC1 neoAg peptide-specific CD8+ T cells. Cells were incubated for pentamer staining for 10 min in the dark on RT (22° C.) at the manufacturer's recommended concentrations. After the pentamer staining, cells were washed twice with 2 ml of wash buffer, centrifuged at 1,200 rpm for 5 min at 4° C., resuspended on the residual volume, and incubated with the anti-CD8 antibody for 20 min on ice. Dead cells were excluded by Sytox Blue staining (1 mM, Molecular Probes, Carlsbad, CA, USA). Unstained Pan-T cells were used to detect auto-fluorescence or background staining. Stained cells were analyzed and sorted using a CytoFLEX SRT Flow cytometer (Beckman Coulter, USA) under sterile conditions, and the results were analyzed by FlowJo Software version 10.8.1 (Tree Star, Inc., Ashland, OR, USA).


12. Statistical Analyses

Statistical analyses were performed using PRISM8. Non-parametric Mann-Whitney two-tailed test was used to infer the statistical significance of the differences between tissue categories and MSI status in terms of MSI score (FIG. 12B), mutational rate (FIG. 7B, and FIG. 132), numer of neoAgs (FIG. 8A) and immune cell expression (FIG. 11C and FIG. 24C). Non-parametric Spearman's rank correlation coefficient was used to infer the statistical significance of the correlation between mutational rate and number of neoAgs (FIG. 7B). For every test, significance was defined by a P value <0.05.


E. Tables









TABLE 1







Summary of patient demographics and lesions characteristics.









Characteristic
N
%





Age mean ± SD
52 ± 15
N/A


Gender




Female
27
58.7


Male
19
41.3


Race




African american
4
8.6


Asian
2
4.4


Caucasian
32
69.6


Other
7
15.2


Not disclosed
1
2.2


Ethnicity




Not hispanic or latino
34
73.9


Hispanic or latino
9
19.6


Not disclosed
3
6.5


dMMR gene




MLH1
11
23.9


MSH2
14
30.4


MSH6
14
30.4


PMS2
5
10.9


Not detected
2
4.4


Cancer Status




History of Cancer
10
21.7


No History of Cancer
36
78.3


Cancer at Diagnosis*




Colon
19
N/A


Endometrial
7
N/A


Rectum
3
N/A


Urothelial tract
2
N/A


Lung
2
N/A


Vulva
1
N/A


Prostate
2
N/A


Promyelocitic Leukemia
1
N/A


Uterus
1
N/A


Ureter
1
N/A


Melanoma
1
N/A


Sarcoma
1
N/A


Ovarian
1
N/A


Breast
1
N/A


Bladder
1
N/A


Colorectal Neoplasm*




Inflammatory polyp
2
N/A


Hyperplastic polyp
8
N/A


Tubular adenoma
45
N/A


Tubulovillous adenoma
2
N/A


Sessile serrated adenoma
4
N/A


Adenocarcinoma In Situ
2
N/A


Adenocarcinoma Stage I
4
N/A


Adenocarcinoma Stage II
2
N/A


Adenocarcinoma Stage III
5
N/A


Premalignant lession size (mm mean) ± SD
22.6 ± 75.4
N/A





*One patient can have more than one cancer or neoplasm













SUPPLEMENTARY TABLE 1





Clinical, pathological, and demographical characteristics of each specimen collected from the LS patients included in this study.




























Size
Tissue
MSIsensor
MSI


Biopsy_ID
Pathology
Category
Dysplasia
Location
(mm)
type
Score
status





LS1_TA1
Tubular adenoma
Precancer
Low grade
Descending colon
7
FFPE
0.04
MSS





dysplasia


LS1_TA2
Tubular adenoma
Precancer
No dysplasia
Ascending colon
4
FFPE
0.04
MSS


LS1_TA3
Tubular adenoma
Precancer
No dysplasia
Descending colon
7
FFPE
0.05
MSS


LS2_TA1
tubular adenoma
Precancer
Low grade
Transverse Colon and
3
FFPE
0.11
MSS





dysplasia
sigmoid


LS3_AC1
Adenocarcinoma Stage III
Cancer
Not applicable
Sigmoid
103
FFPE
12.6
MSI-H


LS3_AC2
Adenocarcinoma Stage III
Cancer
Not applicable
sigmoid colon
200
FFPE
5.24
MSI-L


LS3_TA1
Tubular adenoma
Precancer
Low grade
Transverse
12
FFPE
14.21
MSI-H





dysplasia


LS3_TA2
Tubular adenoma
Advanced
High grade
Sigmoid
8
FFPE
8.68
MSI-L




Precancerncer
dysplasia


LS3_TA3
Tubular adenoma
Precancer
Low grade
Rectum
8
FFPE
1.58
MSI-L





dysplasia


LS4_TA1
Tubular Adenoma
Precancer
No dysplasia
Ascending colon
4
Flash
1.47
MSS








frozen


LS4_TA2
Tubular Adenoma
Precancer
No dysplasia
Cecum
2
FFPE
7.15
MSI-L


LS5_TA1
tubular adenoma
Precancer
No dysplasia
Transverse Colon
2
FFPE
0
MSS


LS6_HP1
Hyperplastic polyp
Precancer
No dysplasia
Cecum
3
Flash
0.62
MSS








frozen


LS7_AC1
Adenocarcinoma Stage III
Cancer
Not applicable
Distal rectum
41
FFPE
24.25
MSI-H


LS8_AC1
Tubular Adenoma with
Cancer
High grade
Hepatic Flexre
12
FFPE
33.67
MSI-H



HGD/Tumor in situ

dysplasia


LS9_TA1
Tubular Adenoma
Precancer
No dysplasia
Sigmoid
5
Flash
4.29
MSI-L








frozen


LS9_TA2
Tubular Adenoma
Precancer
No dysplasia
Sigmoid
5
FFPE
21.47
MSI-H


LS10_TA1
Tubular adenoma
Precancer
Low grade
Descending colon
2
FFPE
0.08
MSS





dysplasia


LS11_AC1
Adenocarcinoma Stage I
Cancer
Not applicable
Rectum
140
FFPE
17.2
MSI-H


LS11_TA1
tubular adenoma
Advanced
High grade
Sigmoid colon and rectum
3
FFPE
22.55
MSI-H




Precancerncer
dysplasia


LS12_AC1
Adenocarcinoma Stage III
Cancer
Not applicable
Ascending colon
16
FFPE
11.76
MSI-H


LS12_HP1
Hyperplastic polyp
Precancer
No dysplasia
Ascending colon
2
FFPE
0.01
MSS


LS13_TA1
Tubular adenoma
Precancer
Low grade
Cecum
2
FFPE
0.14
MSS





dysplasia


LS14_TA1
Tubular adenoma
Precancer
Low grade
Descending colon
7
FFPE
16.95
MSI-H





dysplasia


LS15_TA1
Tubular Adenoma
Precancer
No dysplasia
Cecum
2
FFPE
8.56
MSI-L


LS16_SSA1
Sesile Serrated Adenoma
Precancer
No dysplasia
Cecum
8
FFPE
6.88
MSI-L


LS17_TA1
Tubular Adenoma
Precancer
No dysplasia
Hepatic Flexure
3
Flash
1.09
MSS








frozen


LS18_TA1
Tubular adenoma
Precancer
No dysplasia
Transverse
3
FFPE
0.18
MSS


LS18_TA2
Tubular Adenoma
Precancer
No dysplasia
Splenic flexure
2
FFPE
7.85
MSI-L


LS18_TA3
Tubular Adenoma
Precancer
No dysplasia
Cecum
3
FFPE
7.04
MSI-L


LS18_TVA1
Tubulovillous adenoma
Advanced
No dysplasia
Cecum
6
FFPE
0
MSS




Precancerncer


LS19_SSA1
Sessile serated adenoma
Advanced
No dysplasia
Sigmoid
100
FFPE
0.49
MSS




Precancerncer


LS19_TA1
tubular adenoma
Precancer
Low grade
Transverse Colon
3
FFPE
0.09
MSS





dysplasia


LS20_IAC1
IMCA/Tumor in situ
Cancer
High grade
Transverse
10
FFPE
12.64
MSI-H





dysplasia


LS20_TA1
Tubular Adenoma
Precancer
High grade
Transverse
10
FFPE
28.98
MSI-H





dysplasia


LS21_IP1
Inflammatory polyp
Precancer
No dysplasia
Cecum
2
FFPE
0.04
MSS


LS22_TA1
Tubular adenoma
Advanced
High grade
Ascending polyp/Hepatic
12
FFPE
0.1
MSS




Precancerncer
dysplasia
Flexure


LS22_TA2
tubular adenoma
Precancer
No dysplasia
Ascending colon
3
FFPE
0.04
MSS


LS22_TA3
Tubular adenoma
Precancer
High grade
Ascending colon
3
FFPE
0.06
MSS





dysplasia


LS23_AC1
Adenocarcinoma Stage I
Cancer
No dysplasia
Transverse
10
Flash
0.55
MSS








frozen


LS24_TA1
Tubular adenoma
Precancer
No dysplasia
Cecum
3
FFPE
11.77
MSI-H


LS25_AC1
Adenocarcinoma Stage I
Cancer
Not applicable
Ascending colon
4
FFPE
15.3
MSI-H


LS26_TA1
Tubular Adenoma
Precancer
No dysplasia
Cecum
3
FFPE
8.27
MSI-L


LS27_HP1
Hyperplastic polyp
Precancer
No dysplasia
Sigmoid
3
FFPE
0.04
MSS


LS27_HP2
Hyperplastic polyp
Precancer
No dysplasia
Sigmoid
2
FFPE
6.93
MSI-L


LS27_TA1
Tubular Adenoma
Precancer
No dysplasia
Ascending colon
2
FFPE
6.19
MSI-L


LS28_TA1
Tubular Adenoma
Precancer
No dysplasia
Transverse
2
Flash
3.98
MSI-L








frozen


LS29_AC1
Adenocarcinoma Stage III
Cancer
Not applicable
Transverse Colon
70
FFPE
0.01
MSS


LS30_TA1
Tubular adenoma
Precancer
Low grade
Ascending colon
4
FFPE
0.03
MSS





dysplasia


LS31_AC1
Adenocarcinoma Stage II
Cancer
Not applicable
Ileocolic anastomosis
40
FFPE
26.16
MSI-H


LS32_TA1
Tubular adenoma
Advanced
Low grade
Rectum
10
FFPE
18.8
MSI-H




Precancerncer
dysplasia


LS33_HP1
Hyperplastic polyp
Precancer
No dysplasia
Cecum and transverse
2
FFPE
5.88
MSI-L


LS33_TA1
Tubular Adenoma
Precancer
No dysplasia
Cecum and transverse
2
FFPE
5.24
MSI-L


LS33_TA2
Tubular Adenoma
Precancer
No dysplasia
Ascending colon
5
FFPE
19.7
MSI-H


LS33_TA3
Tubular Adenoma
Precancer
No dysplasia
Descending colon
3
FFPE
6.81
MSI-L


LS33_TA4
Tubular Adenoma
Precancer
No dysplasia
Descending colon
3
FFPE
7.18
MSI-L


LS34_TA1
Tubular Adenoma
Precancer
No dysplasia
Descending colon
3
FFPE
6.33
MSI-H


LS35_TA1
Tubular Adenoma
Precancer
No dysplasia
Transverse Colon
5
FFPE
31.96
MSI-H


LS36_HP1
Hyperplastic polyp
Precancer
No dysplasia
Transverse Colon
5
Flash
0.34
MSS








frozen


LS37_TA1
Tubular Adenoma
Precancer
No dysplasia
Cecum
5
FFPE
8.08
MSI-L


LS38_AC1
Adenocarcinoma Stage II
Cancer
Not applicable
Right Colon
600
FFPE
20.46
MSI-H


LS38_HP1
Hyperplastic polyp
Precancer
No dysplasia
Transverse
4
FFPE
0.06
MSS


LS38_TA1
Tubular Adenoma
Precancer
No dysplasia
Transverse
6
FFPE
8.33
MSI-L


LS39_TA1
Tubular Adenoma
Precancer
No dysplasia
Rectum
5
FFPE
14.16
MSI-H


LS40_AC1
Adenocarcinoma Stage I
Cancer
Not applicable
Sigmoid
30
Flash
29.9
MSI-H








frozen


LS40_TVA1
Tubulovillous Adenoma
Advanced
No dysplasia
Sigmoid
30
Flash
29.75
MSI-H




Precancer



frozen


LS41_SSA1
Sessile serated adenoma
Precancer
No dysplasia
Ascending colon
3
FFPE
0.41
MSS


LS42_TA1
Tubular adenoma
Precancer
No dysplasia
Hepatic Flexure
3
FFPE
0.93
MSS


LS42_TA2
Tubular adenoma
Advanced
No dysplasia
Ascending colon
15
FFPE
0.02
MSS




Precancerncer


LS43_HP1
Hyperplastic polyp
Precancer
No dysplasia
Transverse
3
FFPE
6.9
MSI-L


LS44_TA1
tubular adenoma
Precancer
Low grade
Rectum
4
FFPE
6.36
MSI-L





dysplasia


LS45_IP1
Inflammatory polyp
Precancer
No dysplasia
Sigmoid
4
FFPE
0.08
MSS


LS46_SSA1
Sessile serated adenoma
Precancer
No dysplasia
Descending colon
5
FFPE
0.01
MSS


LS46_TA1
tubular adenoma
Precancer
No dysplasia
Cecum
5
FFPE
0
MSS

























History



Biopsy_ID
Patient_ID
Age
Gender
Race
Ethnicity
Mutated Gene
of Cancer
Type of cancer





LS1_TA1
LS1
55
Female
Caucasian
Not hispanic or latino
MSH6
Yes
Vulva


LS1_TA2


LS1_TA3


LS2_TA1
LS2
43
Female
Caucasian
Not hispanic or latino
MLH1
Yes
Endometrial


LS3_AC1
LS3
53
Male
Caucasian
Not hispanic or latino
MSH2
Yes
Colon


LS3_AC2


LS3_TA1


LS3_TA2


LS3_TA3


LS4_TA1
LS4
70
Male
Asian
Not hispanic or latino
MSH6
Yes
Lung


LS4_TA2


LS5_TA1
LS5
36
Female
Caucasian
Hispanic or latino
MLH1
No
N/A


LS6_HP1
LS6
46
Female
Caucasian
Not hispanic or latino
MSH6
No
N/A


LS7_AC1
LS7
35
Male
Caucasian
Not hispanic or latino
MLH1
Yes
Rectum


LS8_AC1
LS8
73
Male
Caucasian
Not hispanic or latino
MSH2
Yes
Colon, Lung, Melanoma


LS9_TA1
LS9
39
Female
Other
Hispanic or latino
MSH2
Yes
Rectum


LS9_TA2


LS10_TA1
LS10
56
Female
Caucasian
Not hispanic or latino
MSH6
Yes
Endometrial


LS11_AC1
LS11
68
Female
Caucasian
Not hispanic or latino
MSH2
Yes
Colon, Uterus, Ureter


LS11_TA1


LS12_AC1
LS12
43
Female
Other
Hispanic or latino
MSH6
Yes
Colon


LS12_HP1


LS13_TA1
LS13
59
Female
Caucasian
Not hispanic or latino
MLH1
Yes
Endometrial


LS14_TA1
LS14
51
Female
Other
Hispanic or latino
MLH1
Yes
Colon


LS15_TA1
LS15
60
Female
African American
Not hispanic or latino
MSH6
No
N/A


LS16_SSA1
LS16
37
Female
Asian
Not hispanic or latino
MSH2
No
N/A


LS17_TA1
LS17
72
Male
African American
Not hispanic or latino
MSH6
Yes
Colon, Sarcoma


LS18_TA1
LS18
65
Female
Caucasian
Not hispanic or latino
MSH2
Yes
Colon


LS18_TA2


LS18_TA3


LS18_TVA1


LS19_SSA1
LS19
72
Female
Caucasian
Not hispanic or latino
MSH6
Yes
Promyelocitic Leukemia


LS19_TA1


LS20_IAC1
LS20
41
Female
African American
Not hispanic or latino
PMS2
Yes
Rectum


LS20_TA1


LS21_IP1
LS21
47
Male
Caucasian
Not hispanic or latino
MSH2
No
N/A


LS22_TA1
LS22
77
Female
Caucasian
Not hispanic or latino
PMS2
Yes
Colon, Endometrial


LS22_TA2


LS22_TA3


LS23_AC1
LS23
33
Male
Other
Hispanic or latino
MLH1
Yes
Colon


LS24_TA1
LS24
63
Female
Caucasian
Not hispanic or latino
MSH6
Yes
Endometrial


LS25_AC1
LS25
56
Male
Caucasian
Not hispanic or latino
MLH1
Yes
Colon


LS26_TA1
LS26
73
Male
Caucasian
Not hispanic or latino
MSH6
Yes
Bladder


LS27_HP1
LS27
24
Male
Caucasian
Not hispanic or latino
Not detected
No
N/A


LS27_HP2


LS27_TA1


LS28_TA1
LS28
67
Male
African American
Not hispanic or latino
MSH6
Yes
Colon, Prostate


LS29_AC1
LS29
30
Female
Unknown
Not hispanic or latino
MSH2
Yes
Colon


LS30_TA1
LS30
59
Female
Caucasian
Not hispanic or latino
PMS2
Yes
Endometrial


LS31_AC1
LS31
50
Male
Other
Hispanic or latino
MLH1
Yes
Colon


LS32_TA1
LS32
46
Female
Caucasian
Not hispanic or latino
MSH2
Yes
Ovarian, Breast


LS33_HP1
LS33
80
Female
Caucasian
Hispanic or latino
MSH2
No
N/A


LS33_TA1


LS33_TA2


LS33_TA3


LS33_TA4


LS34_TA1
LS34
51
Female
Caucasian
Not hispanic or latino
MSH6
Yes
Endometrial


LS35_TA1
LS35
62
Female
Caucasian
Not hispanic or latino
MSH2
Yes
Colon


LS36_HP1
LS36
53
Female
Caucasian
Not hispanic or latino
Not detected
Yes
Rectum


LS37_TA1
LS37
47
Male
Other
Hispanic or latino
PMS2
Yes
Colon


LS38_AC1
LS38
48
Male
Other
Hispanic or latino
MLH1
Yes
Colon


LS38_HP1


LS38_TA1


LS39_TA1
LS39
53
Male
Caucasian
Not hispanic or latino
MLH1
Yes
Colon


LS40_AC1
LS40
20
Male
Caucasian
Not hispanic or latino
PMS2
Yes
Colon, Glioblastoma


LS40_TVA1


LS41_SSA1
LS41
68
Male
Caucasian
Not hispanic or latino
MSH6
Yes
Prostate


LS42_TA1
LS42
57
Female
Caucasian
Not hispanic or latino
MSH2
Yes
Urothelial tract


LS42_TA2


LS43_HP1
LS43
52
Male
Caucasian
Patient refused
MSH6
Yes
Colon


LS44_TA1
LS44
53
Female
Caucasian
Not hispanic or latino
MSH2
No
N/A


LS45_IP1
LS45
28
Male
Caucasian
Patient refused
MSH2
No
N/A


LS46_SSA1
LS46
40
Female
Caucasian
Patient refused
MLH1
No
N/A


LS46_TA1



















Supplementary Table 2. Frequency of the different HLA


alleles that are present within the cohort of LS patients.












Locus
Locus
N
%















HLA_A
A*02:01
15
32



HLA_A
A*01:01
14
30



HLA_A
A*03:01
9
19



HLA_A
A*11:01
7
15



HLA_A
A*24:02
5
11



HLA_A
A*01:10
4
9



HLA_A
A*01:22
4
9



HLA_A
A*31:01
4
9



HLA_A
A*33:01
4
9



HLA_A
A*68:01
4
9



HLA_A
A*01:81
3
6



HLA_A
A*32:01
3
6



HLA_A
A*02:06
2
4



HLA_A
A*02:43
2
4



HLA_A
A*11:50
2
4



HLA_A
A*23:01
2
4



HLA_A
A*26:01
2
4



HLA_A
A*29:02
2
4



HLA_A
A*33:03
2
4



HLA_A
A*02:14
1
2



HLA_A
A*03:12
1
2



HLA_A
A*03:26
1
2



HLA_A
A*30:01
1
2



HLA_A
A*30:02
1
2



HLA_A
A*69:01
1
2



HLA_A
A*74:01
1
2



HLA_B
B*07:02
16
34



HLA_B
B*08:01
8
17



HLA_B
B*14:02
6
13



HLA_B
B*40:01
6
13



HLA_B
B*51:01
6
13



HLA_B
B*35:01
5
11



HLA_B
B*58:01
4
9



HLA_B
B*44:02
3
6



HLA_B
B*45:01
3
6



HLA_B
B*53:01
3
6



HLA_B
B*13:02
2
4



HLA_B
B*15:01
2
4



HLA_B
B*18:01
2
4



HLA_B
B*35:03
2
4



HLA_B
B*44:03
2
4



HLA_B
B*57:01
2
4



HLA_B
B*14:01
1
2



HLA_B
B*15:02
1
2



HLA_B
B*15:03
1
2



HLA_B
B*15:17
1
2



HLA_B
B*15:22
1
2



HLA_B
B*27:05
1
2



HLA_B
B*35:08
1
2



HLA_B
B*37:01
1
2



HLA_B
B*40:02
1
2



HLA_B
B*41:01
1
2



HLA_B
B*42:01
1
2



HLA_B
B*48:01
1
2



HLA_B
B*54:01
1
2



HLA_B
B*55:01
1
2



HLA_B
B*73:01
1
2



HLA_C
C*07:02
16
34



HLA_C
C*04:01
12
26



HLA_C
C*07:01
9
19



HLA_C
C*06:02
7
15



HLA_C
C*08:02
6
13



HLA_C
C*03:04
5
11



HLA_C
C*05:01
4
9



HLA_C
C*15:02
4
9



HLA_C
C*01:02
3
6



HLA_C
C*03:02
3
6



HLA_C
C*03:03
3
6



HLA_C
C*16:01
3
6



HLA_C
C*02:02
2
4



HLA_C
C*02:10
2
4



HLA_C
C*08:01
2
4



HLA_C
C*12:03
2
4



HLA_C
C*17:01
2
4



HLA_C
C*03:46
1
2



HLA_C
C*14:02
1
2



HLA_C
C*15:05
1
2



HLA_DQA1
DQA1*01:02
23
49



HLA_DQA1
DQA1*05:01
13
28



HLA_DQA1
DQA1*01:01
12
26



HLA_DQA1
DQA1*02:01
9
19



HLA_DQA1
DQA1*05:05
7
15



HLA_DQA1
DQA1*01:03
5
11



HLA_DQA1
DQA1*01:05
4
9



HLA_DQA1
DQA1*03:01
4
9



HLA_DQA1
DQA1*03:03
3
6



HLA_DQA1
DQA1*04:01
3
6



HLA_DQA1
DQA1*01:04
2
4



HLA_DQA1
DQA1*03:02
1
2



HLA_DQB1
DQB1*06:02
17
36



HLA_DQB1
DQB1*05:01
15
32



HLA_DQB1
DQB1*02:01
10
21



HLA_DQB1
DQB1*03:01
7
15



HLA_DQB1
DQB1*02:02
6
13



HLA_DQB1
DQB1*03:03
5
11



HLA_DQB1
DQB1*06:03
5
11



HLA_DQB1
DQB1*06:04
5
11



HLA_DQB1
DQB1*03:02
4
9



HLA_DQB1
DQB1*03:19
4
9



HLA_DQB1
DQB1*04:02
4
9



HLA_DQB1
DQB1*05:03
2
4



HLA_DQB1
DQB1*06:09
2
4



HLA_DQB1
DQB1*05:02
1
2



HLA_DRB1
DRB1*15:01
16
34



HLA_DRB1
DRB1*03:01
10
21



HLA_DRB1
DRB1*07:01
9
19



HLA_DRB1
DRB1*01:01
8
17



HLA_DRB1
DRB1*13:02
7
15



HLA_DRB1
DRB1*13:01
5
11



HLA_DRB1
DRB1*01:02
4
9



HLA_DRB1
DRB1*10:01
4
9



HLA_DRB1
DRB1*11:01
3
6



HLA_DRB1
DRB1*04:03
2
4



HLA_DRB1
DRB1*04:04
2
4



HLA_DRB1
DRB1*08:04
2
4



HLA_DRB1
DRB1*09:01
2
4



HLA_DRB1
DRB1*11:04
2
4



HLA_DRB1
DRB1*15:03
2
4



HLA_DRB1
DRB1*01:03
1
2



HLA_DRB1
DRB1*03:17
1
2



HLA_DRB1
DRB1*04:01
1
2



HLA_DRB1
DRB1*04:05
1
2



HLA_DRB1
DRB1*04:07
1
2



HLA_DRB1
DRB1*08:01
1
2



HLA_DRB1
DRB1*08:02
1
2



HLA_DRB1
DRB1*08:03
1
2



HLA_DRB1
DRB1*12:01
1
2



HLA_DRB1
DRB1*13:03
1
2



HLA_DRB1
DRB1*13:04
1
2



HLA_DRB1
DRB1*14:02
1
2



HLA_DRB1
DRB1*14:54
1
2



















Supplementary Table 3. Distribution of samples for the discovery and validation sets.











Biopsy_ID
Sequencing Set
Pathology
Category
MSI status





LS3_AC1
Discovery
Adenocarcinoma
Cancer
MSI-H


LS3_AC2
Discovery
Adenocarcinoma
Cancer
MSI-L


LS11_AC1
Discovery
Adenocarcinoma
Cancer
MSI-H


LS12_AC1
Discovery
Adenocarcinoma
Cancer
MSI-H


LS25_AC1
Discovery
Adenocarcinoma
Cancer
MSI-H


LS38_AC1
Discovery
Adenocarcinoma
Cancer
MSI-H


LS31_AC1
Discovery
Adenocarcinoma Stage II
Cancer
MSI-H


LS7_AC1
Discovery
Adenocarcinoma Stage III
Cancer
MSI-H


LS29_AC1
Discovery
Adenocarcinoma Stage III
Cancer
MSS


LS12_HP1
Discovery
Hyperplastic polyp
Precancer
MSS


LS27_HP1
Discovery
Hyperplastic polyp
Precancer
MSS


LS38_HP1
Discovery
Hyperplastic polyp
Precancer
MSS


LS21_IP1
Discovery
Inflammatory polyp
Precancer
MSS


LS45_IP1
Discovery
Inflammatory polyp
Precancer
MSS


LS19_SSA1
Discovery
Sessile serated adenoma
Advanced
MSS





Precancerncer



LS41_SSA1
Discovery
Sessile serated adenoma
Precancer
MSS


LS46_SSA1
Discovery
Sessile serated adenoma
Precancer
MSS


LS1_TA1
Discovery
Tubular adenoma
Precancer
MSS


LS1_TA2
Discovery
Tubular adenoma
Precancer
MSS


LS1_TA3
Discovery
Tubular adenoma
Precancer
MSS


LS2_TA1
Discovery
tubular adenoma
Precancer
MSS


LS3_TA1
Discovery
Tubular adenoma
Precancer
MSI-H


LS3_TA2
Discovery
Tubular adenoma
Advanced
MSI-L





Precancerncer



LS3_TA3
Discovery
Tubular adenoma
Precancer
MSI-L


LS5_TA1
Discovery
tubular adenoma
Precancer
MSS


LS10_TA1
Discovery
Tubular adenoma
Precancer
MSS


LS11_TA1
Discovery
tubular adenoma
Advanced
MSI-H





Precancerncer



LS13_TA1
Discovery
Tubular adenoma
Precancer
MSS


LS14_TA1
Discovery
Tubular adenoma
Precancer
MSI-H


LS18_TA1
Discovery
Tubular adenoma
Precancer
MSS


LS19_TA1
Discovery
tubular adenoma
Precancer
MSS


LS22_TA1
Discovery
Tubular adenoma
Advanced
MSS





Precancerncer



LS22_TA2
Discovery
tubular adenoma
Precancer
MSS


LS22_TA3
Discovery
Tubular adenoma
Precancer
MSS


LS24_TA1
Discovery
Tubular adenoma
Precancer
MSI-H


LS30_TA1
Discovery
Tubular adenoma
Precancer
MSS


LS32_TA1
Discovery
Tubular adenoma
Advanced
MSI-H





Precancerncer



LS42_TA1
Discovery
Tubular adenoma
Precancer
MSS


LS42_TA2
Discovery
Tubular adenoma
Advanced
MSS





Precancerncer



LS44_TA1
Discovery
tubular adenoma
Precancer
MSI-L


LS46_TA1
Discovery
tubular adenoma
Precancer
MSS


LS8_AC1
Discovery
Tubular Adenoma with
Cancer
MSI-H




HGD/Tumor in situ




LS18_TVA1
Discovery
Tubulovillous adenoma
Advanced
MSS





Precancerncer



LS23_AC1
Validation
Adenocarcinoma
Cancer
MSS


LS40_AC1
Validation
Adenocarcinoma
Cancer
MSI-H


LS20_IAC1
Validation
HGD/IMCA
Cancer
MSI-H


LS6_HP1
Validation
Hyperplastic polyp
Precancer
MSS


LS27_HP2
Validation
Hyperplastic polyp
Precancer
MSI-L


LS33_HP1
Validation
Hyperplastic polyp
Precancer
MSI-L


LS36_HP1
Validation
Hyperplastic polyp
Precancer
MSS


LS43_HP1
Validation
Hyperplastic polyp
Precancer
MSI-L


LS16_SSA1
Validation
Sesile Serrated Adenoma
Precancer
MSI-L


LS4_TA1
Validation
Tubular Adenoma
Precancer
MSS


LS4_TA2
Validation
Tubular Adenoma
Precancer
MSI-L


LS9_TA1
Validation
Tubular Adenoma
Precancer
MSI-L


LS9_TA2
Validation
Tubular Adenoma
Precancer
MSI-H


LS15_TA1
Validation
Tubular Adenoma
Precancer
MSI-L


LS17_TA1
Validation
Tubular Adenoma
Precancer
MSS


LS18_TA2
Validation
Tubular Adenoma
Precancer
MSI-L


LS18_TA3
Validation
Tubular Adenoma
Precancer
MSI-L


LS20_TA1
Validation
Tubular Adenoma
Precancer
MSI-H


LS26_TA1
Validation
Tubular Adenoma
Precancer
MSI-L


LS27_TA1
Validation
Tubular Adenoma
Precancer
MSI-L


LS28_TA1
Validation
Tubular Adenoma
Precancer
MSI-L


LS33_TA1
Validation
Tubular Adenoma
Precancer
MSI-L


LS33_TA2
Validation
Tubular Adenoma
Precancer
MSI-H


LS33_TA3
Validation
Tubular Adenoma
Precancer
MSI-L


LS33_TA4
Validation
Tubular Adenoma
Precancer
MSI-L


LS34_TA1
Validation
Tubular Adenoma
Precancer
MSI-H


LS35_TA1
Validation
Tubular Adenoma
Precancer
MSI-H


LS37_TA1
Validation
Tubular Adenoma
Precancer
MSI-L


LS38_TA1
Validation
Tubular Adenoma
Precancer
MSI-L


LS39_TA1
Validation
Tubular Adenoma
Precancer
MSI-H


LS40_TVA1
Validation
Tubulovillous Adenoma
Advanced Precancer
MSI-H



















Supplementary Table 4. List of the top 100 most immunogenic predicted MHC-I neoAgs obtained from the computational methods in the


discovery set.


























Mutant
SEQ




Micro-
Reference

Altered
Number
Pep-


Epitope
ID
Gene
Chromo-


satellite
MS lengths
Variant
MS Length
deleted
tide


Sequence
NO
Name
some
Start
Stop
motif
(repeats)
Type
(repeats)
nucleotides
Length





APREGAAATP
 18
PAWR
chr12
 80083899
 80083900
C
 7
FS
6
−1
11


L
















KMMKILMIK
 19
GOLIM4
chr3
167728580
167728581
A
 7
FS
6
−1
 9





LSAPEKITLF
 20
SPINK5
chr5
147499874
147499875
A
10
FS
9
−1
10





LSTEVQSLY
 21
RAD50
chr5
131931451
131931452
A
 9
FS
8
−1
 9





KLSSVVPSV
 22
GPBP1L1
chr1
 46120889
 46120890
T
 7
FS
6
−1
 9





YMMDDLELI
  1
USP9Y
chrY
 14847610
 14847611
T
 7
FS
6
−1
 9





SLWSSMPHG
 23
P4HB
chr17
 79803763
 79803764
A
 8
FS
7
−1
10


V
















TQLARFFPI
 24
RNF43
chr17
 56435160
 56435161
G
 7
FS
6
−1
 9





ALQSDVQPV
 25
ZFR
chr5
 32404160
 32404161
A
 9
FS
8
−1
 9





SLINIHHRK
 26
KMT2C
chr7
151874147
151874148
A
 9
FS
8
−1
 9





RVPAHASTSL
 27
TCF20
chr22
 42564715
 42564716
C
 7
FS
6
−1
10





IAQPSTSSL
 28
TCF7L2
chr10
114925316
114925317
A
 9
FS
8
−1
 9





MLLRLNLRK
 29
SEC31A
chr4
 83785564
 83785565
A
 9
FS
8
−1
 9





APSWPDRPL
 30
NTAN1
chr16
 15131989
 15131990
A
 7
FS
6
−1
 9





RLLPYPFHV
 31
WNK4
chr17
 40939869
 40939870
G
 7
FS
6
−1
 9





KMLTALPPA
 32
WDR59
chr16
 74976690
 74976691
A
 8
FS
7
−1
 9





KIKHGLSEK
 33
OCIAD2
chr4
 48894832
 48894833
T
 7
FS
6
−1
 9





YQMDFHPSP
 34
MFN2
chr1
 12052735
 12052736
T
 7
FS
6
−1
10


V
















SPRPSACQL
 35
GIPC1
chr19
 14593639
 14593640
C
 8
FS
7
−1
 9





QPHVPPSTL
 36
FLCN
chr17
 17119708
 17119709
C
 8
FS
7
−1
 9





RLYVPLYSSK
 37
UBR5
chr8
103289348
103289349
A
 8
FS
7
−1
10





LSSPFREQM
 38
RNF213
chr17
 78272285
 78272288
CT
 4
inframe_
3
−2
 9










del








IQKSWTATTY
 39
CTSC
chr11
 88068107
 88068108
T
 6
FS
5
−1
10





FLDPDIGGV
 40
TET2
chr4
106158293
106158298
TGAC
 2
FS
1
−4
 9





FAMAQIQSL
 41
SLC4A11
chr20
  3215424
  3215425
T
 7
FS
6
−1
 9





RPRLPRHCL
 42
CIC
chr19
 42799097
 42799098
C
 5
FS
4
−1
 9





YIMHLWPPI
 43
VPS13A
chr9
 79931168
 79931169
A
 6
FS
5
−1
 9





FLATSGIDPV
 44
WDTC1
chr1
 27621107
 27621108
G
 8
FS
7
−1
10





TLDVELPPV
 45
PTTG1
chr5
159854836
159854837
C
 6
FS
5
−1
 9





TLISMPYHV
 46
SEC63
chr6
108214754
108214755
A
10
FS
9
−1
 9





SPMGRKQGG
 47
IKBKB
chr8
 42176139
 42176140
NA
NA
FS
NA
−1
11


TL
















RPKKSGDMT
 48
BOD1L1
chr4
 13610188
 13610189
A
 8
FS
7
−1
10


L
















NMIQVLMSV
 49
SMARCAD1
chr4
 95173909
 95173910
A
 8
FS
7
−1
 9





SLYGWYQLC
 50
USP24
chr1
 55619561
 55619562
A
 7
FS
6
−1
10


V
















STMRVAVTP
 51
RERE
chr1
  8421827
  8421828
A
 5
FS
4
−1
10


K
















RNLKNFLLM
 52
ERBIN
chr5
 65342358
 65342359
T
 5
FS
4
−1
10


K
















SLMEQIPHL
 53
CKAP2
chr13
 53049033
 53049034
A
 8
FS
7
−1






RTRGVCSVL
 54
BTN3A3
chr6
 26451946
 26451947
T
 6
FS
5
−1
10


K
















IMHQYPNFK
 55
FAM111B
chr11
 58892376
 58892377
A
10
FS
9
−1
 9





KTVQAEPLI
 56
KLHL7
chr7
 23163475
 23163476
T
 7
FS
6
−1
 9





KTYMEMHY
 57
SPECC1
chr17
 20108262
 20108263
A
 8
FS
7
−1
 8





RSVLEEMGL
 58
AP1S1
chr7
100802404
100802405
G
 8
FS
7
−1
 9





ALQEISFWL
 59
DYNC1H1
chr14
102445787
102445788
T
 7
FS
6
−1
 9





RLFSFPAAK
 60
INF2
chr14
105174184
105174185
C
 7
FS
6
−1
 9





KSLPSFLTM
 61
INO80
chr15
 41377754
 41377755
A
 7
FS
6
−1
 9





KANRYFSPNF
 62
PTEN
chr10
 89720811
 89720812
A
 6
FS
5
−1
10





SMASIMETI
 63
C6orf132
chr6
 42110042
 42110043
G
 5
FS
4
−1
 9





TQGARSSAAF
 64
C6orf132
chr6
 42074305
 42074306
C
 7
FS
6
−1
10





FLRLDDLFKL
 65
PLXNA3
chrX
153688564
153688565
G
 8
FS
7
−1
10





SLINLTWTA
 66
CLCA1
chr1
 86961263
 86961264
A
 4
FS
3
−1
 9





MMIYFDMEV
 67
ANO10
chr3
 43647212
 43647213
A
 9
FS
8
−1
 9





LLKETKFITY
 68
TCERG1
chr5
145887464
145887465
A
 8
FS
7
−1
10





KSFHGLDFGF
 69
CEP164
chr11
117234200
117234201
G
 6
FS
5
−1
10





RATFLLALW
 70
MSH3
chr5
 79970914
 79970915
A
 8
FS
7
−1
 9





IMMSWMPPL
 71
PLEKHA6
chr1
204228410
204228411
G
 6
FS
5
−1
 9





KTHPCTMLL
 72
ANKIB1
chr7
 91936913
 91936914
A
 8
FS
7
−1
 9





APLFRASIL
 73
CNTROB
chr17
  7849144
  7849145
NA
NA
FS
NA
−1
 9





WLWENHEKL
 74
MBD4
chr3
129155547
129155548
A
10
FS
9
−1
 9





RRWECSHRL
 75
MUC5B
chr11
  1250517
  1250518
C
 6
FS
5
−1
 9





SAFSSLLPL
 76
RNF25
chr2
219529513
219529514
G
 7
FS
6
−1
 9





FMQFSLFSV
 77
SMC3
chr10
112333493
112333494
T
 7
FS
6
−1
 9





WMIVTVLPV
 78
POLR2A
chr17
  7388097
  7388098
C
 7
FS
6
−1
 9





FAFDSPHHY
 79
APC
chr5
112175211
112175216
AAAGA
 2
FS
1
−4
 9





GRLRVGLRLL
 80
SCRIB
chr8
144886851
144886852
C
 6
FS
5
−1
10





FLLTTLLGV
 81
IL6ST
chr5
 55247868
 55247869
A
 7
FS
6
−1
 9





KRAARLVLR
 82
BCORL1
chrX
129149049
129149050
A
 5
FS
4
−1
 9





VLSVRLPTRK
 83
CPSF1
chr8
145625008
145625009
C
 5
FS
4
−1
10





RMKHFIYFK
 84
TRPM7
chr15
 50925139
 50925140
A
 7
FS
6
−1
 9





HRLRSLPRPL
 85
KMT2D
chr12
 49445525
 49445526
C
 7
FS
6
−1
10





FMDQEFLSFV
 86
SLC44A3
chr1
 95357931
 95357932
T
 7
FS
6
−1
10





LLDDSNFKV
 87
FAM179B
chr14
 45432121
 45432122
G
 5
FS
4
−1
 9





SPPVRSTVCA
 88
HNF1A
chr12
121432114
121432115
G
 3
FS
2
−1
11


M
















KADFRTLLK
 89
TCERG1
chr5
145886730
145886731
NA
NA
FS
NA
−1
 9





FLAVDTQLL
 90
GRINA
chr8
145065717
145065718
C
 7
FS
6
−1
 9





RVYDPASPQR
 91
WDR74
chr11
 62603470
 62603472
AG
 2
FS
1
−1
10





FAFDSPHHY
 79
APC
chr5
112174833
112174834
A
 4
FS
3
−1
 9





RSLQAHKMA
 92
BPTF
chr17
 65944265
 65944266
A
 7
FS
6
−1
10


W
















FLSPWPSPA
 93
RGL2
chr6
 33263964
 33263965
G
 8
FS
7
−1
 9





KRQKLICQM
 94
SEC16A
chr9
139345822
139345823
C
 7
FS
6
−1
 9





SPPLHLCQPL
 95
CAMTA2
chr17
  4875737
  4875738
C
 8
FS
7
−1
10





FMNSTVFHV
  3
WDR6
chr3
 49051381
 49051382
G
 7
FS
6
−1
 9





MTIYIFCLHY
 96
UGCG
chr9
114695179
114695180
T
 7
FS
6
−1
10





RPACTCISM
 97
XYLT2
chr17
 48433966
 48433967
C
 7
FS
6
−1
 9





LLLGCLCFI
 98
CHPT1
chr12
102108337
102108338
T
 8
FS
7
−1
 9





RPENSQINSSL
 99
TRIM26
chr6
 30157253
 30157254
A
 8
FS
7
−1
11





SLMMIVLTI
100
ZMYM2
chr13
 20638676
 20638677
A
 8
FS
7
−1
 9





NMMCQHTMI
101
AKAP9
chr7
 91603084
 91603085
A
 8
FS
7
−1
 9





YLTKWPKFFL
102
XPOT
chr12
 64812754
 64812755
T
 9
FS
8
−1
10





YSYPSSLSVF
103
GPR160
chr3
169802468
169802469
A
 9
FS
8
−1
10





TLWSRLVLA
104
RAB3GAP2
chr1
220355681
220355682
T
 7
FS
6
−1
 9





LTSSQSSWW
105
MIDN
chr19
  1257160
  1257161
G
 5
FS
4
−1
 9





ASLAHSDNF
106
CLDN4
chr7
 73246062
 73246063
G
 7
FS
6
−1
 9





AMAQVTHPL
107
PHGR1
chr15
 40648423
 40648424
C
 7
FS
6
−1
 9





KMNKILLPW
108
SUZ12
chr17
 30293208
 30293209
A
 5
FS
4
−1
10


K
















QLRCWNTWA
109
CASP5
chr11
104878040
104878041
A
10
FS
9
−1
10


K
















SLVTISRFV
110
RABGAP1
chr9
125861041
125861042
A
 8
FS
7
−1
 9





YSDENMMDP
111
SRGAP1
chr12
 64377820
 64377821
A
 7
FS
6
−1
10


Y
















FLALNQLPQV
112
ALG8
chr11
 77832192
 77832193
A
 7
FS
6
−1
10





KPRPLHAL
113
ZNF839
chr14
102802051
102802052
T
 6
FS
5
−1
 8





SLLSVGNLIG
114
BTBD7
chr14
 93761192
 93761193
A
 8
FS
7
−1
11


L




































Pre-















dicted





Immuno-



Binding
Tumor
Binding


Eli-
in th


SEQ


geni

SEQ

Affi-
Abun-
Sta-
Sample
Eli-
spot
vali-


ID


city
Wildtype
ID
HLA
nity
dance
bility
Re-
spot
reac-
dation


NO
HGVSc
HGVSp
Score
sequence
NO
Allele
(nM)
(TPM)
(hours)
currence
tested
tive
set





18
NM_002583.2:
NP_002574.2:
  1
WKAKRE
777
HLA-
5.3
110.81
52.82
1
Tested
No
No



c.125del
p.Pro42Argfs

KMRAKQ

B*07:02











Ter48

NPPGPAP















PGGGSSD















AAGKPPA















GALGTPA














19
NM_01498.4:
NP_055313.1:
  2
QYQEEAE
778
HLA-
6.5
216.91
8.6
2
Tested
No
No



4c.1891del
p.Arg631Glyfs

EEVQEDL

A*03:01











Ter87

TEEKKRE















LEHNAEE















TYGENDE















NTDDK














20
NM_001127698.1:
NP_
  8
GNKCTM
779
HLA-
12.2
461.65
1.06
3
Tested
Yes
yes



c.2468del
001121170.1:

CKEKLER

B*15:17











p.Lys823Argfs

EAAEKK













Ter119

KKEDEDR















SNTGERS















NTGERSN














21
NM_005732.3:
NP_005723.2:
 11
SKLRLAP
780
HLA-
4.4
39.05
3.03
2
No
N/A
No



c.2165del
p.Lys722Argfs

DKLKSTE

B*15:17











Ter14

SELKKKE















KRRDEM















LGLVPMR















QSIIDL














22
NM_021639.4:
NP_067652.1:
 13
RGEGRFG
781
HLA-
4.8
64.4
43.8
1
Tested
No
No



c.162del
p.Phe54Leufs

VSRRRHN

A*02:01











Ter53

SSDGFFN















NGPLRTA















GDSWHQ















PSLFRH














1
NM_004654.3:
NP_004645.2:
17
DLINKFG
782
HLA-
2
30.44
29.55
1
Tested
No
No



c.729del
p.Phe243Leufs

TLNGFQI

A*02:01











Ter6

LHDRFFN















GSALNIQI















IAALIKPF















GQC














23
NM_000918.3:
NP_000909.2:
19
PVKVLVG
783
HLA-
9.3
368.51
8.73
2
Tested
Yes
No



c.1160del
p.Asn387Thrfs

KNFEDVA

A*02:01











Ter118

FDEKKNV















FVEFYAP















WCGHCK















QLAPIW














24
NM_017763.4:
NP_060233.3:
26
FNLQKSS
784
HLA-
16.7
79.41
1.66
8
Tested
Yes
Yes



c.1976del
p.Gly659Valfs

LSARHPQ

A*02:01











Ter41

RKRRGGP















SEPTPGS















RPQDATV















HPACQ














25
NM_016107.3:
NP_057191.2:
29
CAGPQTY
785
HLA-
14
51.75
7.09
2
No
N/A
No



c.1074del
p.Glu359Lysfs

KEHLEGQ

A*02:01











Ter4

KHKKKE















AALKASQ















NTSSSNS















STRGTQ














26
NM_170606.2:
NP_733751.2:
32
DLPIDDK
786
HLA-
34.8
52.26
2.06
2
No
N/A
No



c.8390del
p.Lys2797Argfs

LDNQCVS

A*03:01











Ter26

VEPKKKE















QENKTLV















LSDKHSP















QKKST














27
NM_005650.2:
NP_005641.1:
42
NFSVRCP
787
HLA-
4.8
39.27
0.98
5
Tested
Yes
No



c.5826del
p.Leu1943Cysfs

KHKPPLP

B*07:02











Ter118

CPLPPLQ















NKTAKGS















LSTEQSE















RG














28
NM_001146274.1:
NP_
53
ALFGLDR
788
HLA-
5.1
44.54
0.35
5
Tested
No
No



c.1403del
001139746.1:

QTLWCK

C*03:03











p.Lys468Serfs

PCRRKKK













Ter23

CVRYIQG















EGSCLSP















PSSDGS














29
NM_001318120.1:
NP_
62
DQLQQA
789
HLA-
14.9
24.08
1.66
3
Tested
Yes
yes



c.1384del
001305049.1:

VQSQGFI

A*03:01











p.Ile462Leufs

NYCQKKI













Ter16

DASQTEF















EKNVWS















FLKVNFE














30
NM_173474.3:
NP_775745.1:
66
LAEPPHF
790
HLA-
9.1
27.57
4.21
1
No
N/A
No



c.831del
p.Lys277Asnfs

VEHIRST

B*07:02











Ter83

LMFLKK















HPSPAHT















LFSGNKA















LLYKKN














31
NM_032387.4:
NP_115763.2:
96
LSSSGFL
791
HLA-
2.4
13.58
15.23
1
No
N/A
No



c.1822del
p.Val608Cysfs

DASDPAL

A*02:01











Ter53

QPPGGVP















SSLAESH















LCLPSAF















ALSIP














32
NM_030581.3:
NP_085058.3:
97
PTVALSA
792
HLA-
7.7
39.18
13.48
2
No
N/A
No



c.479del
p.Asn160Metfs

VAGASQ

A*02:01











Ter28

VKWNKK















NANCLAT















SHDGDV















RIWDKRK















P














33
NM_001014446.1:
NP_
102
GFGLGKV
793
HLA-
31.7
155.36
3.79
2
No
N/A
No



c.339del
001014446.1:

SYIGVCQ

A*03:01











p.Phe113Leufs

SKFHFFE













Ter27

DQLRGA















GFGPQHN















RHCLLT














34
NM_001127660.1:
NP_
105
SKVRGIS
794
HLA-
5.4
35.57
19.6
2
No
N/A
No



c.306del
001121132.1:

EVLARRH

A*02:01











p.Phe102Leufs

MKVAFF













Ter11

GRTSNGK















STVINAM















LWDKVL














35
NM_202470.2:
NP_974199.1:
106
EPGPLGG
795
HLA-
5.2
43.65
26
1
No
N/A
No



c.149del
p.Pro50Leufs

GGSGGPQ

B*07:02











Ter48

MGLPPPP















PALRPRL















VFHTQLA















HGSPT














36
NM_144997.5:
NP_659434.2:
112
EEAYRCN
796
HLA-
26.9
60.55
5.88
1
No
N/A
No



c.1285del
p.His429Thrfs

FLGLSPH

B*07:02











Ter39

VQIPPHV















LSSEFAVI















VEVHAA















ARSTL














37
NM_015902.5:
NP_056986.2:
119
MSYAAN
797
HLA-
6.4
61.73
10.18
4
Tested
Yes
No



c.6360del
p.Glu2121Lysfs

LKNVMN

A*03:01











Ter28

MQNRQK















KEGEEQP















VLPEETE















SSKPGPS















A














38
NM_001256071.2:
NP_
143
HKDAWR
798
HLA-
26.5
105.69
0.35
3
Tested
No
No



c.2180_2182del
001243000.2:

QPEDTW

B*15:17











p.Phe727del

AALEGLS















FSPFREQ















MLDTSSL















LQFMREK














39
NM_001814.4:
NP_0018
144
IIYNQGFE
799
HLA-
4.8
77.33
2.47
1
Tested
Yes
No



c.315del
05.3:p.Ph

IVLNDYK

B*15:03











e105Leuf

WFAFFKY













sTer10

KEEGSKV















TTYCNET















MTGW














40
NM_001127208.2:
NP_
148
LKSQKQV
800
HLA-
5.2
51.55
2.26
2
No
N/A
No



c.3198_3202del
001120680.1:

KVEMSGP

A*02:01











p.Arg1067

VTVLTRQ













AsnfsTer7

TTAAELD















SHTPALE















QQTTS














41
NM_001174090.1:
NP_
153
DEAFDTA
801
HLA-
2.3
25.71
0.48
2
No
N/A
No



c.333del
001167561.1:

NSSIVSGE

C*03:03











p.Phe111Leufs

SIRFFVN













Ter32

VNLEMQ















ATNTENE















ATSGG














42
NM_001304815.1:
NP_
163
KIREVRQ
802
HLA-
3.2
24.77
36.62
1
No
N/A
No



c.7313del
001291744.1:

KIMQAAT

B*07:02











p.Pro2438Leufs

PTEQPPG













Ter91

AEAPLPV















PPPTGTA















AAPAP














43
NM_033305.2:
NP_150648.2:
164
EINVIIKN
803
HLA-
3.9
189.72
10.07
2
No
N/A
No



c.4715del
p.Asn1572Metfs

PEIVFVA

A*02:01











Ter6

DMTKND















APALVIT















TQCEICY















KGNLE














44
NM_001276252.1:
NP_
178
ATYVTFS
804
HLA-
4.4
10.01
4.97
6
Tested
Yes
No



c.868del
001263181.1:

PNGTELL

A*02:01











p.Glu290Asnfs

VNMGGE













Ter8

QVYLFDL















TYKQRPY















TFLLPR














45
NM_001282382.1:
NP_
182
PLMILDE
805
HLA-
10.6
124.61
4.52
1
No
N/A
No



c.491del
001269311.1:

ERELEKL

A*02:01











p.Pro164Leufs

FQLGPPS













Ter4

PVKMPSP















PWESNLL















QSPSS














46
NM_007214.4:
NP_009145.1:
207
KSKGPKK
806
HLA-
5.3
34.43
6.72
1
No
N/A
No



c.1605del
p.Lys535Asnfs

TAKSKKK

A*02:01











Ter28

KPLKKKP















TPVLLPQ















SKQQKQ















KQANGV














47
NM_001556.2:
NP_001547.1:
208
RNLAFFQ
807
HLA-
10.1
62.92
10.69
1
No
N/A
No



c.1312del
p.Gln438Argfs

LRKVWG

B*07:02











Ter3

QVWHSIQ















TLKEDCN















RLQQGQ















RAAMMN















L














48
NM_148894.2:
NP_683692.2:
222
PKAARIK
808
HLA-
5.1
45.9
15.39
1
No
N/A
No



c.1707del
p.Val570Ter

EVLKERK

B*07:02













VLEKKV















ALSKKRK















KDSRNVE















ENSKKK














49
NM_001128430.1:
NP_
242
LKQKFSM
809
HLA-
7.3
27.16
15.29
1
Tested
No
No



c.1040del
001121902.1:

KAQNGF

A*02:01











p.Asn347Metfs

NKKRKK













Ter24

NVFNPKR















VVEDSEY















DSGSDVG














50
NM_015306.2:
NP_0561
251
IIKCIEDIK
810
HLA-
14.5
34.61
8.59
1
No
N/A
No



c.1841del
21.2:p.As

RPGEWSG

A*02:01











n614Thrf

LEKNKK













sTer34

DGFKSSQ















LNNPQFV















WVVP














51
NM_001042681.1:
NP_
268
EKVASDT
811
HLA-
13.9
15.48
7.07
2
No
N/A
No



c.2011del
001036146.1:

EEADRTS

A*03:01











p.Thr671Argfs

SKKTKTQ













Ter159

EISRPNSP















SEGEGES















SDSR














52
NM_001
NP_0012
277
TANMKA
812
HLA-
10
71.74
0.93
1
No
N/A
No



253699.1:
40628.1:p

SENLKHI

A*03:01










c.1785del
Phe595L

VNHDDV













eufsTer13

FEESEELS















SDEEMK















MAEMRP















P














53
NM_001098525.1:
NP_
326
SCLIKYN
813
HLA-
2.4
16.3
25.69
1
No
N/A
yes



c.1817del
001091995.1:

VSTTPYL

A*02:01











p.Lys606Argfs

QSVKKK













Ter14

VQFDGTN















SAFKELK















FLTPVR














54
NM_006994.4:
NP_008925.1:
333
LFKPADV
814
HLA-
23.6
101.56
9.29
1
No
N/A
No



c.1063del
p.Val355Phefs

ILDPDTA

A*03:01











Ter71

NAILLVS















EDQRSVQ















RAEEPRD















LPDNP














55
NM_198947.3:
NP_945185.1:
334
SMVDEVS
815
HLA-
19.1
10.65
2.46
1
No
N/A
No



c.816del
p.Ala273Hisfs

GKVLEM

A*03:01











Ter26

DISKKKA















LQQKDIH















KKIKQNE















SATDEI














56
NM_001
NP_
341
VQERKIP
816
HLA-
9.8
13.38
0.91
2
No
N/A
No



031710.2:
001026880.2:

AHRVVL

B*15:17










c.207del
p.Phe69Leufs

AAASHFF













Ter3

NLMFTTN















MLESKSF















EVELKD














57
NM_001243439.1:
NP_
345
SFGSPTG
817
HLA-
19.8
25.32
2.51
3
Tested
Yes
No



c.908del
001230368.1:

NQMSSDI

B*15:17











p.Asn303Thrfs

DEYKKNI













Ter63

HGNALRT















SGSSSSD















VTKAS














58
NM_001283.3:
NP_001274.1:
360
IIFNFEKA
818
HLA-
21.6
36.11
0.41
4
Tested
No
No



c.364del
p.Asp122Metfs

YFILDEFL

B*15:17











Ter11

MGGDVQ















DTSKKSV















LKAIEQA















DLLQ














59
NM_001376.4:
NP_001367.2:
374
EDSPYET
819
HLA-
5.2
143.82
5.22
1
No
N/A
No



c.483del
p.Phe161Leufs

LHSFISNA

A*02:01











Ter52

VAPFFKS















YIRESGK















ADRDGD















KMAPS














60
NM_022489.3:
NP_071934.3:
376
GWGPPPP
820
HLA-
5
109.29
35.73
1
No
N/A
No



c.1587del
p.Val530Trpfs

PPPLLPCT

A*03:01











Ter28

CSPPVAG















GMEEVIV















AQVDHG















LGSAW














61
NM_017553.1:
NP_060023.1:
387
KKFKEEK
821
HLA-
3.5
27.11
1.89
2
No
N/A
No



c.685del
p.Arg229Aspfs

KLKAKI

B*15:17











Ter45

KKVKKK















RRRDEEL















SSEESPRR















HHHQTK














62
NM_001304717.2:
NP_
391
CSIERAD
822
HLA-
17.1
66.83
0.62
3
Tested
No
No



c.1487del
001291646.2:

NDKEYL

B*15:17











pAsn496Metfs

VLTLTKN













Ter21

DLDKAN















KDKANR















YFSPNFK















V














63
NM_001164446.1:
NP_
399
YATNPP
823
HLA-
22.3
18.59
6.4
1
No
N/A
No



c.140del
001157918.1:

WIFTQEA

A*02:01











p.Gly47Alafs

PEEGTGG













Ter15

FDGIYYG















DNRFNTV















SESGTA














64
NM_001164446.1:
NP_
407
FTKTPKS
824
HLA-
14.4
9.67
5.36
1
No
N/A
No



c.1344del
001157918.1:

SSPALKP

B*15:01











p.Ser449Alafs

KPNPPSP













Ter68

ENTASSA















PVDWRD















PSQMEK














65
NM_017514.3:
NP_059984.2:
414
MPSVCLL
825
HLA-
4.4
66.31
0.84
1
No
N/A
No



c.49del
p.Ala17Profs

LLLFLAV

A*02:01











Ter12

GGALGN















RPFRAFV















VTDTTLT















HLA














66
NM_001285.3:
NP_001276.2:
415
GVYSRYF
826
HLA-
5.3
1325.16
8.55
1
Tested
No
No



c.2022del
p.Val675Cysfs

TTYDTNG

A*02:01











Ter14

RYSVKVR















ALGGVN















AARRRVI















PQQSGA














67
NM_001346464.1:
NP_
423
DVKEETK
827
HLA-
2.9
33.46
15.45
2
No
N/A
No



c.132del
001333393.1:

EWLKNRI

A*02:01











p.Asp45Metfs

IAKKKDG













Ter12

GAQLLFR















PLLNKYE















QETLE














68
NM_006706.3:
NP_006697.2:
437
LLDETSAI
828
HLA-
29.3
92.56
14.38
2
No
N/A
No



c.2947del
p.Ile983Serfs

TLTSTWK

B*15:01











Ter41

EVKKIIKE















DPRCIKFS















SSDRKKQ















RE














69
NM_014956.4:
NP_055771.4:
461
VHSSSEP
829
HLA-
5.4
7.75
0.99
2
No
N/A
No



c.749del
p.Gly250Valfs

LRNLHLD

B*15:17











Ter9

IGALGGD















FEYEESL















RTSQPEE















KKDVS














70
NM_002439.4:
NP_002430.3:
477
STSYLLCI
830
HLA-
5.6
35.98
1.12
2
No
N/A
No



c.1148del
p.Lys383Argfs

SENKENV

B*15:17











Ter32

RDKKKG















NIFIGIVG















VQPATGE















VVFD














71
NM_014935.4:
NP_055750.2:
527
AQRKSS
831
HLA-
2.3
38.45
21.68
2
No
N/A
No



c.982del
p.Val328Tyrfs

MNQLQQ

A*02:01











Ter172

WVNLRR















GVPPPED















LRSPSRF















YPVSRRV















P














72
NM_019004.1:
NP_061877.1:
543
KLDQGE
832
HLA-
28.9
17
0.32
1
No
N/A
No



c.437del
p.Asn146Thrfs

YERAAID

C*16:01











Ter12

AVDNKK















NTPLHYA















AASGMK















ACVELLV















K














73
NM_001037144.5:
NP_
554
EKEERRV
833
HLA-
11.7
39.22
8.2
1
No
N/A
No



c.1840del
001032221.1:

WTMPPM

B*07:02











p.Val612Tyrfs

AVALKPV













Ter86

LQQSREA















RDELPGA















PPVLCS














74
NM_003925.2:
NP_003916.1:
562
ACGETLS
834
HLA-
92.4
51.75
2.74
1
No
N/A
No



c.939del
p.Glu314Lysfs

VTSEENS

A*02:01











Ter4

LVKKKER















SLSSGSN















FCSEQKT















SGIIN














75
NM_002458.2:
NP_002449.2:
563
NPQRAQL
835
HLA-
5.2
2364.48
5.86
1
No
N/A
No



c.1100del
p.Pro367Glnfs

CEDHCV

B*27:05











Ter105

DGCFCPP















GTVLDDI















THSGCLP















LGQCPC














76
NM_022453.2:
NP_071898.2:
585
SLRQQEE
836
HLA-
20.8
11.95
0.59
2
No
N/A
No



c.749del
p.Gly250Glufs

RKRLYQR

B*15:17











Ter29

QQERGGI















IDLEAER















NRYFISL















QQPPA














77
NM_005445.3:
NP_005436.1:
593
SSKHNVI
837
HLA-
2.4
54.42
8.6
1
No
N/A
No



c.127del
p.Tyr43Metfs

VGRNGS

A*02:01













GKSNFFY













Ter69

AIQFVLS















DEFSHLR















PEQRLA














78
NM_000937.4:
NP_000928.1:
605
MHGGGP
838
HLA-
9.1
104.61
8.49
1
No
N/A
No



c.21del
p.Ser8Argfs

PSGDSAC

A*02:01











Ter19

PLRTIKR















VQFGVLS















P














79
NM_000038.5:
NP_000029.2:
616
NQTTQEA
839
HLA-
3.3
5.48
3.32
1
No
N/A
No



c.3927_
p.Glu1309Aspfs

DSANTLQ

B*35:01










3931del
Ter4

IAEIKEKI















GTRSAED















PVSEVPA















VSQH














80
NM_182706.4:
NP_874365.3:
622
EREAGGP
840
HLA-
10.9
26.19
0.67
1
No
N/A
No



c.2895del
p.Thr966Profs

LPPSPLPH

B*27:05











Ter9

SSPPTAA















VATTSITT















ATPGVPG















LPS














81
NM_002184.3:
NP_0021
633
KAYLKQ
841
HLA-
2.8
14.88
15.53
2
No
N/A
No



c.1587del
75.2:p. Va

APPSKGP

A*02:01













TVRTKKV















GKNEAV













1530Ter

LEWDQLP















VDVQNG















F














82
NM_001184772.2:
NP_
651
PISIIDQG
842
HLA-
29.4
5.74
6.82
1
No
N/A
No



c.2306del
001171701.1:

EPKGTGA

B*27:05











p.Lys769Argfs

TCGKKGS













Ter14

QAGAEG















QPSTVKR















YTPAR














83
NM_013291.2:
NP_037423.2:
659
GSRLGNS
843
HLA-
42.2
76.17
1.23
1
No
N/A
No



c.1211del
p.Pro404Argfs

LLLKYTE

A*03:01











Ter67

KLQEPPA















SAVREAA















DKEEPPS















KKKRV














84
NM_017672.5:
NP_060142.3:
663
EGGNLPD
844
HLA-
6.1
45.7
11.8
1
No
N/A
No



c.1057del
p.Thr353Hisfs

AAEPDIIS

A*03:01











Ter16

TIKKTFN















FGQNEAL















HLFQTLM















ECMK














85
NM_003482.3:
NP_003473.3:
669
PPPEDSP
845
HLA-
24.6
38.47
0.91
1
No
N/A
No



c.1940del
p.Pro647Hisfs

MSPPPEE

B*27:05











Ter283

SPMSPPP















EVSRLSP















LPVVSRL















SPPPE














86
NM_001114106.2:
NP_
670
FNYNRAF
846
HLA-
3.5
39.8
9.32
2
No
N/A
No



c.1722del
001107578.1:

QVWAVP

A*02:01











p.Phe574Leufs

LLLVAFF













Ter4

AYLVAHS















FLSVFET















VLDALF














87
NM_001308120.1:
NP_
678
SDEKRLC
847
HLA-
5.8
15.62
4.55
2
No
N/A
No



c.502del
001295049.1:

LQLLSDV

A*02:01











p.Glu168Argfs

LRGQGEA













Ter11

GQLEEAF















SLALLPQ















LVVSL














88
NM_001306179.1:
NP_
686
RKEEAFR
848
HLA-
21.3
27.56
3.48
2
No
N/A
No



c.864del
001293108.1:

HKLAMD

B*07:02











p.Pro291Glnfs

TYSGPPP













Ter51

GPGPGPA















LPAHSSP















GLPPPA














89
NM_006706.3:
NP_006697.2:
701
REEKEKL
849
HLA-
72.1
83.94
2.07
1
No
N/A
No



c.2871del
p.Arg958Glufs

FNEHIEA

A*03:01











Ter16

LTKKKRE















HFRQLLD















ETSAITLT















STWK














90
NM_001009184.1:
NP_
776
PYPQGGY
850
HLA-
63
64.4
3.23
2
No
N/A
No



c.333del
001009184.1:

PQGPYPQ

A*02:01











p.Asn112Thrfs

SPFPPNPY













Ter56

GQPQVFP















GQDPDSP















QHGN














91
NM_018093.3:
NP_060563.2:
835
RGLAQA
851
HLA-
40
18.78
4.22
2
No
N/A
No



c.330_331del
p.Arg110Serfs

DGTLITC

A*03:01











Ter4

VDSGILR















VWHDKD















KDTSSDP















LLELRVG














79
NM_000038.5:
NP_000029.2:
853
SIKYNEE
852
HLA-
23.4
36.82
0.31
1
No
N/A
No



c.3546del
p.Lys1182Asnfs

KRHVDQ

C*16:01











Ter83

PIDYSLK















YATDIPSS















QKQSFSF















SKSSS














92
NM_182641.3:
NP_872579.2:
882
QVMKYIL
853
HLA-
6.6
39.3
1.3
2
No
N/A
No



c.7776del
p.Lys2592Asnfs

DKIDKEE

B*15:17











Ter36

KQAAKK















RKREESV















EQKRSKQ















NATKLS














93
NM_004761.4:
NP_004752.1:
922
RLESFLL
854
HLA-
5.6
20.53
4.54
1
No
N/A
No



c.608del
p.Gly203Alafs

QTGYAA

A*02:01











Ter49

GKGVGG















GSADLIR















NLRSRVD















PQAPDLP














94
NM_014866.1:
NP_055681.1:
933
DGKFANL
855
HLA-
19.7
23.93
1.68
1
No
N/A
No



c.6197del
p.Pro2066Glnfs

TPSRTVP

B*27:05











Ter76

DSEAPPG















WDRADS















GPTQPPL















SLSPAP














95
NM_001171167.1:
NP_
935
DGTFSVT
856
HLA-
76
58.89
2.29
3
Tested
No
yes



c.2666del
001164638.1:

SAYSSAP

B*07:02











p.Pro889Leufs

DGSPPPA













Ter9

PLPASEM















TMEDMA















PGQLSS














3
NM_018031.3:
NP_060501.3:
953
GGPQDPQ
857
HLA-
2
30.6
29.16
2
Tested
No
No



c.2511del
p.Arg838Glyfs

PGLTAHV

A*02:01











Ter33

VSAGGR















AEMHCFS















IMVTPDP















STPSRL














96
NM_003358.1:
NP_003349.1:
958
KLDYAV
858
HLA-
39.5
32.69
3.2
2
No
N/A
No



c.1094del
p.Leu365Cysfs

AWFIRES

B*15:17











Ter9

MTIYIFLS















ALWDPTI















SWRTGR















YRLRCG














97
NM_022167.2:
NP_071450.2:
969
VNQEVLE
859
HLA-
7.6
10.17
19.8
3
Tested
No
yes



c.1584del
p.Gly529Alafs

ILDFHLY

B*07:02











Ter78

GSYPPGT















PALKAY















WENTYD















AADGPSG














98
NM_020244.2:
NP_064629.2:
977
MAVGASI
860
HLA-
11.2
33.89
15.99
1 1
No
N/A
No



c.485del
p.Phe162Serfs

AARLGTY

A*02:01











Ter23

PDWFFFC















SFIGMFV















FYCAHW















QTYVSG














99
NM_001242783.1:
NP_
993
RYPRKKF
861
HLA-
23.4
25.39
4.31
1
No
N/A
No



c.845del
001229712.1:

WVGKPIA

B*07:02











p.Lys282Argfs

RVVKKK













Ter16

TGEFSDK















LLSLQRG















LREFQG














100
NM_003453.4:
NP_003444.1:
1003
LPPVFGE
862
HLA-
35.4
32.92
13.15
1
No
N/A
No



c.3131del
p.Lys1044Argfs

EYEEQPR

A*02:01











Ter33

PRSKKKG















AKRKAV















SGYQSHD















DSSDNS














101
NM_005751.4:
NP_005742.4:
1004
FRQRKAQ
863
HLA-
139.6
90.94
2.06
2
No
N/A
No



c.116del
p.Lys39Argfs

SDGQSPS

A*02:01











Ter17

KKQKKK















RKTSSSK















HDVSAH















HDLNIDQ














102
NM_007235.4:
NP_009166.2:
1007
QVFALLF
864
HLA-
12.5
24.91
4.44
1
No
N/A
No



c.378del
p.Phe126Leufs

VTEYLTK

A*02:01











Ter6

WPKFFFD















ILSVVDL















NPRGVDL















YLRIL














103
NM_014373.2:
NP_055188.1:
1013
TILYFPFS
865
HLA-
2.6
9.55
3.5
2
No
N/A
No



c.715del
p.Ile239Tyrfs

SHSSYTV

B*15:17











Ter22

RSKKIFLS















KLIVCFLS















TWLPFVL















LQ














104
NM_012414.3:
NP_036546.2:
1038
LNIKKISE
866
HLA-
19.6
23.15
6.01
1
No
N/A
No



c.2227del
p.Trp743Glyfs

EEYVALG

A*02:01











Ter32

SFFFWKC















LHGESST















EDMCHT















LESAG














105
NM_177401.4:
NP_796375.3:
1064
PYHWSPS
867
HLA-
7.8
17.05
0.55
2
No
N/A
No



c.1301del
p.Gly434Alafs

RKAGRSD

B*15:17











Ter91

SSSSGGG















GSPSEAS















GLGLDFE















DSVWK














106
NM_001305.3:
NP_001296.1:
1072
GASLYVG
868
HLA-
20.5
19.67
0.41
3
Tested
No
No



c.537del
p.Leu180Cysfs

WAASGL

B*15:17











Ter115

LLLGGGL















LCCNCPP















RTDKPYS















AKYSAA














107
NM_001145643.1:
NP_
1118
PGPCGPP
869
HLA-
10.4
44.01
11.11
1
No
N/A
yes



c.175del
001139115.1:

PGHGPGP

A*02:01











p.His59Thrfs

CGPPPHH













Ter49

GPGPCGP















PPGHGPG















HPPPG














108
NM_015355.2:
NP_056170.2:
1127
ESHSLSA
870
HLA-
10.9
22.52
3.74
1
No
N/A
No



c.503del
p.Asn168Metfs

HLQLTFT

A*03:01











Ter22

GFFHKND















KPSPNSE















NEQNSVT















LEVLL














109
NM_001136112.1:
NP_
1144
VPNTDQK
871
HLA-
74.7
167.91
1.6
2
No
N/A
No



c.241del
001129584.1:

STSVKKD

A*03:01











p.Thr81Glnfs

NHKKKT













Ter26

VKMLEY















LGKDVL















HGVFNYL















A














110
NM_012197.3:
NP_036329.3:
1151
QLKEMC
872
HLA-
64.2
39.43
2.55
2
No
N/A
No



c.2789del
p.Asn930Thrfs

RRELDKA

A*02:01











Ter15

ESEIKKN















SSIIGDYK















QICSQLSE















RLEK














111
NM_020762.2:
NP_065813.1:
1199
QTEMRV
873
HLA-
5.7
6.72
2.56
2
No
N/A
No



c.168del
p.Ala57Leufs

QLLQDLQ

A*01:01











Ter11

DFFRKKA















EIETEYSR















NLEKLAE















RFMAK














112
NM_024079.4:
NP_076984.2:
1212
DVLFVYA
874
HLA-
4.5
34.91
11.76
1
Tested
No
No



c.396del
p.Val133Trpfs

VRECCKC

A*02:01











Ter24

IDGKKVG















KELTEKP















KFILSVLL















LWNF














113
NM_018335.4:
NP_060805.3:
1219
TVYEFLL
875
HLA-
4.5
34.91
45.92
1
No
N/A
No



c.1541del
p.Phe514Serfs

MKVEKD

B*07:02











Ter36

HLAKPFF















PAIYKEF















EELHKM















VKKMCQ















D














114
NM_001002860.2:
NP_
1247
CESKLYS
876
HLA-
59.3
30.99
2.22
2
No
N/A
No



c.173del
001002860.2:

LDHGHE

A*02:01











p.Lys58Argfs

KPQDKK













Ter44

KRTSGLA















TLKKKFI















KRRKSNR



















Supplementary Table 5. List of the Top 100 most recurrent predicted MHC-I neoAgs, with higher immunogenicity, obtained from the


computational methods in the discovery set.


























Mutant
SEQ




Micro-
Reference

Altered
Number
Pep-


Epitope
ID
Gene
Chromo-


satellite
MS lengths
Variant
MS Length
deleted
tide


Sequence
NO
Name
some
Start
Stop
motif
(repeats)
Type
(repeats)
nucleotides
Length





ATQLARFFPI
 24
RNF43
chr17
 56435160
 56435161
G
 7
FS
 6
−1
 9





SQVWTAATL
115
DOCK3
chr3
 51417603
 51417604
C
 7
FS
 6
−1
10


R
















GMVPLIIPV
116
ELMSAN1
chr14
 74205772
 74205773
C
 7
FS
 6
−1
 9





FLATSGIDPV
 44
WDTC1
chr1
 27621107
 27621108
G
 8
FS
 7
−1
10





TPQDSRQVL
117
BMPR2
chr2
203420129
203420130
A
 7
FS
 6
−1
 9





RAWRRFPLL
118
MICAL3
chr22
 18300931
 18300932
C
 7
FS
 6
−1
 9





VGMRETTGL
119
ASTE1
chr3
130733046
130733047
A
11
FS
10
−1
 9





TSSPRTMSW
120
MFRP
chr11
119213687
119213688
C
 7
FS
 6
−1
 9





SWMGGLHSF
121
OR4M1
chr14
 20248930
 20248930
G
 6
FS
 7
 1
10


Y
















RVPAHASTSL
 27
TCF20
chr22
 42564715
 42564716
C
 7
FS
 6
−1
10





IAQPSTSSL
 28
TCF7L2
chr10
114925316
114925317
A
 9
FS
 8
−1
 9





SQKNITPAI
122
TGFBR2
chr3
 30691871
 30691872
A
10
FS
 9
−1
 9





KADQSESSL
123
CHD3
chr17
  7798764
  7798765
C
 7
FS
 6
−1
 9





LTHPAHQPL
124
ARID1A
chr1
 27105930
 27105931
G
 7
FS
 6
−1
 9





RTLLVTCILY
125
LARP4B
chr10
   890938
   890939
A
 7
FS
 6
−1
10





RSAFPSRSL
126
MARCKS
chr6
114181209
114181210
A
11
FS
10
−1
 9





VVHKKRGLF
127
ACVR2A
chr2
148683685
148683686
A
 8
FS
 7
−1
 9





LSWRGASFI
128
OR4M2
chr15
 22369023
 22369024
G
 7
FS
 6
−1
 9





QSYNTVTRQ
129
KLHL42
chr12
 27950768
 27950769
G
 7
FS
 6
−1
10


W
















WTGSCRQGW
130
B4GALNT4
chr11
   380920
   380921
G
 7
FS
 6
−1
 9





RLYVPLYSSK
 37
UBR5
chr8
103289348
103289349
A
 8
FS
 7
−1
10





RSVLEEMGL
 58
AP1S1
chr7
100802404
100802405
G
 8
FS
 7
−1
 9





KRAFIHTPR
131
STAMBPL1
chr10
 90682145
 90682146
A
 8
FS
 7
−1
 9





LKLCSKVSF
132
CASP5
chr11
104879686
104879687
A
10
FS
 9
−1
 9





KVDTHHLQV
133
PRDM2
chr1
 14108748
 14108749
A
 9
FS
 8
−1
 9





SPSRSTTAPV
134
CELSR1
chr22
 46931226
 46931227
G
 6
FS
 5
−1
10





FLQEVFQA
  5
MARCKS
chr6
114181209
114181211
A
11
FS
 9
−1
 8





CRREYRVTM
135
COBLL1
chr2
165551295
165551296
T
 9
FS
 8
−1
 9





WSWCGTSQT
136
BCORL1
chrX
129190010
129190011
C
 7
FS
 6
−1
10


Y
















KPLWRKSPL
137
TMEM94
chr17
  7349062
 73491063
C
 7
FS
 6
−1
 9





RLSCAPPPI
138
SLC23A2
chr20
  4850568
  4850569
C
 9
FS
 8
−1
 9





LSSWFSPTV
139
TMEM132D
chr12
130184704
130184705
C
 7
FS
 6
−1
 9





MSSIWGTMF
140
SLC22A9
chr11
 63149670
 63149671
A
11
FS
10
−1
 9





RTRSAWGDW
141
MYCN
chr2
 16082313
 16082314
C
 7
FS
 6
−1
 9





RTIMGWTLD
142
BAX
chr19
 49458970
 49458971
G
 8
FS
 7
−1
10


F
















ASRPGSFTF
143
TRIO
chr5
 14487780
 14487781
C
 7
FS
 6
−1
 9





KSLEGNLETF
144
NES
chr1
156642803
156642804
C
 7
FS
 6
−1
10





LALPCRSVW
145
LIPE
chr19
 42905972
 42905973
G
 6
FS
 5
−1
 9





VLEFSSDRKK
146
ATP8A2
chr13
 26151212
 26151212
A
 5
FS
10
 4
10





KAFLPERKCF
147
CCDC15
chr1
124845048
124845049
A
 8
FS
 7
−1
10





TNTMGGVQG
148
DAPK1
chr9
 90321801
 90321801
G
 7
FS
 8
 1
10


K
















GSHNIKKAW
149
TMEM60
chr7
 77423459
 77423460
A
 9
FS
 8
−1
10


Y
















LSAPEKITLF
 20
SPINK5
chr5
147499874
147499875
A
10
FS
 9
−1
10





MLLRLNLRK
 29
SEC31A
chr4
 83785564
 83785565
A
 9
FS
 8
−1
 9





LSSPFREQM
 38
RNF213
chr17
 78272285
 78272288
CT
 4
inframe_
 3
−2
 9










del








KTYMEMHY
 57
SPECC1
chr17
 20108262
 20108263
A
 8
FS
 7
−1
 8





KANRYFSPNF
 62
PTEN
chr10
 89720811
 89720812
A
 6
FS
 5
−1
10





SPPLHLCQPL
 95
CAMTA2
chr17
  4875737
  4875738
C
 8
FS
 7
−1
10





RPACTCISM
 97
XYLT2
chr17
 48433966
 48433967
C
 7
FS
 6
−1
 9





ASLAHSDNF
106
CLDN4
chr7
 73246062
 73246063
G
 6
FS
 5
−1
 9





AMAENILAA
150
NOL4L
chr20
 31041555
 31041556
C
 8
FS
 7
−1
 9





YLGTPTWNC
151
FAM83D
chr20
 37580942
 37580943
CA
 3
FS
 2
−1
 9





RRPLRSWTPR
152
CNKSR1
chr1
 26510310
 26510311
C
 7
FS
 6
−1
10





RAWRAGMPL
153
COL9A2
chr1
 40769746
 40769747
C
 4
FS
 3
−1
 9





HSWRFCTHIR
154
SIN3A
chr15
 75703909
 75703910
NA
NA
FS
NA
−1
10





MPCFTTALLL
155
PGD
chr1
 10479542
 10479544
CT
 4
FS
 3
−1
10





QTIEERLTW
156
CRIM1
chr2
 36764627
 36764628
C
 6
FS
 5
−1
 9





VMANVLTLN
157
AASDH
chr4
 57220268
 57220269
T
 10
FS
 9
−1
10


L
















VLEDTLLKI
158
CCDC186
chr10
115885657
115885658
A
 6
FS
 5
−1
 9





KLYEAVPQL
159
CDC7
chr1
 91967356
 91967357
A
 9
FS
 8
−1
 9





AGIGWGASY
160
HOXA11
chr7
 27222461
 27222462
A
 9
FS
 8
−1
 9





RMASTSCAA
161
ZFP36L2
chr2
 43452622
 43452623
G
 6
FS
 5
−1
 9





TPRKLVGRA
162
USP35
chr11
 77920855
 77920856
C
 8
FS
 7
−1
10


V
















WLPKMPPFV
163
R3HDM2
chr12
 57648749
 57648750
G
13
FS
12
−1
 9





SQNWGSLPL
164
MRI1
chr19
 13882967
 13882968
C
 6
FS
 5
−1
 9





GLLHAVQEK
165
MYO10
chr5
 16694605
 16694605
G
 8
FS
 9
 1
10


L
















ATLVTPPTRY
166
CAD
chr2
 27456981
 27456981
C
 6
FS
 7
 1
10





IAFSQLIGM
167
TSPAN7
chrX
 38535026
 38535027
C
 7
FS
 6
−1
 9





LSNVAPPAF
168
MAPRE3
chr2
 27248516
 27248517
C
 8
FS
 7
−1
 9





KVPFFSALK
169
C22orf24
chr22
 32334104
 32334105
T
 9
FS
 8
−1
 9





RFCPASCSGC
170
PLOD3
chr7
100855926
100855927
C
 7
FS
 6
−1
11


Y
















RTHPYSPKK
171
USF2
chr19
 35761985
 35761985
A
 5
inframe_
 8
 2
 9










ins








VSNIAQAPLY
172
CLCA2
chr1
 86921034
 86921036
CT
 3
FS
 2
−1
10





YVAIRPLPY
173
OR1K1
chr9
125562787
125562788
C
10
FS
 9
−1
 9





MYFFWPCSL
174
OR52N5
chr11
  5799651
  5799653
T
10
FS
 8
−1
 9





ILFFFSSK
175
OR7E24
chr19
  9361740
  9361741
T
11
FS
10
−1
 8





HTCKVCVSF
176
KLHL29
chr2
 23914717
 23914720
NA
NA
inframe_
NA
−2
 9










del








LAYWEKREA
177
ZBED6CL
chr7
150028142
150028145
AG
 3
inframe_
 2
−2
10


W







del








HNVQGFHPY
178
DAZAP1
chr19
  1434829
  1434830
G
 6
FS
 5
−1
 9





SMAASPSPK
179
CACNA1G
chr17
 48703919
 48703920
C
 7
FS
 6
−1
 9





RAFSTFPSF
180
EPHA10
chr1
 38185237
 38185238
C
 6
FS
 5
−1
 9





KSVRGLELL
181
ATP2B1
chr12
 90005129
 90005129
A
 5
FS
10
 4
 9





QSSLSEKKF
182
KIF21A
chr12
 39713783
 39713784
T
 9
FS
 8
−1
 9





RSLMSVASA
183
MAPK8IP1
chr11
 45907401
 45907402
G
 7
FS
 6
−1
10


Y
















GTNFWGVPR
184
DGKD
chr2
234365951
234365952
G
 7
FS
 6
−1
10


K
















LSYNLGAGE
185
KCNH3
chr12
 49948319
 49948320
G
 5
FS
 4
−1
11


AL
















ITSPALLL
186
ADAMTS17
chr15
100516255
100516256
C
 6
FS
 5
−1
 8





SSNSCASAF
187
ARL10
chr5
175796243
175796243
T
16
FS
15
 1
 9





GSYPSGSPCV
188
ASCL4
chr12
108169096
108169097
C
 5
FS
 4
−1
11


W
















HSASNGTPL
189
ZBTB20
chr3
114058002
114058003
G
 7
FS
 6
−1
 9





KLVGRAVRR
190
USP35
chr11
 77920779
 77920779
C
 5
FS
 7
 1
10


K
















ILKEAPRRK
191
ZNF541
chr19
 48049093
 48049094
C
 7
FS
 6
−1
 9





STSFLDTRF
192
TBC1D10C
chr11
 67176564
 67176565
C
 7
FS
 6
−1
 9





KHTEKKSLSF
193
C4orf26
chr4
 76489679
 76489680
A
 8
FS
 7
−1
10





FTHFHGEIW
194
CYP26A1
chr10
 94835039
 94835044
AG
 4
FS
 3
−4
 9





AVLGTMVMK
195
ADAMTSL4
chr1
150530505
150530506
G
 8
FS
 7
−1
 9





QAGTPVMMF
196
NEUROD4
chr12
 55421127
 55421128
C
 6
FS
 5
−1
 9





MTLFSLVPL
197
ACOX3
chr4
 8418187
 8418188
C
 4
FS
 3
−1
 9





SSLGTSDPRW
198
ACOX2
chr3
 58517427
 58517428
C
 4
FS
 3
−1
10





HSLVQMEPL
199
ELAVL3
chr19
 11577604
 11577605
G
 9
FS
 8
−1
 9




































Pre-















dicted





Immuno-



Binding
Tumor
Binding


Eli-
in th


SEQ


geni

SEQ

Affi-
Abun-
Sta-
Sample
Eli-
spot
vali-


ID


city
Wildtype
ID
HLA
nity
dance
bility
Re-
spot
reac-
dation


NO
HGVSc
HGVSp
Score
sequence
NO
Allele
(nM)
(TPM)
(hours)
currence
tested
tive
set





 24
NM_017763.4:
NP_060233.3:
   26
FNLQKSSLSARHPQR
784
HLA-
16.7
79.41
1.66
8
Tested
Yes
yes



c.1976del
p.Gly659Valfs

KRRGGPSEPTPGSRPQ

A*02:











Ter41

DATVHPACQ

01












115
NM_004947.4:
NP_004938.1:
34851
KGHYSLHFDAFHHPL
877
HLA-
886.7
8.49
0.35
8
Tested
No
yes



c.5555del
p.Pro1852Glnfs

GDTPPALPARTLRKSP

A*03:











Ter45

LHPIPASPT

01












116
NM_
NP_001036783.1:
14559
PLGQSHLAHHSMAPY
878
HLA-
5
9.23
7.17
7
Tested
No
No



001043318.1:
p.Asn314Thrfs

PFPPNPDMNPELRKA

A*02:










c.939del
Ter4

LLQDSAPQPA

01












 44
NM_
NP_001263181.1:
  178
ATYVTFSPNGTELLV
804
HLA-
4.4
10.01
4.97
6
Tested
Yes
No



001276252.1:
p.Glu290Asnfs

NMGGEQVYLFDLTY

A*02:










c.868del
Ter8

KQRPYTFLLPR

01












117
NM_001204.6:
NP_001195.2:
 3845
KNISSEHSMSSTPLTIG
879
HLA-
14.5
6.59
6.63
6
Tested
No
No



c.1748del
p.Asn583Thrfs

EKNRNSINYERQQAQ

B*07:











Ter44

ARIPSPET

02












118
NM_015241.2:
NP_056056.2:
 7352
EPNASVVPPPLPATW
880
HLA-
22.8
28.06
0.28
6
Tested
No
No



c.4495del
p.Arg1499Glyfs

MRPPREPAQPPREEV

C*16:











Ter106

RKSFVESVEE

01












119
NM_
NP_001275879.1:
24474
SYAPAEIFLPKGRSNS
881
HLA-
372.5
4.09
0.16
6
Tested
No
No



001288950.1:
p.Arg657Glyfs

KKKRQKKQNTSCSK

C*16:










c.1969del
Ter33

NRGRTTAHTK

01












120
NM_031433.3:
NP_113621.1:
37818
SSSGAFSLLGRFCGAE
882
HLA-
7.2
1.00E−04
0.84
6
Tested
No
No



c.1150del
p.His384Thrfs

PPPHLVSSHHELAVLF

B*15:











Ter94

RTDHGISS

17












121
NM_
NP_001005500.1:
48030
TIMNRRLCCILVALS
883
HLA-
32.3
1.86
0.95
6
Tested
No
No



001005500.1:
p.Phe153Leufs

WMGGFIHSIIQVALIV

A*30:










c.455dup
Ter21

RLPFCGPNE

02












 27
NM_005650.2:
NP_005641.1:
   42
NFSVRCPKHKPPLPCP
787
HLA-
4.8
39.27
0.98
5
Tested
Yes
No



c.5826del
p.Leu1943Cysfs

LPPLQNKTAKGSLSTE

B*07:











Ter118

QSERG

02












 28
NM_
NP_001139746.1:
   53
ALFGLDRQTLWCKPC
788
HLA-
5.1
44.54
0.35
5
Tested
No
No



001146274.1:
p.Lys468Serfs

RRKKKCVRYIQGEGS

C*03:










c.1403del
Ter23

CLSPPSSDGS

03












122
NM_
NP_001020018.1:
 1605
HDFILEDAASPKCIMK
884
HLA-
44.8
7.63
0.73
5
Tested
No
No



001024847.2:
p.Lys153Serfs

EKKKPGETFFMCSCS

B*15:










c.458del
Ter35

SDECNDNII

03












123
NM_
NP_001005271.2:
 2604
PVAVPAPQQADGNPD
885
HLA-
110.3
98.14
0.17
5
Tested
No
No



001005271.2:
p.Arg599Valfs

VPPPRPLQGRSEREFF

C*05:










c.1795del
Ter16

VKWVGLSYW

01












124
NM_006015.4:
NP_006006.3:
 5556
LGRVQEFDSGLLHWR
886
HLA-
18.2
67.42
0.69
5
Tested
No
No



c.5548del
p.Asp1850Thrfs

IGGGDTTEHIQTHFES

B*15:











Ter33

KTELLPSRP

17












125
NM_0151552:
NP_055970.1:
 5649
GGNESQPDSQEDPRE
887
HLA-
29
20.21
3.21
5
Tested
No
No



c.487del
p.Thr163Hisfs

VLKKTLEFCLSRENL

A*30:











Ter47

ASDMYLISQM

02












126
NM_002356.5:
NP_002347.5:
 6932
PKAEDGATPSPSNETP
888
HLA-
9.4
2.09
0.54
5
Tested
No
yes



c.464del
p.Lys155Argfs

KKKKKRFSFKKSFKL

B*15:











Ter12

SGFSFKKNK

17












127
NM_
NP_
10038
EIGQHPSLEDMQEVV
889
HLA-
370.4
10.38
0.35
5
Tested
No
No



001278579.1:
001265508.1:

VHKKKRPVLRDYWQ

B*15:










c.1310del
p.Lys437Argfs

KHAGMAMLCET

17











Ter5
















128
NM_
NP_
37508
ATIMNQRLCCILVALS
890
HLA-
14.2
1.00E−04
0.8
5
No
N/A
No



001004719.2:
001004719.2:

WRGGFIHSIIQVALIV

B*15:










c.455del
p.Gly152Alafs

RLPFCGPN

17











Ter23
















129
NM_020782.1:
NP_065833.1:
43379
HIRKQQMVSVEETIYI
891
HLA-
17.2
1.00E−04
0.77
5
No
N/A
No



c.1194del
p.Cys399Valfs

VGGCLHELGPNRRSS

B*15:











Ter44

QSEDMLTVQ

17












130
NM_178537.4:
NP_848632.2:
43649
SDFDRVGGMNTEEFR
892
HLA-
65.2
1.00E−04
0.22
5
No
N/A
No



c.2972del
p.Gly991Valfs

DQWGGEDWELLDRV

B*15:











Ter71

LQAGLEVERLR

17












37
NM_015902 
NP_056986.2:
  119
MSYAANLKNVMNM
797
HLA-
6.4
61.73
10.18
4
Tested
Yes
No



c.6360del
p.Glu2121Lysfs

QNRQKKEGEEQPVLP

A*03:











Ter28

EETESSKPGPSA

01












 58
NM_001283.3:
NP_001274.1:
  360
IIFNFEKAYFILDEFL
818
HLA-
21.6
36.11
0.41
4
Tested
No
No



c.364del
p.Asp122Metfs

MGGDVQDTSKKSVLK

B*15:











Ter11

AIEQADLLQ

17












131
NM_020799.3:
NP_065850.1:
 1679
TGIFRLTNAGMLEVS
893
HLA-
51.9
12.7
3.17
4
Tested
No
No



c.1214del
p.Lys405Argfs

ACKKKGFHPHTKEPR

B*27:











Ter21

LFSICKHVLV

05












132
NM_
NP_
 1814
VPRVEGVFIFLIEDSG
894
HLA-
6.8
10.67
0.61
4
Tested
No
No



001136112.1:
001129584.1:

KKKRRKNFEAMFKGI

B*15:










c.67de1
p.Arg23Glyfs

LqSGLDNFV

03











Ter21
















133
NM_012231.4:
NP_036363.2:
 2434
NKHAAFSCPKKPLSP
895
HLA-
57.6
41.67
0.22
4
Tested
No
No



c.4467del
p.Val1490Phefs

PKKKVSHSSKKGGHS

C*05:











Ter74

SPASSDKNSN

01












134
NM_014246.1:
NP_055061.1:
 3456
GENARLHYRLVDTAS
896
HLA-
9.6
8.83
3.8
4
Tested
No
No



c.1841del
p.Gly614Alafs

TFLGGGSAGPKNPAP

B*07:











Ter54

TPDFPFQIHN

02












  5
NM_002356.5:
NP_002347.5:
 5157
PKAEDGATPSPSNETP
888
HLA-
51.5
6
5.59
4
Tested
No
No



c.463_464del
p.Lys155Glufs

KKKKKRFSFKKSFKL

A*02:











Ter28

SGFSFKKNK

01












135
NM_
NP_
 6489
ESKFKSRASNAQAKP
897
HLA-
136.9
10.58
0.17
4
Tested
No
No



001278458.1:
001265387.1:

SSFFLQMQKRVSGHY

C*06:










c.2921del
p.Leu974Cysfs

VTSAAAKSVH

02











Ter12
















136
NM_
NP_
 8277
SSQLLTPAERPGGLD
898
HLA-
15.2
4.54
1.19
4
Tested
Yes
yes



001184772.2:
001171701.1:

DRSPPGSSETVELVRY

B*15:










c.5264del
p.Pro1755Glnfs

EPDLLRLLG

17











Ter20
















137
NM_
NP_
10241
NCHISLTPNGDMPGS
899
HLA-
3.5
57.53
14.24
4
Tested
No
No



001321148.1:
001308077.1:

EIPPSSPSHAGSLHDD

B*07:










c.2712de
p.Ser905Profs

LNQVSRDDA

02











Ter13
















138
NM_005116.5:
NP_005107.4:
15302
ESIGDYYACARLSCA
900
HLA-
44.4
3.56
5.9
4
Tested
Yes
No



c.1233del
p.Ile412Serfs

PPPPIHAINRGIFVEGL

A*02:











Ter4

SCVLDGIF

01












139
NM_133448.2:
NP_597705.2:
29938
DLGLCVAELELLSSW
901
HLA-
25.6
1.00E−04
0.57
4
Tested
No
No



c.618del
p.Thr207Argfs

FSPPTVVAGRRKSVD

B*15:











Ter75

QPEGTPVELY

17












140
NM_0808662:
NP_543142.2:
32386
TLEILKSTMKKELEA
902
HLA-
2.7
1.00E−04
0.79
4
Tested
No
yes



c.1005del
p.Lys335Asnfs

AQKKKPSLCEMLHM

B*15:











Ter67

PNICKRISLLS

17












141
NM_
NP_
36344
PCFYPDEDDFYFGGP
903
HLA-
11.6
1.00E−04
0.34
4
Tested
No
No



001293228.1:
001280157.1:

DSTPPGEDIWKKFELL

B*15:










c.134del
p.Pro45Argfs

PTPPLSPSR

17











Ter86
















142
NM_
NP_
37186
TGALLLQGFIQDRAG
904
HLA-
4.6
1.00E−04
1.86
4
No
N/A
No



001291428.1:
001278357.1:

RMGGEAPELALDPVP

B*15:










c.121del
p.Glu41Argfs

QDASTKKLSE

17











Ter19
















143
NM_007118.2:
NP_009049.2:
40065
STSRSRPSRIPQPVRH
905
HLA-
4.5
1.00E−04
0.84
4
No
N/A
No



c.7050del
p.Val2351Cysfs

HPPVLVSSAASSQAE

B*15:











Ter62

ADKMSGTST

17












144
NM_006617.1:
NP_006608.1:
40265
NQEFLQARTPTLASTP
906
HLA-
8.4
1.00E−04
1.84
4
No
N/A
No



c.1176del
p.Thr393Hisfs

IPPTPQAPSPAVDAEIR

B*15:











Ter9

AQDAPLS

17












145
NM_005357.2:
NP_005348.2:
42706
GAGPSGETGAAGVD
907
HLA-
11.6
1.00E−04
0.73
4
No
N/A
No



c.3222del
p.Arg1075Aspfs

GGCGGRH

B*15:











Ter101



17












146
NM_0165294:
NP_057613.4:
42835
GQEQTFGILNVLEFSS
908
HLA-
266.5
1.00E−04
0.29
4
No
N/A
No



c.1719_
p.Arg575Lysfs

DRKRMSVIVRTPSGR

A*03:










1723dup
Ter6

LRLYCKGAD

26












147
NM_025004.2:
NP_079280.2:
43220
ETMKQARHRLASFKT
909
HLA-
66.4
1.00E−04
0.42
4
No
N/A
No



c.581del
p.Lys194Argfs

VIKKKGSVFPDDGRK

B*15:











Ter29

SFLTREEVLS

17












148
NM_004938.3:
NP_004929.2:
47201
DFFRAQTLKETSLTNT
910
HLA-
344.3
1.00E−04
0.16
4
No
N/A
No



c.3822dup
p.Tyr1275Valfs

MGGYKESFSSIMCFG

A*03:











Ter64

CHDVYSQAS

26












149
NM_032936.3:
NP_116325.1:
52134
GRCKSGFDPRHGSHN
911
HLA-
199.5
1.22
0.42
4
No
N/A
No



c.231del
p.Ala78Profs

IKKKAWYLIAMLLKL

A*30:











Ter11

AFCLALCAKL

02












 20
NM_
NP_
    8
GNKCTMCKEKLERE
779
HLA-
12.2
461.65
1.06
3
Tested
Yes
yes



001127698.1:
001121170.1:

AAEKKKKEDEDRSNT

B*15:










c.2468del
p.Lys823Argfs

GERSNTGERSN

17











Ter119
















 29
NM_
NP_
   62
DQLQQAVQSQGFINY
789
HLA-
14.9
24.08
1.66
3
Tested
Yes
yes



001318120.1:
001305049.1:

CQKKIDASQTEFEKN

A*03:










c.1384del
p.Ile462Leufs

VWSFLKVNFE

01











Ter16
















 38
NM_
NP_001243000.2:
  143
HKDAWRQPEDTWAA
798
HLA-
26.5
105.69
0.35
3
Tested
No
No



001256071.2:
p.Phe727del

LEGLSFSPFREQMLDT

B*15:










c.2180_


SSLLQFMREK

17










2182del

















 57
NM_
NP_001230368.1:
  345
SFGSPTGNQMSSDIDE
817
HLA-
19.8
25.32
2.51
3
Tested
No
No



001243439.1:
p.Asn303Thrfs

YKKNIHGNALRTSGS

B*15:










c.908del
Ter63

SSSDVTKAS

17












 62
NM_
NP_
  391
CSIERADNDKEYLVL
822
HLA-
17.1
66.83
0.62
3
Tested
Yes
No



001304717.2:
001291646.2:

TLTKNDLDKANKDK

B*15:










c.1487del
p.Asn496Metfs

ANRYFSPNFKV

17











Ter21
















 95
NM_
NP_001164638.1:
  935
DGTFSVTSAYSSAPD
856
HLA-
76
58.89
2.29
3
Tested
No
yes



001171167.1:
p.Pro889Leufs

GSPPPAPLPASEMTM

B*07:










c.2666del
Ter9

EDMAPGQLSS

02












 97
NM_0221672:
NP_071450.2:
  969
VNQEVLEILDFHLYG
859
HLA-
7.6
10.17
19.8
3
Tested
No
yes



c.1584del
p.Gly529Alafs

SYPPGTPALKAYWEN

B*07:











Ter78

TYDAADGPSG

02












106
NM_001305.3:
NP_001296.1:
 1072
GASLYVGWAASGLL
868
HLA-
20.5
19.67
0.41
3
Tested
No
No



c.537del
p.Leu180Cysfs

LLGGGLLCCNCPPRT

B*15:











Ter115

DKPYSAKYSAA

17












150
NM_
NP_001243727.1:
 4368
DGLRSRVKYGVKTTP
912
HLA-
11.2
4.6
3.86
3
Tested
No
No



001256798.1:
p.Tyr377Thrfs

ESPPYSSGSYDSIKTE

A*02:










c.1128del
Ter20

VSGCPEDLT

01












151
NM_030919.2:
NP_112181.2:
 4370
SIRTTDFHNPGYPKYL
913
HLA-
141.4
20.3
1.32
3
Tested
Yes
No



c.1633del
p.His545Thrfs

GTPHLELYLSDSLRNL

A*02:











Ter6

NKERQFHF

01












152
NM_
NP_001284576.1:
 4500
REPAGLSLVLKKIPIPE
914
HLA-
30.4
42.13
1.14
3
Tested
No
No



001297647.1:
p.Pro291Hisfs

TPPQTPPQVLDSPHQR

B*27:










c.872del
Ter74

SPSLSLA

05












153
NM_001852.3:
NP_001843.1:
 4763
PQGLPGVKGDKGSPG
915
HLA-
8
52.16
0.64
3
Tested
No
yes



c.1312del
p.Arg438Alafs

KTGPRGKVGDPGVA

B*15:











Ter93

GLPGEKGEKGE

17












154
NM_015477.2:
NP_056292.1:
 5021
TAPSLQNNQPVEFNH
916
HLA-
10.9
9.22
2.09
3
Tested
No
No



c.931del
p.Val311Leufs

AINYVNKIKNRFQGQ

A*31:











Ter43

PDIYKAFLEI

01












155
NM_002631.3:
NP_002622.2:
 5554
AVSTGVQAGIPMPCF
917
HLA-
241.4
88.16
0.5
3
Tested
No
No



c.1282_
p.Ser428Leufs

TTALSFYDGYRHEML

B*51:










1283del
Ter3

PASLIQAQRD

01












156
NM_016441.2:
NP_057525.1:
 5940
CTHCYCLQGQTLCST
918
HLA-
6
20.02
1.2
3
Tested
Yes
No



c.2567del
p.Pro856Leufs

VSCPPLPCVEPINVEG

B*15:











Ter67

SCCPMCPEM

17












157
NM_
NP_
 6022
GTMRATGDFVTVKD
919
HLA-
59.4
12.85
3.25
3
Tested
Yes
No



001323890.1:
001310819.1:

GEIFFLGRKDSQIKRH

A*02:










c.1319del
p.Leu440Trpfs

GKRLNIELVQ

01











Ter43
















158
NM_
NP_001308758.1:
 6671
LSLEINRKLQAVLEDT
920
HLA-
347.5
32.63
1.35
3
Tested
Yes
No



001321829.1:
p.Asn867Ilefs

LLKNITLKENLQTLGT

A*02:










c.2600del
Ter4

EIERLIKH

01












159
NM_
NP_
 7375
PMAFSPQRDRFQAEG
921
HLA-
4.1
5.64
14.19
3
Tested
No
No



001134419.1:
001127891.1:

SLKKNEQNFKLAGVK

A*02:










c.92de1
p.Asn31Thrfs

KDIEKLYEAV

01











Ter51
















160
NM_005523.5:
NP_005514.1:
 7459
LTDRQVKIWFQNRR
922
HLA-
60.7
11.57
0.68
3
Tested
Yes
No



c.895del
p.Ile299Leufs

MKEKKINRDRLQYYS

A*30:











Ter30

ANPLL

02












161
NM_006887.4:
NP_008818.3:
 7672
GSAAAGGPTSYGTLK
923
HLA-
408.7
118.56
1.56
3
Tested
No
No



c.320del
p.Gly107Alafs

EPSGGGGTALLNKEN

A*02:











Ter80

KFRDRSFSEN

01












162
NM_020798.2:
NP_065849.1:
 9425
GRVGPRRQRKHCITE
924
HLA-
14.7
4.34
4.09
3
Tested
No
No



c.1962del
p.Thr655Profs

DTPPTSLYIEGLDSKE

B*07:











Ter23

AGGQSSQEE

02












163
NM_001330
NP_00131705
10387
GAKIQWLKDAQGLP
925
HLA-
13.3
37.29
1.71
3
Tested
Yes
No



121.1:c.283
0.1:p.Asp947

GGGGGDNSGTAENG

A*02:










9del
ThrfsTer41

RHSDLAALYTIV

01









164
NM_
NP_001026897.1:
13130
VRIAAPGIGVWNPAF
926
HLA-
58.3
4.31
4.76
3
Tested
No
No



001031727.2:
p.His330Thrfs

DVTPHDLITGGIITEL

B*15:










c.988del
Ter24

GVFAPEELR

01












165
NM_012334.2:
NP_036466.2:
18568
FRSKQEALKQGWLH
927
HLA-
232
37.55
2.5
3
Tested
No
No



c.3674dup
p.Ser1226Leufs

KKGGGSSTLSRRNWK

A*02:











Ter25

KRWFVLRQSKL

01












166
NM_004341.4:
NP_004332.2:
21546
EHVENAGVHSGDATL
928
HLA-
164.4
1.00E−04
0.91
3
Tested
No
No



c.3512dup
p.Gln1172Thrfs

VTPPQDITAKTLERIK

A*30:











Ter37

AIVHAVGQE

02












167
NM_004615.3:
NP_004606.2:
23216
QNYTNWSTSPYFLEH
929
HLA-
19.1
27.73
0.24
3
Tested
No
No



c.516del
p.Ser173Alafs

GIPPSCCMNETDCNP

C*03:











Ter4

QDLHNLTVAA

04












168
NM_012326.2:
NP_036458.2:
23926
PTGPKNMQTSGRLSN
930
HLA-
6.7
1.00E−04
0.81
3
Tested
Yes
No



c.543del
p.Cys182Alafs

VAPPCILRKNPPSARN

B*15:











Ter31

GGHETDAQI

17












169
NM_
NP_
26241
DFLSVKWEAAMMNG
931
HLA-
25.6
1.00E−04
1.31
3
Tested
No
yes



001302819.1:
001289748.1:

KVPFFFSSESLGYFAT

A*03:










c.149del
p.Phe50Serfs

GRPADNVMTT

26











Ter6
















170
NM_001084.4:
NP_001075.1:
27472
GCGFCNQDRRTLPGG
932
HLA-
186.1
40.29
3.03
3
Tested
No
No



c.889del
p.Arg297Glyfs

QPPPRVFLAVFVEQPT

A*30:











Ter61

PFLPRFLQR

02












171
NM_003367.3:
NP_003358.1:
28137
VLQTGTORTIAPRTHP
933
HLA-
26.2
1.00E−04
11.31
3
Tested
No
No



c.671_673dup
p.Lys224dup

YSPKIDGTRTPRDERR

A*03:













RAQHNEVE

26












172
NM_006536.5:
NP_006527.1:
29458
AMDRNSLQSAVSNIA
934
HLA-
14.5
1.00E−04
1.78
3
Tested
No
No



c.2658_
p.Phe887Tyrfs

QAPLFIPPNSDPVPAR

B*15:










2659del
Ter6

DYLILKGVL

17












173
NM_080859.1:
NP_543135.1:
30248
DSCLLAAMAYDCYV
935
HLA-
36.3
1.00E−04
1.06
3
Tested
No
No



c.391del
p.Leu131Serfs

AIRHPLPYATRMSRA

B*15:











Ter56

MCAALVGMAWL

17












174
NM_
NP_
32050
GLVYLIYYEESLHHP
936
HLA-
69.8
1.00E−04
0.16
3
Tested
No
No



001001922.2:
001001922.2:

MYFFFGHALSLIDLLT

C*07:










c.212213del
p.Phe71Trpfs

CTTTLPNAL

01











Ter8
















175
NM_
NP_001073404.1:
32261
MSYFPILFFFFLKRCP
937
HLA-
90.9
1.00E−04
2.32
3
Tested
No
No



001079935.1:
p.Phe11Serfs

SYTEPQNLTGVSEFL

A*03:










c.32de1
Ter89



26












176
NM_052920.1:
NP_443152.1:
34025
DSANAKTLLEAASKF
938
HLA-
51.8
1.00E−04
1.13
3
Tested
No
No



c.1256_1
p.Phe419del

QFHTFCKVCVSFLEK

B*15:










258del


QLTASNCLGV

17












177
NM_138434.2:
NP_612443.1:
34279
LWENETVGAQDDPL
939
HLA-
80.4
1.00E−04
0.39
3
Tested
No
No



c.655_657del
p.Lys219del

AYWEKKREAWPPSIC

B*15:













LTPHRSLL

17












178
NM_018959.2:
NP_061832.2:
34622
SDPSQQPPSYGGPSVP
940
HLA-
204.4
35.22
0.32
3
Tested
No
No



c.1148del
p.Gly383Alafs

GSGGPPAGGSGFGRG

A*30:











Ter46

QNHNVQGFH

02












179
NM_018896.4:
NP_061496.2:
34903
PGSRPKKKLSPPSITID
941
HLA-
16.4
1.00E−04
3.28
3
Tested
No
No



c.6948del
p.Glu2317Argfs

PPESQGPRTPPSPGICL

A*03:











Ter47

RRRAPS

26












180
NM_
NP_001092909.1:
35607
MSGQDVIKAVEDGFR
942
HLA-
2.8
1.00E−04
1.29
3
No
N/A
No



001099439.1:
p.Arg869Glyfs

LPPPRNCPNLLHRLM

B*15:










c.2604del
Ter10

LDCWQKDPGE

17












181
NM_001682.2:
NP_001673.2:
36934
AVVGIEDPVRPEVPD
943
HLA-
23.8
1.00E−04
0.73
3
No
N/A
No



c.2083_
p.Cys697Lysfs

AIKKCQRAGITVRMV

B*15:










2087dup
Ter40

TGDNINTARA

17












182
NM_
NP_001166935.1:
37118
GLPSKIGSISRQSSLSE
944
HLA-
150.5
1.00E−04
0.23
3
No
N/A
No



001173464.1:
p.Ile1235Phefs

KKIPEPSPVTRRKAYE

B*15:










c.3703del
Ter7

KAEKSKA

17












183
NM_005456.3:
NP_005447.1:
37475
MAERESGGLGGGAA
945
HLA-
5.1
1.00E−04
2.26
3
No
N/A
No



c.37del
p.Ala13Profs

SPPAASPFLGLHIASPP

B*15:











Ter84

NF

17












184
NM_152879.2:
NP_690618.2:
37681
QGIAVLNIPSYAGGTN
946
HLA-
32.5
1.00E−04
2.28
3
No
N/A
yes



c.2564del
p.Gly855Valfs

FWGGTKEDDTFAAPS

A*03:











Ter48

FDDKILEVV

26












185
NM_012284.1:
NP_036416.1:
38064
APRFSRGLRGELSYN
947
HLA-
128.8
1.00E−04
0.74
3
No
N/A
No



c.2123del
p.Gly708Glufs

LGAGGGSAEVDTSSL

B*15:











Ter11

SGDNTLMSTL

17












186
NM_139057.3:
NP_620688.2:
38186
QCYQEVCNDRINANT
948
HLA-
134.2
1.00E−04
1.27
3
No
N/A
No



c.3121del
p.Arg1041Alafs

ITSPRLAALTYKCTRD

B*15:











Ter5

QWTVYCRVI

17












187
NM_
NP_001304877.1:
38429
IIIKCLLYARHGVLFLF
949
HLA-
24.6
1.00E−04
0.46
3
No
N/A
No



001317948.1:
p.Ter277Leufs

FF

B*15:










c.829dup
Ter129



17












188
NM_2034362:
NP_982260.2:
39051
RTAPLGVPGTLPGLPR
950
HLA-
18.3
1.00E−04
1.15
3
No
N/A
No



c.109del
p.Leu37Serfs

RDPLRVALRLDAAC

B*15:











Ter53

WEWARSGCAR

17












189
NM_
NP_001157814.1:
39640
HKTLLERHVALHSAS
951
HLA-
100.1
1.00E−04
0.47
3
No
N/A
yes



001164342.2:
p.Pro692Leufs

NGTPPAGTPPGARAG

B*15:










c.2075del
Ter43

PPGVVACTEG

17












190
NM_020798.2:
NP_065849.1:
39946
RLGSVMRPTEDITAR
952
HLA-
45.7
1.00E−04
5.77
3
No
N/A
No



c.1882_
p.Pro629Hisfs

ELPPPTSAQGPGRVGP

A*03:










1883dup
Ter50

RRQRKHCIT

26












191
NM_
NP_001264004.1:
40014
SLRRHYEVHHGLCIL
953
HLA-
204.2
1.00E−04
1.11
3
No
N/A
No



001277075.1:
p.Pro231Argfs

KEAPPEEEACGDSPH

A*03:










c.692del
Ter49

AHESAGQPPP

26












192
NM_198517.3:
NP_940919.1:
40080
RGACPGLLETLGALR
954
HLA-
9.4
1.00E−04
0.36
3
No
N/A
No



c.960del
p.Ala321Argfs

AIPPAQLQEEAFMSQ

B*15:











Ter100

VHSVVLSERD

17












193
NM_
NP_001193910.1:
41224
AHLRKAEREEKPKHT
955
HLA-
180.7
1.00E−04
0.33
3
No
N/A
No



001206981.1:
p.Ser159Alafs

EAKKSLSFRKKQQKD

B*15:










c.475del
Ter26

FCFIFRN

17












194
NM_000783.3:
NP_000774.2:
41961
AGQGCKDALQLLIEH
956
HLA-
6.2
1.00E−04
0.93
3
No
N/A
No



c.843_847del
p.Gly282Alafs

SWERGERLDMQALK

B*15











Ter50

QSSTELLFGGH

17:












195
NM_
NP_001275537.1:
42883
SCGPGTQHRQLQCRQ
957
HLA-
46.2
1.00E−04
3.79
3
No
N/A
No



001288608.1:
p.Gly780

EFGGGGSSVPPERCG

A*03:










c.2339del
ValfsTer62

HLPRPNITQS

26












196
NM_021191.2:
NP_067014.2:
43792
SSSLSSGHVHSTPFQA
958
HLA-
121
1.00E−04
0.45
3
No
N/A
No



c.910del
p.Arg304Valfs

GTPRYDVPIDMSYDS

B*15:











Ter6

YPHHGIGTQ

17












197
NM_003501.2:
NP_003492.2:
43832
ASTVEGGDTALLPEFP
959
HLA-
11.5
1.00E−04
1.04
3
No
N/A
No



c.61del
p.Leu21Serfs

RGPLDAYRARASFSW

B*15:











Ter57

KELALFTEG

17












198
NM_003500.3:
NP_003491.1:
45421
ARRGMHAFIVPIRSLQ
960
HLA-
32.3
1.00E−04
0.4
3
No
N/A
No



c.695del
p.Pro232Hisfs

DHTPLPGIIIGDIGPKM

B*15:











Ter26

DFDQTDN

17












199
NM_001420.3:
NP_001411.2:
45496
MVTQILGAMESQVG
961
HLA-
85.1
1.00E−04
0.54
3
No
N/A
yes



c.47del
p.Gly16Alafs

GGPAGPALPNGPLLG

B*15:











Ter35

TNGATDD

17
















SUPPLEMENTARY TABLE 6





List of the top 100 most immunogenic predicted MHC-II neoAgs obtained from the computational methods in the discovery set.
































Micro-
Reference

Altered
Number



Mutant
SEQ




satel-
MS

MS
deleted
Pep-


Epitope
ID
Gene
Chromo-


lite
Lengths
Variant
Length
nucleo-
tide


Sequence
NO
Name
some
Start
Stop
motif
(repeats)
Tpe
(repeats)
tides
Length





RWMVLRNSWRAVARM
218
P4HB
chr17
79803763
79803764
T
8
FS
7
−1
15





IDNIKRNHNLALGRQ
219
RAD50
chr5
131931451
131931452
A
9
FS
8
−1
15





PKMQVTITLTSPIIR
220
ZFR
chr5
32404160
32404161
A
9
FS
8
−1
15





FQVHFLKSGGLPLVL
221
USP9Y
chrY
14847610
14847611
T
7
FS
6
−1
15





KTGLQLLRNHIEELK
222
GOLIM4
chr3
167728580
167728581
A
7
FS
6
−1
15





QKKLMLLRLNLRKMC
223
SEC31A
chr4
83785564
83785565
T
9
FS
8
−1
15





LINIHHRKNPLLPMR
224
KMT2C
chr7
151874147
151874148
A
9
FS
8
−1
15





WILHLLGLRPPSLLS
225
NTAN1
chr16
15131989
15131990
A
7
FS
6
−1
15





LKETKFITYRSKKLI
226
TCERG1
chr5
145886730
145886731
A
8
FS
7
−1
15





EDIEFHFSLGWTMLV
227
MFN2
chr1
12052735
12052736
T
7
FS
6
−1
15





GKNGFLQSRSSSLFS
228
GPBP1L1
chr1
46120889
46120890
T
7
FS
6
−1
15





PALLLAEATHKASAL
229
TCF7L2
chr10
114925316
114925317
A
9
FS
8
−1
15





SLDNVLRTMLRRFAR
230
SLC4A11
chr20
3215424
3215425
A
7
FS
8
−1
15





YLRFIKSLAERTMSV
231
TET2
chr4
106158293
106158298
TAGAC
2
FS
1
−4
15





KKDFGKMTANSVSVA
232
FAM111B
chr11
58892376
58892377
A
10
FS
9
−1
15





RHVIKVLLGRKVNWH
233
UBR5
chr8
103289348
103289349
A
8
FS
7
−1
15





QLARFFPITPPVWHI
234
RNF43
chr17
56435160
56435161
G
7
FS
6
−1
15





NAILLFLRTRGVCSV
235
BTN3A3
chr6
26451946
26451947
T
6
FS
5
−1
15





FEEIIKNDGALLKKK
236
VPS13A
chr9
79931168
79931169
A
6
FS
5
−1
15





LRLLSLYRPPLAPLL
237
CIC
chr19
42799097
42799098
C
5
FS
4
−1
15





TKFITYRSKKLIQES
238
TCERG1
chr5
145887464
145887465
A
8
FS
7
−1
15





LEVMLLNMGYRITGL
239
WDTC1
chr1
27621107
27621108
G
8
FS
7
−1
15





SINVLCVRASLIEKL
240
SPINK5
chr5
147499874
147499875
A
10
FS
9
−1
15





DDVLRNLKNFLLMKR
241
ERBIN
chr5
65342358
65342359
T
5
FS
4
−1
15





LGKLEMVKAVQLRVA
242
MCPH1
chr8
6302638
6302639
A
7
FS
6
−1
15





TARISVNSNNVQSLL
243
KLHL7
chr7
23163475
23163476
T
7
FS
6
−1
15





SPMALLLAARQRAQK
244
C6orf132
chr6
42074305
42074306
C
7
FS
6
−1
15





GKVIMPLGSKLTGVI
245
BODIL1
chr4
13610188
13610189
A
8
FS
7
−1
15





KKVRVIYTQLSKTVV
246
IKBKB
chr8
42176139
42176140
NA
NA
FS
NA
−1
15





AFFMNLTREPSRVLK
247
VPS13A
chr9
79984307
79984308
T
7
FS
6
−1
15





PSKRSLLSVGNLIGL
248
BTBD7
chr14
93761192
93761193
T
8
FS
7
−1
15





PLPTALRQLRGRPAD
249
AXIN2
chr17
63533938
63533940
AG
5
FS
4
−1
15





TVEMRRWWTLVMEWK
250
TCF20
chr22
42564715
42564716
G
7
FS
6
−1
15





NKKMLTALPPAMTAM
251
WDR59
chr16
74976690
74976691
A
8
FS
7
−1
15





KKKRQINRRKLQRKK
252
UPF3A
chr13
115057210
115057211
A
9
FS
8
−1
15





LKMVWRINPAHRKLQ
253
DYNC1H1
chr14
102445787
102445788
T
7
FS
6
−1
15





PHRLRSLPRPLHLRL
254
KMT2D
chr12
49445525
49445526
C
7
FS
6
−1
15





NQNLYLVGASKIRMI
255
ANO10
chr3
43647212
43647213
A
9
FS
8
−1
15





FHPYRRYPPPAAAAL
256
DAZAP1
chr19
1434835
1434836
C
6
FS
5
−1
15





ESNLLQSPSSILSTL
257
PTTG1
chr5
159854836
159854837
C
6
FS
5
−1
15





LWGVRMTSLSASTSL
258
FLCN
chr17
17119708
17119709
C
8
FS
7
−1
15





LSSLVKKILAMTLTL
259
DNAH7
chr2
196788373
196788374
A
9
FS
8
−1
15





KKTVLSLVTISRFVL
260
RABGAP1
chr9
125861041
125861042
A
8
FS
7
−1
15





NSVIVGNTHGQLAEI
261
WDR74
chr11
62603470
62603472
AG
2
FS
1
−1
15





QLPVYKLLPSQNRLQ
262
APC
chr5
112174833
112174834
A
4
FS
3
−1
15





IRKGFQLRKTARGRG
263
INF2
chr14
105174184
105174185
C
7
FS
6
−1
15





GVFISKVLPRGLAAR
264
SCRIB
chr8
144886851
144886852
C
6
FS
5
−1
15





QRRLIKSMESVMVKY
265
POLR2A
chr17
7388097
7388098
C
7
FS
6
−1
15





KKNILNSLPSSMEIA
266
TBC1D23
chr3
100039735
100039736
A
9
FS
8
−1
15





NRVFKLAPNLTELRA
267
PLXNA3
chrX
153688564
153688565
G
8
FS
7
−1
15





KLICQMTRTNRLFGM
268
SEC16A
chr9
139345822
139345823
C
7
FS
6
−1
15





NSKLRYKKRGVIAWR
269
MYO1A
chr12
57422572
57422573
A
8
FS
7
−1
15





SFASMGMLEARIRIL
270
CTSC
chr11
88068107
88068108
T
6
FS
5
−1
15





DARLRASTALLLPIL
271
FAM179B
chr14
45432121
45432122
G
5
FS
4
−1
15





ARLCLIVSRTLLLVQ
272
MSH3
chr5
79970914
79970915
A
8
FS
7
−1
15





ALSVLTASLSYMVGM
273
GRINA
chr8
145065717
145065718
C
7
FS
6
−1
15





AWFIRESMTIYIFCL
274
UGCG
chr9
114695179
114695180
T
7
FS
6
−1
15





ERLLFFAVPPQILAS
275
CNTROB
chr17
7849144
7849145
NA
NA
FS
NA
−1
15





MFFMVFLIIWQNTME
276
CASP5
chr11
104878040
104878041
A
10
FS
9
−1
15





VFFAYLVAHSFLSVF
277
SLC44A3
chr1
95357931
95357932
T
7
FS
6
−1
15





GTGASMASIMETIGL
278
C6orf132
chr6
42110042
42110043
G
5
FS
4
−1
15





LLPYPFHVLALEVTF
279
WNK4
chr17
40939869
40939870
G
7
FS
6
−1
15





PLRICVTLWSRLVLA
280
RAB3GAP2
chr1
220355681
220355682
T
7
FS
6
−1
15





ERVQTVAASTMRVAV
281
RERE
chr1
8421827
8421828
A
5
FS
4
−1
15





YQYTVFLRSDSYMGL
282
SEC63
chr6
108214754
108214755
A
10
FS
9
−1
15





QRYRSVLRGWWILLT
283
RNF186
chr1
20141313
20141314
G
5
FS
4
−1
15





LYGWYQLCVSSMKLL
284
USP24
chr1
55619561
55619562
A
7
FS
6
−1
15





TGATCGKRAARLVLR
285
BCORL1
chrX
129149049
129149050
A
5
FS
4
−1
15





LSDIYLNNVIMRFMQ
286
SRGAP1
chr12
64377820
64377821
A
7
FS
6
−1
15





RLFLLQDSGRILQLL
287
WDR6
chr3
49051381
49051382
G
7
FS
6
−1
15





APQVTRLRSLNHLLI
288
SPAG9
chr17
49077040
49077041
A
9
FS
8
−1
15





GIFL VIETHGMAVSW
289
MUC5B
chr11
1250517
1250518
C
6
FS
5
−1
15





ANRYFSPNFKVKLYF
290
PTEN
chr10
89720811
89720812
A
6
FS
5
−1
15





WRLFLIIQTTGYQSI
291
SMC3
chr10
112333493
112333494
T
7
FS
6
−1
15





GSQSIMMSWMPPLAP
292
PLEKHA6
chr1
204228410
204228411
G
6
FS
5
−1
15





GNLLSFSRRGMKSSV
293
FAHD2A
chr2
96078465
96078466
C
7
FS
6
−1
15





HLTLARMKHFIYFKH
294
TRPM7
chr15
50925139
50925140
A
7
FS
6
−1
15





YTIFYRTIIGNETAV
295
IL6ST
chr5
55247868
55247869
A
7
FS
6
−1
15





WKVKLPSSMSVALPL
296
MFSD5
chr12
53646697
53646698
A
3
FS
2
−1
15





FQELILNQASMAPPR
297
ATAD2B
chr2
24086325
24086326
T
7
FS
6
−1
15





KERLFRNFGGLLGPL
298
XYLT2
chr17
48433966
48433967
C
7
FS
6
−1
15





YSKVRALGGVNAARR
299
CLCA1
chr1
86961263
86961264
A
4
FS
3
−1
15





MMIVLTIQNAAFLSN
300
ZMYM2
chr13
20638676
20638677
A
8
FS
7
−1
15





LIWIVFISSGHVASA
301
CREBBP
chr16
3789590
3789591
C
6
FS
5
−1
15





EPFIQKDVELRIMPP
302
APC
chr5
112175211
112175216
AAAGA
2
FS
1
−4
15





GRLQIMSLENLSIEK
303
ASNSD1
chr2
190535352
190535353
A
5
FS
4
−1
15





WPITELKIQMRGILG
304
GOLGA3
chr12
133384945
133384946
A
7
FS
6
−1
15





RELLKTLNMIQVLMS
305
SMARCAD1
chr4
95173909
95173910
A
8
FS
7
−1
15





SAFSSLLPLRNLSQL
306
RNF25
chr2
219529513
219529514
G
7
FS
6
−1
15





ILGSFFMATSSHRFL
307
SLC17A5
chr6
74351589
74351590
A
7
FS
6
−1
15





RSRLMRQSRRSTQGV
308
PPP1R12C
chr19
55607461
55607462
G
6
FS
5
−1
15





PSWPMAVPLAASRAS
309
GIPC1
chr19
14593639
14593640
A
14
FS
13
−1
15





KLQAVLEDTLLKILL
310
CCDC186
chr10
115885657
115885658
A
6
FS
5
−1
15





KSLVRLSSCVPVALM
311
TGFBR2
chr3
30691871
30691872
A
10
FS
9
−1
15





ACRLRWARPEPAAQA
312
PRDM2
chr1
14108748
14108749
A
9
FS
8
−1
15





IKICILWNQIMHASW
313
CACNA2D1
chr7
82072734
82072735
T
4
FS
3
−1
15





HVPLSISGSPALELL
314
CNOT9
chr2
219449363
219449364
T
7
FS
6
−1
15





HKKLILEKSPINVKK
315
ZNF124
chr1
247319908
247319909
A
7
FS
6
−1
15





EKDLMQLAQATAVAA
316
BPTF
chr17
65944265
65944266
A
7
FS
6
−1
15





FTIYSISSLKTLFRK
317
ALG8
chr11
77832192
77832193
A
7
FS
6
−1
15


































Pre-














dicted









Bind-




in





Immuno-
Wild-


ing
Tumor


Eli-
the


SEQ


genic-
type
SEQ

Affin-
Abun-
Sample
Eli-
spot
valida-


ID


ity
se-
ID
HLA
ity
dance
Recur-
spot
reac-
tion


NO
HGVSc
HGVSp
Score
quence
NO
Allele
(nM)
(TPM)
rence
tested
tive
set





218
NM_000918.3:
NP_000909.2:
1
PVKVLV
783
HLA-DRB1*
14.23
368.51
2
Tested
No
No



c.1160del
p.Asn387Thr

GKNFED

13:










fsTer118

VAFDEK

01












KNVFVE














FYAPWC














GHCKQL














APIW













219
NM_005732.3:
NP_005723.2:
10
SKLRLA
780
HLA-DRB1*
14.55
39.05
2
Tested
No
No



c.2165del
p.Lys722Arg

PDKLKS

13:










fsTer14

TESELK

02












KKEKRR














DEMLGL














VPMRQS














IIDL













220
NM_016107.3:
NP_057191.2:
14
CAGPQT
785
HLA-DRB1*
24.78
51.75
2
Tested
No
No



c.1074del
p.Glu359Lys

YKEHLE

07:










fsTer4

GQKHKK

01












KEAALK














ASQNTS














SSNSST














RGTQ













221
NM_004654.3:
NP_004645.2:
15
DLINKF
782
HLA-DRB1*
9.4
30.44
1
Tested
Yes
No



c.729del
p.Phe243Leu

GTLNGF

07:










fsTer6

QILHDR

01












FENGSA














LNIQII














AALIKP














FGQC













222
NM_014498.4:
NP_055313.1:
30
QYQEEA
778
HLA-DRB1*
57.67
216.91
2
Tested
No
No



c.1891del
p.Arg631Gly

EEEVQE

13:










fsTer87

DLTEEK

02












KRELEH














NAEETY














GENDEN














TDDK













223
NM_001318120.1:
NP_001305049.1:
61
DQLQQA
789
HLA-DRB1*
14.7
24.08
3
Tested
No
yes



c.1384del
p.Ile462Leu

VQSQGF

13:










fsTer16

INYCQK

01












KIDASQ














TEFEKN














VWSFLK














VNFE













224
NM_170606.2:
NP_733751.2:
167
DLPIDD
786
HLA-DRB1*
99.76
52.26
2
Tested
No
No



c.8390del
p.Lys2797Arg

KLDNQC

13:










fsTer26

VSVEPK

02












KKEQEN














KTLVLS














DKHSPQ














KKST













225
NM_173474.3:
NP_775745.1:
173
LAEPPH
790
HLA-DRB1*
46.89
27.57
1
No
N/A
No



c.831del
p.Lys277Asn

FVEHIR

15:










fsTer83

STLMFL

01












KKHPSP














AHTLFS














GNKALL














YKKN













226
NM_006706.3:
NP_006697.2:
189
REEKEK
849
HLA-DRB1*
43.32
83.94
1
No
N/A
No



c.2871del
p.Arg958Glu

LFNEHI

07:










fsTer16

EALTKK

01












KREHFR














QLLDET














SAITLT














STWK













227
NM_001127660.1:
NP_001121132.1:
190
SKVRGI
794
HLA-DRB1*
14.83
35.57
2
Tested
No
No



c.306del
p.Phe102Leu

SEVLAR

07:










fsTer11

RHMKVA

01












FFGRTS














NGKSTV














INAMLW














DKVL













228
NM_021639.4:
NP_067652.1:
247
RGEGRF
781
HLA-DRB1*
86.74
64.4
1
No
N/A
No



c.162del
p.Phe54Leu

GVSRRR

04:










fsTer53

HNSSDG

05












FFNNGP














LRTAGD














SWHQPS














LFRH













229
NM_001146274.1:
NP_001139746.1:
263
ALFGLD
788
HLA-DRB1*
59.39
44.54
5
Tested
No
No



c.1403del
p.Lys468Ser

RQTLWC

13:










fsTer23

KPCRRK

01












KKCVRY














IQGEGS














CLSPPS














SDGS













230
NM_001174090.1:
NP_001167561.1:
288
DEAFDT
801
HLA-DRB1*
12.84
25.71
2
Tested
No
No



c.333del
p.Phe111Leu

ANSSIV

13:










fsTer32

SGESIR

01












FFVNVN














LEMQAT














NTENEA














TSGG













231
NM_001127208.2:
NP_001120680.1:
301
LKSQKQ
800
HLA-DRB1*
20.47
51.55
2
Tested
No
No



c.3198_3202del
p.Arg1067Asn

VKVEMS

07:










fsTer7

GPVTVL

01












TRQTTA














AELDSH














TPALEQ














QTTS













232
NM_1989473:
NP_945185.1:
350
SMVDEV
815
HLA-DRB1*
16.04
10.65
1
No
N/A
No



c.816del
p.Ala273His

SGKVLE

10:










fsTer26

MDISKK

01












KALQQK














DIHKKI














KQNESA














TDEI













233
NM_015902.5:
NP_056986.2:
375
MSYAAN
797
HLA-DRB1*
36.66
61.73
4
Tested
No
No



c.6360del
p.Glu2121Lys

LKNVMN

15:










fsTer28

MQNRQK

01












KEGEEQ














PVLPEE














TESSKP














GPSA













234
NM_017763.4:
NP_060233.3:
381
FNLQKS
784
HLA-DRB1*
109.73
79.41
8
Tested
No
yes



c.1976del
p.Gly659Val

SLSARH

04:










fsTer41

PQRKRR

05












GGPSEP














TPGSRP














QDATVH














PACQ













235
NM_006994.4:
NP_008925.1:
388
LFKPAD
814
HLA-DRB1*
32.99
101.56
1
No
N/A
No



c.1063del
p.Val355Phe

VILDPD

15:










fsTer71

TANAIL

01












LVSEDQ














RSVQRA














EEPRDL














PDNP













236
NM_033305.2:
NP_150648.2:
442
EINVII
803
HLA-DRB1*
24.8
189.72
2
Tested
No
No



c.4715del
p.Asn1572Met

KNPEIV

03:










fsTer6

FVADMT

01












KNDAPA














LVITTQC














EICYKG














NLE













237
NM_001304815.1:
NP_001291744.1:
456
KIREVR
802
HLA-DRB1*
24.2
24.77
1
No
N/A
No



c.7313del
p.Pro2438Leu

QKIMQA

15:










fsTer91

ATPTEQ

01












PPGAEA














PLPVPP














PTGTAA














APAP













238
NM_006706.3:
NP_006697.2:
461
LLDETS
828
HLA-DRB1*
36.16
92.56
2
Tested
No
No



c.2947del
p.Ile983Ser

AITLTS

13:










fsTer41

TWKEVK

01












KIIKED














PRCIKF














SSSDRK














KQRE













239
NM_001276252.1:
NP_001263181.1:
476
ATYVTF
804
HLA-DRB1*
30.05
10.01
6
Tested
No
No



c.868del
p.Glu290Asn

SPNGTE

15:










fsTer8

LLVNMG

01












GEQVYL














FDLTYK














QRPYTF














LLPR













240
NM_001127698.1:
NP_001121170.1:
499
GNKCTM
779
HLA-DRB1*
123.19
461.65
3
Tested
No
yes



c.2468del
p.Lys823Arg

CKEKLE

13:










fsTer119

REAAEK

02












KKKEDE














DRSNTG














ERSNTG














ERSN













241
NM_001253699.1:
NP_001240628.1:
505
TANMKA
812
HLA-DRB1*
27.41
71.74
1
No
N/A
No



c.1785del
p.Phe595Leu

SENLKH

15:










fsTer13

IVNHDD

01












VFEESE














ELSSDE














EMKMAE














MRPP













242
NM_001322042.1:
NP_001308971.1:
515
KKERTS
981
HLA-DRB1*
18.8
24.36
1
No
N/A
No



c.1402del
p.Thr468Pro

IFEMSD

07:










fsTer32

FSCVGK

01












KTRTVD














ITNFTA














KTISSP














RKTG













243
NM_001031710.2:
NP_001026880.2:
561
VQERKI
816
HLA-DRB1*
17.34
13.38
2
Tested
No
No



c.207del
p.Phe69Leu

PAHRVV

13:










fsTer3

LAAASH

02












FFNLMF














TTNMLE














SKSFEV














ELKD













244
NM_001164446.1:
NP_001157918.1:
585
FTKTPK
824
HLA-DRB1*
19.6
9.67
1
No
N/A
No



c.1344del
p.Ser449Ala

SSSPAL

13:










fsTer68

KPKPNP

01












PSPENT














ASSAPV














DWRDPS














QMEK













245
NM_148894.2:
NP_683692.2:
660
PKAARI
808
HLA-DRB1*
37.15
45.9
1
No
N/A
No



c.1707del
p.Val570Ter

KEVLKE

15:












RKVLEK

01












KVALSK














KRKKDS














RNVEEN














SKKK













246
NM_001556.2:
NP_001547.1:
692
RNLAFF
807
HLA-DRB1*
49.54
62.92
1
No
N/A
No



c.1312del
p.Gln438Arg

QLRKVW

15:










fsTer3

GQVWHS

01












IQTLKE














DCNRLQ














QGQRAA














MMNL













247
NM_033305.2:
NP_150648.2:
731
LGNPFG
982
HLA-DRB1*
128.34
186.75
1
No
N/A
No



c.8653del
p.Tyr2885Met

LIREFS

07:










fsTer20

EGVEAF

01












FYEPYQ














GAIQGP














EEFVEG














MALG













248
NM_001002860.2:
NP_001002860.2:
734
CESKLY
876
HLA-DRB1*
48.05
30.99
2
Tested
No
No



c.173del
p.Lys58Arg

SLDHGH

07:










fsTer44

EKPQDK

01












KKRTSG














LATLKK














KFIKRR














KSNR













249
NM_004655.3:
NP_004646.3:
780
ESRHSL
983
HLA-DRB1*
105.99
67.54
1
No
N/A
No



c.1214_1215del
p.Glu405Gly

EERLOQ

13:










fsTer56

IREDEE

01












REGSEL














TLNSRE














GAPTQH














PLSL













250
NM_005650.2:
NP_005641.1:
785
NFSVRC
787
HLA-DRB1*
101.72
39.27
5
Tested
No
No



c.5826del
p.Leu1943Cys

PKHKPP

15:










fsTer118

LPCPLP

01












PLQNKT














AKGSLS














TEQSER














G













251
NM_030581.3:
NP_085058.3:
792
PTVALS
792
HLA-DRB1*
79.51
39.18
2
Tested
No
No



c.479del
p.Asn160Met

AVAGAS

07:










fsTer28

QVKWNK

01












KNANCL














ATSHDG














DVRIWD














KRKP













252
NM_023011.3:
NP_075387.1:
793
RLREEE
984
HLA-DRB1*
58.22
23.32
1
No
N/A
No



c.798del
p.Glu267Arg

KRRRRE

13:










fsTer13

EERCKK

01












KETDKQ














KKIAEK














EVRIKL














LKKP













253
NM_001376.4:
NP_001367.2:
803
EDSPYE
819
HLA-DRB1*
11.9
143.82
1
No
N/A
No



c.483del
p.Phe161Leu

TLHSFI

13:










fsTer52

SNAVAP

01












FFKSYI














RESGKA














DRDGDK














MAPS













254
NM_003482.3:
NP_003473.3:
848
PPPEDS
845
HLA-DRB1*
25.89
38.47
1
No
N/A
No



c.1940del
p.Pro647His

PMSPPP

13:










fsTer283

EESPMS

01












PPPEVS














RLSPLP














VVSRLS














PPPE













255
NM_001346464.1:
NP_001333393.1:
892
DVKEET
827
HLA-DRB1*
15.83
33.46
2
Tested
No
No



c.132del
p.Asp45Met

KEWLKN

07:










fsTer12

RIIAKK

01












KDGGAQ














LLFRPL














LNKYEQ














ETLE













256
NM_018959.2:
NP_061832.2:
936
SQQPPS
985
HLA-DRB1*
39.39
47.53
2
Tested
No
No



c.1155del
p.Ala386Pro

YGGPSV

10:










fsTer43

PGSGGP

01












PAGGSG














FGRGQN














HNVQGF














HPYR













257
NM_001282382.1:
NP_001269311.1:
938
PLMILD
805
HLA-DRB1*
69.46
124.61
1
No
N/A
No



c.491del
p.Pro164Leu

EERELE

13:










fsTer4

KLFQLG

02












PPSPVK














MPSPPW














ESNLLQ














SPSS













258
NM_144997.5:
NP_659434.2:
947
EEAYRC
796
HLA-DQA1*
118.96
60.55
1
No
N/A
No



c.1285del
p.His429Thr

NFLGLS

01:










fsTer39

PHVQIP

02/DQB1*












PHVLSS

06:












EFAVIV

02












EVHAAA














RSTL













259
NM_018897.2:
NP_061720.2:
1113
ALVVLD
986
HLA-DRB1*
48.41
8.86
1
No
N/A
No



c.3770del
p.Asn1257Ile

VHARDV

07:










fsTer11

LSSLVK

01












KNISDD














SDFEWL














SQLRYY














WQEN













260
NM_012197.3:
NP_036329.3:
1123
QLKEMC
872
HLA-DRB1*
69.8
39.43
2
Tested
No
No



c.2789del
p.Asn930Thr

RRELDK

07:










fsTer15

AESEIK

01












KNSSII














GDYKQI














CSQLSE














RLEK













261
NM_018093.3:
NP_060563.2:
1133
RGLAQA
851
HLA-DRB1*
59.28
18.78
2
Tested
No
No



c.330_331del
p.Arg110Ser

DGTLIT

13:










fsTer4

CVDSGI

02












LRVWHD














KDKDTS














SDPLLE














LRVG













262
NM_000038.5:
NP_000029.2:
1138
SIKYNE
852
HLA-DRB1*
15.64
36.82
1
No
N/A
No



c.3546del
p.Lys1182Asn

EKRHVD

10:










fsTer83

QPIDYS

01












LKYATD














IPSSQK














QSFSFS














KSSS













263
NM_022489.3:
NP_071934.3:
1182
GWGPPP
820
HLA-DRB1*
36.29
109.29
1
No
N/A
No



c.1587del
p.Val530Trp

PPPPLL

13:










fsTer28

PCTCSP

01












PVAGGM














EEVIVA














QVDHGL














GSAW













264
NM_182706.4:
NP_874365.3:
1208
EREAGG
840
HLA-DRB1*
20.24
26.19
1
No
N/A
No



c.2895del
p.Thr966Pro

PLPPSP

13:










fsTer9

LPHSSP

01












PTAAVA














TTSITT














ATPGVP














GLPS













265
NM_000937.4:
NP_000928.1:
1235
MHGGGP
838
HLA-DRB1*
15.47
104.61
1
No
N/A
No



c.21del
p.Ser8Arg

PSGDSA

15:










fsTer19

CPLRTI

01












KRVQFG














VLSP













266
NM_001199198.2:
NP_001186127.1:
1305
AYIQSR
987
HLA-DRB1*
38.21
13.27
2
No
N/A
No



c.1947del
p.Lys649Asn

QALNSV

13:










fsTer18

VKITSK

02












KKHPEL














ITFKYG














NSSASG














IEIL













267
NM_017514.3:
NP_059984.2:
1335
MPSVCL
825
HLA-DRB1*
25.95
66.31
1
No
N/A
No



c.49del
p.Ala17Pro

LLLLFL

04:










fsTer12

AVGGAL

05












GNRPFR














AFVVTD














TTLTHL














A













268
NM_014866.1:
NP_055681.1:
1348
DGKFAN
855
HLA-DRB1*
24.21
23.93
1
No
N/A
No



c.6197del
p.Pro2066Gln

LTPSRT

13:










fsTer76

VPDSEA

01












PPGWDR














ADSGPT














QPPLSL














SPAP













269
NM_005379.3:
NP_005370.1:
1360
VKVVQG
988
HLA-DRB1*
39.78
72.67
3
No
N/A
No



c.3098del
p.Lys1033Arg

PAGGDN

13:










fsTer8

SKLRYK

01












KKGSHC














LEVTVQ













270
NM_001814.4:
NP_001805.3:
1387
IIYNQG
799
HLA-DRB1*
77.79
77.33
1
No
N/A
No



c.315del
p.Phe105Leu

FEIVLN

01:










fsTer10

DYKWFA

02












FFKYKE














EGSKVT














TYCNET














MTGW













271
NM_001308120.1:
NP_001295049.1:
1393
SDEKRL
847
HLA-DRB1*
13.78
15.62
2
No
N/A
No



c.502del
p.Glu168Arg

CLQLLS

07:










fsTer11

DVLRGQ

01












GEAGQL














EEAFSL














ALLPQL














VVSL













272
NM_002439.4:
NP_002430.3:
1471
STSYLL
830
HLA-DRB1*
36.81
35.98
2
No
N/A
yes



c.1148del
p.Lys383Arg

CISENK

13:










fsTer32

ENVRDK

02












KKGNIF














IGIVGV














QPATGE














VVFD













273
NM_001009184.1:
NP_001009184.1:
1521
PYPQGG
850
HLA-DRB1*
21.81
17.41
2
No
N/A
No



c.333del
p.Asn112Thr

YPQGPY

07:










fsTer56

PQSPFP

01












PNPYGQ














PQVFPG














QDPDSP














QHGN













274
NM_003358.1:
NP_003349.1:
1539
KLDYAV
858
HLA-DRB1*
26.51
32.69
2
No
N/A
No



c.1094del
p.Leu365Cys

AWFIRE

13:










fsTer9

SMTIYI

02












FLSALW














DPTISW














RTGRYR














LRCG













275
NM_001037144.5:
NP_001032221.1:
1572
EKEERR
833
HLA-DRB1*
36.72
39.22
1
No
N/A
No



c.1840del
p.Val612Tyr

VWTMPP

15:










fsTer86

MAVALK

01












PVLQQS














REARDE














LPGAPP














VLCS













276
NM_001136112.1:
NP_001129584.1:
1706
VPNTDQ
871
HLA-DQA1*
104.11
167.91
2
No
N/A
No



c.241del
p.Thr81Gln

KSTSVK

01:










fsTer26

KDNHKK

02/DQB1*












KTVKML

05:












EYLGKD

01












VLHGVF














NYLA













277
NM_001114106.2:
NP_001107578.1:
1842
FNYNRA
846
HLA-DRB1*
27.22
39.8
2
No
N/A
No



c.1722del
p.Phe574Leu

FQVWAV

07:










fsTer4

PLLLVA

01












FFAYLV














AHSFLS














VFETVL














DALF













278
NM_001164446.1:
NP_001157918.1:
1988
YATNPP
823
HLA-DQA1*
92.38
18.59
1
No
N/A
No



c.140del
p.Gly47Ala

WIFTQE

01:










fsTer15

APEEGT

02/DQB1*












GGFDGI

06:












YYGDNR

02












FNTVSE














SGTA













279
NM_032387.4:
NP_115763.2:
1995
LSSSGF
791
HLA-DRB1*
115.25
13.58
1
No
N/A
No



c.1822del
p.Val608Cys

LDASDP

07:










fsTer53

ALQPPG

01












GVPSSL














AESHLC














LPSAFA














LSIP













280
NM_012414.3:
NP_036546.2:
2010
LNIKKI
866
HLA-DRB1*
47.05
23.15
1
No
N/A
No



c.2227del
p.Trp743Gly

SEEEYV

15:










fsTer32

ALGSFF

01












FWKCLH














GESSTE














DMCHTL














ESAG













281
NM_001042681.1:
NP_001036146.1:
2064
EKVASD
811
HLA-DRB1*
100
15.48
2
No
N/A
No



c.2011del
p.Thr671Arg

TEEADR

13:










fsTer159

TSSKKT

02












KTQEIS














RPNSPS














EGEGES














SDSR













282
NM_007214.4:
NP_009145.1:
2100
KSKGPK
806
HLA-DRB1*
93.14
34.43
1
No
N/A
No



c.1605del
p.Lys535Asn

KTAKSK

07:










fsTer28

KKKPLK

01












KKPTPV














LLPQSK














QQKQKQ














ANGV













283
NM_019062.1:
NP_061935.1:
2196
DNTWSI
989
HLA-DRB1*
77.98
42.62
1
No
N/A
No



c.281del
p.Gly94Ala

TCPLCR

15:










fsTer52

KVTAVP

01












GGLICS














LRDHEA














VVGQLA














QPCT













284
NM_015306.2:
NP_056121.2:
2230
IIKCIE
810
HLA-DRB1*
107.89
34.61
1
No
N/A
No



c.1841del
p.Asn614Thr

DIKRPG

04:










fsTer34

EWSGLE

05












KNKKDG














FKSSQL














NNPQFV














WVVP













285
NM_001184772.2:
NP_001171701.1:
2301
PISIID
842
HLA-DRB1*
94.4
5.74
1
No
N/A
No



c.2306del
p.Lys769Arg

QGEPKG

13:










fsTer14

TGATCG

01












KKGSQA














GAEGQP














STVKRY














TPAR













286
NM_020762.2:
NP_065813.1:
2341
QTEMRV
873
HLA-DRB1*
15.8
6.72
2
No
N/A
No



c.168del
p.Ala57Leu

QLLQDL

13:










fsTer11

QDFFRK

02












KAEIET














EYSRNL














EKLAER














FMAK













287
NM_018031.3:
NP_060501.3:
2397
GGPQDP
857
HLA-DRB1*
28.51
30.6
2
No
N/A
No



c.2511del
p.Arg838Gly

QPGLTA

13:










fsTer33

HVVSAG

02












GRAEMH














CFSIMV














TPDPST














PSRL













288
NM_001130528.2:
NP_001124000.1:
2432
RWTEMI
990
HLA-DRB1*
103.08
18.44
1
No
N/A
No



c.1645del
p.Arg549Gly

RASREN

07:










fsTer28

PAMQEK

01












KRSSIW














QFFSRL














FSSSSN














TTKK













289
NM_002458.2:
NP_002449.2:
2529
NPQRAQ
835
HLA-DRB1*
58.68
2364.48
1
No
N/A
No



c.1100del
p.Pro367Gln

LCEDHC

13:










fsTer105

VDGCFC

02












PPGTVL














DDITHS














GCLPLG














QCPC













290
NM_001304717.2:
NP_001291646.2:
2546
CSIERA
822
HLA-DRB1*
96.45
66.83
3
Tested
No
No



c.1487del
p.Asn496Met

DNDKEY

13:










fsTer21

LVLTLT

02












KNDLDK














ANKDKA














NRYFSP














NFKV













291
NM_005445.3:
NP_005436.1:
2598
SSKHNV
837
HLA-DRB1*
49.26
54.42
1
No
N/A
No



c.127del
p.Tyr43Met

IVGRNG

07:










fsTer69

SGKSNF

01












FYAIQFVL














SDEFSH














LRPEQR














LA













292
NM_014935.4:
NP_055750.2:
2668
AQRKSS
831
HLA-DRB1*
55.7
38.45
2
No
N/A
No



c.982del
p.Val328Tyr

MNQLQQ

15:










fsTer172

WVNLRR

01












GVPPPE














DLRSPS














RFYPVS














RRVP













293
NM_016044.2:
NP_057128.2:
2709
WVSQFV
991
HLA-DRB1*
23.37
17.6
2
No
N/A
yes



c.842del
p.Pro281Gln

TFYPGD

13:










fsTer26

VILTGT

01












PPGVGV














FRKPPV














FLKKGD














EVQC













294
NM_017672.5:
NP_060142.3:
2770
EGGNLP
844
HLA-DRB1*
59.96
45.7
1
No
N/A
No



c.1057del
p.Thr353His

DAAEPD

15:










fsTer16

IISTIK

01












KTFNFG














QNEALH














LFQTLM














ECMK













295
NM_002184.3:
NP_002175.2:
2800
KAYLKQ
841
HLA-DRB1*
58.88
14.88
2
No
N/A
No



c.1587del
p.Val530Ter

APPSKG

07:












PTVRTK

01












KVGKNE














AVLEWD














QLPVDV














QNGF













296
NM_001170790.1:
NP_001164261.1:
2817
AFVGLL
992
HLA-DRB1*
42.77
32.21
1
No
N/A
No



c.402del
p.Lys134Asn

ASCLGL

07:










fsTer67

ELSRCR

01












AKPPGR














ACSNPS














FLRFQL














DFYQ













297
NM_017552.3:
NP_060022.2:
2831
LVARAL
993
HLA-DRB1*
13.65
6.9
1
No
N/A
No



c.1404del
p.Phe468Leu

ANECSQ

13:










fsTer9

GDKKVA

02












FFMRKG














ADCLSK














WVGESE














RQLR













298
NM_022167.2:
NP_071450.2:
2949
VNQEVL
859
HLA-DRB1*
48.64
10.17
3
No
N/A
No



c.1584del
p.Gly529Ala

EILDFH

15:










fsTer78

LYGSYP

01












PGTPAL














KAYWEN














TYDAAD














GPSG













299
NM_001285.3:
NP_001276.2:
2951
GVYSRY
826
HLA-DRB1*
81.38
1325.16
1
No
N/A
No



c.2022del
p.Val675Cys

FTTYDT

01:










fsTer14

NGRYSV

02












KVRALG














GVNAAR














RRVIPQ














QSGA













300
NM_003453.4:
NP_003444.1:
3072
LPPVFG
862
HLA-DRB1*
99.31
32.92
1
No
N/A
No



c.3131del
p.Lys1044Arg

EEYEEQ

15:










fsTer33

PRPRSK

01












KKGAKR














KAVSGY














QSHDDS














SDNS













301
NM_004380.2:
NP_004371.2:
3110
GVDVCF
994
HLA-DRB1*
30.42
96.53
2
No
N/A
No



c.4268del
p.Pro1423Leu

FGMHVQ

07:










fsTer36

EYGSDC

01












PPPNTR














RVYISY














LDSIHF














FRPR













302
NM_000038.5:
NP_000029.2:
3295
NQTTQE
839
HLA-DRB1*
72.02
5.48
1
No
V/A
No



c.3927_3931del
p.Glu1309Asp

ADSANT

03:










fsTer4

LQIAEI

01












KEKIGT














RSAEDP














VSEVPA














VSQH













303
NM_019048.2:
NP_061921.1:
3380
TASALL
995
HLA-DRB1*
103.08
20.92
2
No
N/A
No



c.1837del
p.Met613Trp

PKRAMQ

13:










fsTer20

FGSRIA

02












KMEKIN














EKASDK














CGRLQI














MSLE













304
NM_005895.3:
NP_005886.2:
3419
PRGPKV
996
HLA-DRB1*
40.44
20.74
1
No
N/A
No



c.709del
p.Thr237Leu

GSLGLP

13:










fsTer37

AHPREK

01












KTSKSS














KIRSLA














DYRTED














SNAG













305
NM_001128430.1:
NP_001121902.1:
3443
LKQKFS
809
HLA-DRB1*
122.2
27.16
1
No
N/A
No



c.1040del
p.Asn347Met

MKAQNG

12:










fsTer24

FNKKRK

01












KNVFNP














KRVVED














SEYDSG














SDVG













306
NM_022453.2:
NP_071898.2:
3457
SLRQQE
836
HLA-DRB1*
108.92
11.95
2
No
N/A
No



c.749del
p.Gly250Glu

ERKRLY

04:










fsTer29

QRQQER

03












GGIIDL














EAERNR














YFISLQ














QPPA













307
NM_012434.4:
NP_036566.1:
3524
GKKYQW
997
HLA-DRB1*
67.09
20.52
2
No
N/A
No



c.349del
p.Tyr117Met

DAETQG

13:










fsTer17

WILGSF

02












FYGYII














TQIPGG














YVASKI














GGKM













308
NM_017607.3:
NP_060077.1:
3594
ISLQDL
998
HLA-DRB1*
21.02
23
1
No
N/A
No



c.1110del
p.Ile373Ser

SKERRP

13:










fsTer51

GGAGGP

01












PIQDED














EGEEGP














TEPPPA














EPRT













309
NM_202470.2:
NP_974199.1:
3608
EPGPLG
795
HLA-DQA1*
154.28
43.65
1
No
N/A
No



c.149del
p.Pro50Leu

GGGSGG

01:










fsTer48

PQMGLP

02/DQB1*












PPPPAL

06:












RPRLVF

02












HTQLAH














GSPT













310
NM_001321829.1:
NP_001308758.1:
3796
LSLEIN
920
HLA-DRB1*
129.13
32.63
3
No
N/A
No



c.2600del
p.Asn867Ile

RKLQAV

03:










fsTer4

LEDTLL

01












KNITLK














ENLQTL














GTEIER














LIKH













311
NM_001024847.2:
NP_001020018.1:
3869
HDFILE
884
HLA-DRB1*
44.96
39.12
5
Tested
No
yes



c.458del
p.Lys153Ser

DAASPK

07:










fsTer35

CIMKEK

01












KKPGET














FFMCSC














SSDECN














DNII













312
NM_012231.4:
NP_036363.2:
3873
NKHAAF
895
HLA-DRB1*
43.36
19.82
4
No
N/A
No



c.4467del
p.Val1490Phe

SCPKKP

10:










fsTer74

LSPPKK

01












KVSHSS














KKGGHS














SPASSD














KNSN













313
NM_000722.3:
NP_000713.2:
3897
MAAGCL
999
HLA-DRB1*
35.76
21.48
2
No
N/A
No



c.41del
p.Phe14Ser

LALTLT

13:










fsTer66

LFQSLL

02












IGPSSE














EPFPSA














VTIK













314
NM_001271634.1:
NP_001258563.1:
3907
VASHPE
1000
HLA-DRB1*
55.08
28.03
2
No
N/A
No



c.356del
p.Leu119Cys

TRSAFL

13:










fsTer26

AAHIPL

02












FLYPFL














HTVSKT














RPFEYL














RLTS













315
NM_001297568.1:
NP_001284497.1:
4246
CQKCGK
1001
HLA-DRB1*
48.33
18.59
2
No
N/A
No



c.1015del
p.Thr339Leu

AFSRAS

10:










fsTer31

TLWKHK

01












KTHTGE














KPYKCK














KM













316
NM_182641.3:
NP_872579.2:
4264
QVMKYI
853
HLA-DRB1*
74.59
39.3
2
No
N/A
No



c.7776del
p.Lys2592Asn

LDKIDK

13:










fsTer36

EEKQAA

02












KKRKRE














ESVEQK














RSKQNA














TKLS













317
NM_024079.4:
NP_076984.2:
4480
DVLFVY
874
HLA-DRB1*
62.44
34.91
1
No
N/A
No



c.396del
p.Val133Trp

AVRECC

01:










fsTer24

KCIDGK

02












KVGKEL














TEKPKF














ILSVLL














LWNF
















SUPPLEMENTARY TABLE 7





List of the Top 100 most recurrent predicted MHC-II neoAgs,


with higher immunogenicity, obtained from the


computational methods in the discovery set.
































Micro-
Reference

Altered
Number



Mutant
SEQ




satellite
MS
Var-
MS
deleted
Pep-


Epitope
ID
Gene
Chromo-


motif
Lengths
iant
Length
nucleo-
tide


Sequence
NO
Name
some
Start
Stop

(repeats)
Type
(repeats)
tides
Length





QLARFFPITPPVWHI
234
RNF43
chr17
56435160
56435161
G
7
FS
6
−1
15





LRGGVIQSTRRRRRA
318
ELMSAN1
chr14
74205772
74205773
C
7
FS
6
−1
15





PCASLLSTLSQPPPQ
319
DOCK3
chr3
51417603
51417604
C
7
FS
6
−1
15





LEVMLLNMGYRITGL
239
WDTC1
chr1
27621107
27621108
G
8
FS
7
−1
15





EDMQEVVVHKKRGLF
320
ACVR2A
chr2
148683685
148683686
A
8
FS
7
−1
15





RFPLLMMWRTPMTTR
321
MICAL3
chr22
18300931
18300932
C
7
FS
6
−1
15





PVLFKADQSESSLSS
322
CHD3
chr17
7798764
7798765
C
7
FS
6
−1
15





RIPAVLRTEGEPLHT
323
ASTE1
chr3
130733046
130733047
A
11
FS
10
−1
15





FGILNVLEFSSDRKK
324
ATP8A2
chr13
26151212
26151212
A
10
FS
11
4
15





ILVALSWMGGLHSFY
325
OR4M1
chr14
20248930
20248930
G
6
FS
7
1
15





LGQIMASAVEASQPP
326
MFRP
chr11
119213687
119213688
G
7
FS
6
−1
15





PALLLAEATHKASAL
229
TCF7L2
chr10
114925316
114925317
A
9
FS
8
−1
15





TVEMRRWWTLVMEWK
250
TCF20
chr22
42564715
42564716
C
7
FS
6
−1
15





KSLVRLSSCVPVALM
311
TGFBR2
chr3
30691871
30691872
A
10
FS
9
−1
15





QRWLTSTTSRSSALM
327
LARP4B
chr10
890938
890939
A
7
FS
6
−1
15





LLHWRIGGGTPLSIS
328
ARID1A
chr1
27105930
27105931
G
7
FS
6
−1
15





EIQLTMNDSKHKLES
329
BMPR2
chr2
203420129
203420130
A
7
FS
6
−1
15





LTCALHNDGIYIMSR
330
KLHL42
chr12
27950768
27950769
G
7
FS
6
−1
15





CILVALSWRGASFIL
331
OR4M2
chr15
22369023
22369024
G
7
FS
6
−1
15





RHVIKVLLGRKVNWH
233
UBR5
chr8
103289348
103289349
T
8
FS
7
−1
15





ACRLRWARPEPAAQA
312
PRDM2
chr1
14108748
14108749
A
9
FS
8
−1
15





GVRILKLCSKVSFRV
332
CASP5
chr11
104879686
104879687
A
10
FS
9
−1
15





LRAVVVDDYRRRKKR
333
WDR55
chr5
140049101
140049102
A
8
FS
7
−1
15





ALGLRILPPPLTSPS
334
CELSR1
chr22
46931226
46931227
G
6
FS
5
−1
15





KKSVLKAIEQADLLQ
335
AP1S1
chr7
100802404
100802405
G
8
FS
7
−1
15





KEALFLQEVFQAERL
336
MARCKS
chr6
114181209
114181211
A
11
FS
9
−1
15





WTPRKLVGRAVRRKG
337
USP35
chr11
77920855
77920856
C
8
FS
7
−1
15





ADRAFMAAQKCHKKT
338
ESRP1
chr8
95686610
95686611
A
8
FS
7
−1
15





FGYATSISMAQASDG
339
TMEM94
chr17
73491062
73491063
C
7
FS
6
−1
15





KYRCFSYLPISPTFV
340
SLC23A2
chr20
4850568
4850569
C
9
FS
8
−1
15





LRGELSYNLGAGEAL
341
KCNH3
chr12
49948319
49948320
G
5
FS
4
−1
15





ARHRLASFKTVIKKR
342
CCDC15
chr11
124845048
124845049
A
8
FS
7
−1
15





LRELRLDNSVAIHYI
343
TMEM132D
chr12
130184704
130184705
C
7
FS
6
−1
15





AAPEIILGNPVSLTS
344
TRIO
chr5
14487780
14487781
C
7
FS
6
−1
15





RLSLVQSSSWPTVLH
345
SLC22A9
chr11
63149670
63149671
A
11
FS
10
−1
15





SRQPSPLLLLPPLPA
346
CIC
chr19
42778293
42778294
C
5
FS
4
−1
15





KRLMSLSPGRPPLLL
347
BAX
chr19
49458970
49458971
G
8
FS
7
−1
15





KSLLFPSAPASVMNA
348
LIPE
chr19
42905972
42905973
C
6
FS
5
−1
15





QGKLQQHHVLRVSRR
349
DAPK1
chr9
90321801
90321801
G
7
FS
8
1
15





AEIRAQDAPLSLLQT
350
NES
chr1
156642803
156642804
C
7
FS
6
−1
15





HGSHNIKKAWYLIAM
351
TMEM60
chr7
77423459
77423460
A
9
FS
8
−1
15





RCCLRTSCGAARPRR
352
MYCN
chr2
16082313
16082314
C
7
FS
6
−1
15





QKKLMLLRLNLRKMC
223
SEC31A
chr4
83785564
83785565
A
9
FS
8
−1
15





SINVLCVRASLIEKL
240
SPINK5
chr5
147499874
147499875
A
10
FS
9
−1
15





NSKLRYKKRGVIAWR
269
MYO1A
chr12
57422572
57422573
A
8
FS
7
−1
15





ANRYFSPNFKVKLYF
290
PTEN
chr10
89720811
89720812
A
6
FS
5
−1
15





KERLFRNFGGLLGPL
298
XYLT2
chr17
48433966
48433967
C
7
FS
6
−1
15





KLQAVLEDTLLKILL
310
CCDC186
chr10
115885657
115885658
A
6
FS
5
−1
15





LCNRLLKSFSKWSLV
353
AASDH
chr4
57220268
57220269
T
10
FS
9
−1
15





PVTPLRVQSVLLLGV
354
SPECC1
chr17
20108262
20108263
A
8
FS
7
−1
15





IAGYRESAAFLLRSA
355
NOL4L
chr20
31041555
31041556
C
8
FS
7
−1
15





SGTARLARTAIAAST
356
ZFP36L2
chr2
43452622
43452623
G
6
FS
5
−1
15





NQPVEFNHAINYLIR
357
SIN3A
chr15
75703909
75703910
NA
NA
FS
NA
−1
15





RRPLRSWTPRTRGAH
358
CNKSR1
chr1
26510310
26510311
C
7
FS
6
−1
15





NEIQKLQKTLKKKPR
359
GBP3
chr1
89473441
89473442
A
10
FS
9
−1
15





PRLVKMISSISLEIW
360
CRIM1
chr2
36764627
36764628
C
6
FS
5
−1
15





SSIFIGGSFILKKKA
361
NIPA2
chr15
23021235
23021236
G
3
FS
2
−1
15





PALLLPATTCKVPRL
362
CLDN4
chr7
73246062
73246063
G
6
FS
5
−1
15





KKRKKFMKDAKKRGR
363
DDX27
chr20
47858503
47858504
A
8
FS
7
−1
15





REYMLNLFKALKRIH
364
CDC7
chr1
91967356
91967357
A
9
FS
8
−1
15





APQGFRATLVPPALE
365
COL9A2
chr1
40769746
40769747
C
6
FS
5
−1
15





TTVGLLRMAATRTSL
366
R3HDM2
chr12
57648749
57648750
G
13
FS
12
−1
15





DTWAALEGLSSPFRE
367
RNF213
chr17
78272285
78272288
CT
4
in
3
−2
15










frame













_del








KQGWLHKKGGGLLHA
368
MYO10
chr5
16694605
16694605
G
8
FS
9
1
15





LTETVYSTTQQIHSS
369
HOXA11
chr7
27222461
27222462
A
9
FS
8
−1
15





NPAFDVTPTTSSLVA
370
MRI1
chr19
13882967
13882968
C
6
FS
5
−1
15





ETNMGIIAGVAFGIA
371
TSPAN7
chrX
38535026
38535027
C
7
FS
6
−1
15





SSFFCRCRREYRVTM
372
COBLL1
chr2
165551295
165551296
T
9
FS
8
−1
15





PGCFWPCLWNSLLRF
373
PLOD3
chr7
100855926
100855927
C
7
FS
6
−1
15





FPILFFFSSKGVRAT
374
OR7E24
chr19
9361740
9361741
T
11
FS
10
−1
15





IAYYIEGIENSVFFF
375
VPS13A
chr9
79954447
79954447
T
5
FS
13
1
15





YDCYVAIRPLPYATR
376
OR1K1
chr9
125562787
125562788
C
10
FS
9
−1
15





DRINANTITSPALLL
377
ADAMTS17
chr15
100516255
100516256
G
6
FS
5
−1
15





HAFIVPIRSLQDHTH
378
ACOX2
chr3
58517427
58517428
C
8
FS
7
−1
15





PKKKRSAFPSRSLSS
379
MARCKS
chr6
114181209
114181210
A
11
FS
10
−1
15





ILLGPLLPNVVFYIL
380
ATP2B1
chr12
90005129
90005129
A
5
FS
10
4
15





PPGVVLNNISSYASV
381
ARL10
chr5
175796243
175796243
T
16
FS
15
1
15





WEAAMMNGKVPFFSA
382
C22orf24
chr22
32334104
32334105
A
9
FS
8
−1
15





SLQSAVSNIAQAPLY
383
CLCA2
chr1
86921034
86921036
NA
NA
FS
NA
−1
15





RPQVRLAGAQAIFEA
384
TBC1D10C
chr11
67176564
67176565
C
7
FS
6
−1
15





PRESQIHSILSKMVQ
385
EPHA10
chr1
38185237
38185238
C
6
FS
5
−1
15





KETLRLNPPVPGGFR
386
CYP26A1
chr10
94835039
94835044
GA
4
FS
3
-4
15





SRRSLMSVASAYSAK
387
MAPK8IP1
chr11
45907401
45907402
G
7
FS
6
−1
15





REAGRFAVLGTMVMK
388
ADAMTSL4
chr1
150530505
150530506
G
8
FS
7
−1
15





HSTPFQAGTPVMMFL
389
NEUROD4
chr12
55421127
55421128
C
6
FS
5
−1
15





RLMPKFLNSTNSWWT
390
MAPRE3
chr2
27248516
27248517
C
8
FS
7
−1
15





LATAAAAAAAAAFGD
391
KDM6A
chrX
44732825
44732825
CCG
7
in
9
5
15










frame













_ins








KRLSKVETLRAAIDY
392
ASCL4
chr12
108169096
108169097
C
5
FS
4
−1
15





LAQEQKKKKSWRLLL
393
CCDC150
chr2
197531518
197531519
A
11
FS
10
−1
15





ITRQQWKKALRSMPK
394
SLAMF1
chr1
160589600
160589601
A
9
FS
8
−1
15





SRPLAHSVASTLAPA
395
ESPNL
chr2
239039297
239039298
G
6
FS
5
−1
15





IGSISRQSSLSEKKF
396
KIF21A
chr12
39713783
39713784
A
9
FS
8
−1
15





GLCILKEAPRRKRPA
397
ZNF541
chr19
48049093
48049094
C
7
FS
6
−1
15





RKMILSQLHHSMTRF
398
DGKD
chr2
234365951
234365952
G
7
FS
6
−1
15





ILQHFLLHATPQTQL
399
NOD2
chr16
50745398
50745399
C
7
FS
6
−1
15





QAHLPSAPALPPPTH
400
IQSEC1
chr3
12942840
12942841
G
7
FS
6
−1
15





GHSLVQMEPLTTARP
401
ELAVL3
chr19
11577604
11577605
G
9
FS
8
−1
15





GVHSTIKVIKAKKKH
402
AIM2
chr1
159032486
159032487
A
10
FS
9
−1
15





QGGLLMGYSPAGGRH
403
FAM214B
chr9
35108147
35108148
G
7
FS
6
−1
15





LLRMTLFSLVPLEPI
404
ACOX3
chr4
8418187
8418188
C
4
FS
3
−1
15





























Tumor


Eli-


SEQ


Immuno-

SEQ

Binding
Abun-
Sample
Eli-
spot


ID


genicity
Wildtype
ID
HLA
Affinity
dance
Recur-
sopt
reac-


NO
HGVSc
HGVSp
Score
sequence
NO
Allele
(nM)
(TPM)
rence
tested
tive





234
NM_017763.4:c.
NP_060233.3:p.
381
FNLQKSSLSARHPQRKR
784
HLA-
109.73
79.41
8
Tested
No



1976del
Gly659ValfsTer

RGGPSEPTPGSRPQDATV

DRB1*04:05









41

HPACQ












318
NM_001043318.
NP_001036783.
36602
PLGQSHLAHHSMAPYPF
878
HLA-
16.03
9.23
7
Tested
No



1:c.939del
1:p.Asn314Thrf

PPNPDMNPELRKALLQD

DRB1*13:01









sTer4

SAPQPA












319
NM_004947.4:c.
NP_004938.1:p.
78669
KGHYSLHFDAFHHPLGD
877
HLA-
704.38
8.49
7
Tested
No



5555del
Pro1852GlnfsTe

TPPALPARTLRKSPLHPIP

DRB1*04:03









r45

ASPT












239
NM_001276252.
NP_001263181.
476
ATYVTFSPNGTELLVNM
804
HLA-
30.05
10.01
6
Tested
No



1:c.868del
1:p.Glu290Asnf

GGEQVYLFDLTYKQRPY

DRB1*15:01









sTer8

TFLLPR












320
NM_001278579.
NP_001265508.
4522
EIGQHPSLEDMQEVVVH
889
HLA-
56.05
8.08
6
Tested
No



1:c.1310del
1:p.Lys437Argf

KKKRPVLRDYWQKHAG

DRB1*13:01









sTer5

MAMLCET












321
NM_015241.2:c.
NP_056056.2:p.
10447
EPNASVVPPPLPATWMR
880
HLA-
27.32
36.88
6
Tested
No



4495del
Arg1499GlyfsT

PPREPAQPPREEVRKSFV

DRB1*13:01









er106

ESVEE












322
NM_001005271.
NP_001005271.
15344
PVAVPAPQQADGNPDVP
885
HLA-
308.49
98.14
6
Tested
No



2:c.1795del
2:p.Arg599Valfs

PPRPLQGRSEREFFVKW

DRB1*03:01









Ter16

VGLSYW












323
NM_001288950.
NP_001275879.
51952
SYAPAEIFLPKGRSNSKK
881
HLA-
359.76
4.09
6
Tested
Yes



1:c.1969del
1 :p.Arg657Glyf

KRQKKQNTSCSKNRGRT

DRB1*07:01









sTer33

TAHTK












324
NM_016529.4:c.
NP_057613.4:p.
133802
GQEQTFGILNVLEFSSDR
908
HLA-
453.63
1.00E−04
6
Tested
No



1719_1723dup
Arg575LysfsTer

KRMSVIVRTPSGRLRLY

DRB1*01:01









6

CKGAD












325
NM_001005500.
NP_001005500.
143257
TIMNRRLCCIL VALSWM
883
HLA-
33.76
0.07
6
Tested
No



1:c.455dup
1:p.Phe 153Leuf

GGFIHSIIQVALIVRLPFC

DRB1*01:01









sTer21

GPNE












326
NM_031433.3:c.
NP_113621.1:p.
147253
SSSGAFSLLGRFCGAEPP
882
HLA-
321.49
1.00E−04
6
No
N/A



1150del
His384ThrfsTer

PHLVSSHHELAVLFRTD

DQA1*01:02









94

HGISS

/DQB1*03:













02










229
NM_001146274.
NP_001139746.
263
ALFGLDRQTLWCKPCRR
788
HLA-
59.39
44.54
5
Tested
No



1:c.1403del
1 :p.Lys468Serfs

KKKCVRYIQGEGSCLSPP

DRB1*13:01









Ter23

SSDGS












250
NM_005650.2:c.
NP_005641.1:p.
785
NFSVRCPKHKPPLPCPLP
787
HLA-
101.72
39.27
5
Tested
No



5826del
Leu1943CysfsT

PLQNKTAKGSLSTEQSE

DRB1*15:01









er118

RG












311
NM_001024847.
NP_001020018.
3869
HDFILEDAASPKCIMKEK
884
HLA-
44.96
39.12
5
Tested
No



2:c.458del
1 :p.Lys153Serfs

KKPGETFFMCSCSSDEC

DRB1*07:01









Ter35

NDNII












327
NM_015155.2:c.
NP_055970.1:p.
11885
GGNESQPDSQEDPREVL
887
HLA-
67.15
20.21
5
No
N/A



487del
Thr163HisfsTer

KKTLEFCLSRENLASDM

DRB1*07:01









47

YLISQM












328
NM_006015.4:c.
NP_006006.3:p.
19520
LGRVQEFDSGLLHWRIG
886
HLA-
18.34
28.68
5
Tested
No



5548del
Asp1850ThrfsT

GGDTTEHIQTHFESKTEL

DRB1*01:01









er33

LPSRP












329
NM_001204.6:c.
NP_001195.2:p.
31532
KNISSEHSMSSTPLTIGEK
879
HLA-
218.58
5.18
5
Tested
No



1748del
Asn583ThrfsTer

NRNSINYERQQAQARIPS

DRB1*13:01









44

PET












330
NM_020782.1:c.
NP_065833.1:p.
126312
HIRKQQMVSVEETIYIVG
891
HLA-
61.42
1.00E−04
5
No
N/A



1194del
Cys399ValfsTer

GCLHELGPNRRSSQSED

DRB1*13:02









44

MLTVQ












331
NM_001004719.
NP_001004719.
135675
ATIMNQRLCCILVALSW
890
HLA-
303.55
1.00E−04
5
No
N/A



2:c.455del
2:p.Gly152Alafs

RGGFIHSIIQVALIVRLPF

DRB1*13:02









Ter23

CGPN












233
NM_015902.5:c.
NP_056986.2:p.
375
MSYAANLKNVMNMQN
797
HLA-
36.66
61.73
4
Tested
No



6360del
Glu2121LysfsT

RQKKEGEEQPVLPEETES

DRB1*15:01









er28

SKPGPSA












312
NM_012231.4:c.
NP_036363.2:p.
3873
NKHAAFSCPKKPLSPPK
895
HLA-
43.36
19.82
4
No
N/A



4467del
Val1490PhefsTe

KKVSHSSKKGGHSSPAS

DRB1*10:01









r74

SDKNSN












332
NM_001136112.
NP_001129584.
5659
VPRVEGVFIFLIEDSGKK
894
HLA-
61.82
10.67
4
Tested
No



1:c.67del
1:p. Arg23Glyfs

KRRKNFEAMFKGILQSG

DRB1*01:02









Ter21

LDNFV












333
NM_017706.4:c.
NP_060176.2:p.
11543
WDMAQLRAVVVDDYR
1002
HLA-
45.68
12.18
4
No
N/A



1022del
Lys341 ArgfsTer

RRKKKGGPLRALSSKTW

DRB1*03:01









8

STDDFFAG












334
NM_014246.1:c.
NP_055061.1:p.
11687
GENARLHYRLVDTASTF
896
HLA-
95.75
8.83
4
Tested
No



1841del
Gly614AlafsTer

LGGGSAGPKNPAPTPDF

DRB1*15:01









54

PFQIHN












335
NM_001283.3:c.
NP_001274.1:p.
11891
IIFNFEKAYFILDEFLMG
818
HLA-
129.04
19.86
4
Tested
No



364del
Asp122MetfsTe

GDVQDTSKKSVLKAIEQ

DRB1*10:01









r11

ADLLQ












336
NM_002356.5:c.
NP_002347.5:p.
16707
PKAEDGATPSPSNETPKK
888
HLA-
167.6
6
4
Tested
No



463_464del
Lys155GlufsTer

KKKRFSFKKSFKLSGFSF

DRB1*04:05









28

KKNK












337
NM_020798.2:c.
NP_065849.1:p.
18382
GRVGPRRQRKHCITEDT
924
HLA-
25.2
2.32
4
No
N/A



1962del
Thr655ProfsTer

PPTSLYIEGLDSKEAGGQ

DRB1*13:01









23

SSQEE












338
NM_017697.3:c.
NP_060167.2:p.
18823
IQMKSADRAFMAAQKC
1003
HLA-
73.64
61.98
4
No
N/A



1535del
Asn512ThrfsTer

HKKNMKDRYVEVFQCS

DRB1*11:04









2

AEEMNFVL












339
NM_001321148.
NP_001308077.
31657
NCHISLTPNGDMPGSEIP
899
HLA-
42.34
57.53
4
No
N/A



1:c.2712del
1 :p.Ser905Profs

PSSPSHAGSLHDDLNQV

DQA1*01:02









Ter13

SRDDA

/DQB1*06:0













2










340
NM_005116.5:c.
NP_005107.4:p.
36405
ESIGDYYACARLSCAPPP
900
HLA-
28.92
3.56
4
No
N/A



1233del
Ile412SerfsTer4

PIHAINRGIFVEGLSCVL

DRB1*07:01











DGIF












341
NM_012284.1:c.
NP_036416.1:p.
105649
APRFSRGLRGELSYNLG
947
HLA-
156.6
1.00E−04
4
No
N/A



2123del
Gly708GlufsTer

AGGGSAEVDTSSLSGDN

DRB1*13:02









11

TLMSTL












342
NM_025004.2:c.
NP_079280.2:p.
113666
ETMKQARHRLASFKTVI
909
HLA-
273.06
1.00E−04
4
No
N/A



581del
Lys 194ArgfsTer

KKKGSVFPDDGRKSFLT

DRB1*04:03









29

REEVLS












343
NM_133448.2:c.
NP_597705.2:p.
115119
DLGLCVAELELLSSWFSP
901
HLA-
10.26
1.00E−04
4
No
N/A



618del
Thr207ArgfsTer

PTVVAGRRKSVDQPEGT

DRB1*13:02









75

PVELY












344
NM_007118.2:c.
NP_009049.2:p.
117398
STSRSRPSRIPQPVRHHPP
905
HLA-
20.85
1.00E−04
4
No
N/A



7050del
Val2351CysfsT

VLVSSAASSQAEADKMS

DRB1*13:02









er62

GTST












345
NM_080866.2:c.
NP_543142.2:p.
122737
TLEILKSTMKKELEAAQ
902
HLA-
134.77
1.00E−04
4
No
N/A



1005del
Lys335AsnfsTer

KKKPSLCEMLHMPNICK

DRB1*13:02









67

RISLLS












346
NM_001304815.
NP_001291744.
127222
PAVPFSRSRQPSPLLLLPP
1004
HLA-
404.57
1.00E−04
4
No
N/A



1:c.2363del
1:p.Pro788Leufs

PAGLTSDPGPSVRRVPA

DRB1*04:03









Ter4

VQRD












347
NM_001291428.
NP_001278357.
127395
TGALLLQGFIQDRAGRM
904
HLA-
120.58
1.00E−04
4
No
N/A



1:c. 121del
1 :p. Glu41 Argfs

GGEAPELALDPVPQDAS

DRB1*13:02









Ter19

TKKLSE












348
NM_005357.2:c.
NP_005348.2:p.
127907
GAGPSGETGAAGVDGG
907
HLA-
69.65
1.00E−04
4
No
N/A



3222del
Arg 1075AspfsT

CGGRH

DRB1*13:02









er101














349
NM_004938.3:c.
NP_004929.2:p.
131996
DFFRAQTLKETSLTNTM
910
HLA-
93.58
1.00E−04
4
No
N/A



3822dup
Tyr1275ValfsTe

GGYKESFSSIMCFGCHD

DRB1*13:02









r64

VYSQAS












350
NM_006617.1:c.
NP_006608.1:p.
133962
NQEFLQARTPTLASTPIP
906
HLA-
136.44
1.00E−04
4
No
N/A



1176del
Thr393HisfsTer

PTPQAPSPAVDAEIRAQD

DRB1*13:02









9

APLS












351
NM_032936.3:c.
NP_116325.1:p.
138753
GRCKSGFDPRHGSHNIK
911
HLA-
83.36
1.28
4
No
N/A



231del
Ala78ProfsTer1

KKAWYLIAMLLKLAFCL

DRB1*13:01









1

ALCAKL












352
NM_001293228.
NP_001280157.
189894
PCFYPDEDDFYFGGPDST
903
HLA-
615.3
1.00E−04
4
No
N/A



1:c.134del
1:p.Pro45 Argfs

PPGEDIWKKFELLPTPPL

DRB1*13:02









Ter86

SPSR












223
NM_001318120.
NP_001305049.
61
DQLQQAVQSQGFINYCQ
789
HLA-
14.7
24.08
3
Tested
No



1:c.1384del
1 :p.Ile462Leufs

KKIDASQTEFEKNVWSF

DRB1*13:01









Ter16

LKVNFE












240
NM_001127698.
NP_001121170.
499
GNKCTMCKEKLEREAA
779
HLA-
123.19
461.65
3
Tested
No



1:c.2468del
1:p.Lys823Argf

EKKKKEDEDRSNTGERS

DRB1*13:02









sTer119

NTGERSN












269
NM_005379.3:c.
NP_005370.1:p.
1360
VKVVQGPAGGDNSKLR
988
HLA-
39.78
72.67
3
No
N/A



3098del
Lys1033ArgfsT

YKKKGSHCLEVTVQ

DRB1*13:01









er8














290
NM_001304717.
NP_001291646.
2546
CSIERADNDKEYLVLTLT
822
HLA-
96.45
66.83
3
Tested
No



2:c.1487del
2:p.Asn496Metf

KNDLDKANKDKANRYF

DRB1*13:02









sTer21

SPNFKV












298
NM_022167.2:c.
NP_071450.2:p.
2949
VNQEVLEILDFHLYGSYP
859
HLA-
48.64
10.17
3
No
N/A



1584del
Gly529AlafsTer

PGTPALKAYWENTYDA

DRB1*15:01









78

ADGPSG












310
NM_001321829.
NP_001308758.
3796
LSLEINRKLQAVLEDTLL
920
HLA-
129.13
32.63
3
No
N/A



1:c.2600del
1:p.Asn867Ilefs

KNITLKENLQTLGTEIER

DRB1*03:01









Ter4

LIKH












353
NM_001323890.
NP_001310819.
5732
GTMRATGDFVTVKDGEI
919
HLA-
42.34
10.64
3
No
N/A



1:c.1319del
1 :p.Leu440Trpfs

FFLGRKDSQIKRHGKRL

DRB1*01:01









Ter43

NIELVQ












354
NM_001243439.
NP_001230368.
6292
SFGSPTGNQMSSDIDEYK
817
HLA-
186.11
25.32
3
Tested
No



1:c.908del
1:p.Asn303Thrf

KNIHGNALRTSGSSSSDV

DRB1*13:02









sTer63

TKAS












355
NM_001256798.
NP_001243727.
7641
DGLRSRVKYGVKTTPES
912
HLA-
17.13
4.6
3
No
N/A



1:c.1128del
1:p. Tyr377Thrfs

PPYSSGSYDSIKTEVSGC

DRB1*07:01









Ter20

PEDLT












356
NM_006887.4:c.
NP_008818.3:p.
7820
GSAAAGGPTSYGTLKEP
923
HLA-
306.58
118.56
3
No
N/A



320del
Gly 107AlafsTer

SGGGGTALLNKENKFRD

DRB1*07:01









80

RSFSEN












357
NM_015477.2:c.
NP_056292.1:p.
9724
TAPSLQNNQPVEFNHAI
916
HLA-
14.21
9.22
3
No
N/A



931del
Val311LeufsTer

NYVNKIKNRFQGQPDIY

DRB1*01:01









43

KAFLEI












358
NM_001297647.
NP_001284576.
10676
REPAGLSLVLKKIPIPETP
914
HLA-
81.74
42.13
3
No
N/A



1:c.872del
1 :p.Pro291Hisfs

PQTPPQVLDSPHQRSPSL

DRB1*13:01









Ter74

SLA












359
NM_018284.2:c.
NP_060754.2:p.
11328
ESTQLQNEIQKLQKTLK
1005
HLA-
64.94
44.84
3
No
N/A



1753del
Thr585ProfsTer

KKTKRYMSHKLKI

DRB1*13:01









9














360
NM_016441.2:c.
NP_057525.1:p.
13140
CTHCYCLQGQTLCSTVS
918
HLA-
32.96
20.02
3
No
N/A



2567del
Pro856LeufsTer

CPPLPCVEPINVEGSCCP

DRB1*13:02









67

MCPEM












361
NM_001008892.
NP_001008892.
13172
GLAMSSSIFIGGSFILKKK
1006
HLA-
156.53
15.31
3
No
N/A



2:c.101del
1:p.Gly34Alafs

GLLRLARKGSMRAGQG

DRB1*07:01









Ter11

GHAYL












362
NM_001305.3:c.
NP_001296.1:p.
16973
GASLYVGWAASGLLLL
868
HLA-
266.76
19.67
3
No
N/A



537del
Leu180CysfsTer

GGGLLCCNCPPRTDKPY

DRB1*13:02









115

SAKYSAA












363
NM_017895.7:c.
NP_060365.7:p.
17486
DLALRGKKKRKKFMKD
1007
HLA-
161.06
16.52
3
No
N/A



2072del
Lys691 ArgfsTer

AKKKGEMTAEERSQFEI

DRB1*13:01









4

LKAQMFA












364
NM_001134419.
NP_001127891.
17738
PMAFSPQRDRFQAEGSL
921
HLA-
44.61
5.64
3
No
N/A



1:c.92del
1 :p. Asn31Thrfs

KKNEQNFKLAGVKKDIE

DRB1*01:02









Ter51

KLYEAV












365
NM_001852.3:c.
NP_001843.1:p.
26727
PQGLPGVKGDKGSPGKT
915
HLA-
124.25
52.16
3
No
N/A



1312del
Arg438AlafsTer

GPRGKVGDPGVAGLPGE

DRB1*04:03









93

KGEKGE












366
NM_001330121.
NP_001317050.
28356
GAKIQWLKDAQGLPGG
925
HLA-
77.87
37.29
3
No
N/A



1:c.2839del
1:p.Asp947Thrf

GGGDNSGTAENGRHSDL

DRB1*07:01









sTer41

AALYTIV












367
NM_001256071.
NP_001243000.
36945
HKDAWRQPEDTWAALE
798
HLA-
781.72
105.69
3
No
N/A



2:c.2180_2182del
2:p.Phe727del

GLSFSPFREQMLDTSSLL

DRB1*04:03











QFMREK












368
NM_012334.2:c.
NP_036466.2:p.
37857
FRSKQEALKQGWLHKK
927
HLA-
336.9
37.55
3
No
N/A



3674dup
Ser1226LeufsTe

GGGSSTLSRRNWKKRW

DRB1*07:01









r25

FVLRQSKL












369
NM_005523.5:c.
NP_005514.1:p.
37912
LTDRQVKIWFQNRRMK
922
HLA-
300.53
11.57
3
No
N/A



895del
Ile299LeufsTer3

EKKINRDRLQYYSANPL

DRB1*07:01









0

L












370
NM_001031727.
NP_001026897.
50720
VRIAAPGIGVWNPAFDV
926
HLA-
129.2
3.64
3
No
N/A



2:c.988del
1:p.His330Thrfs

TPHDLITGGIITELGVFAP

DRB1*07:01









Ter24

EELR












371
NM_004615.3:c.
NP_004606.2:p.
60397
QNYTNWSTSPYFLEHGIP
929
HLA-
39.06
27.73
3
No
N/A



516del
Ser173AlafsTer

PSCCMNETDCNPQDLHN

DQA1*05:05









4

LTVAA

/DQB1*03:0













1










372
NM_001278458.
NP_001265387.
66370
ESKFKSRASNAQAKPSSF
897
HLA-
653.25
10.58
3
No
N/A



1:c.2921del
1 :p.Leu974Cysf

FLQMQKRVSGHYVTSA

DRB1*03:01









sTer12

AAKSVH












373
NM_001084.4:c.
NP_001075.1:p.
79942
GCGFCNQDRRTLPGGQP
932
HLA-
336.12
40.29
3
No
N/A



889del
Arg297GlyfsTer

PPRVFLAVFVEQPTPFLP

DRB1*07:01









61

RFLQR












374
NM_001079935.
NP_001073404.
90098
MSYFPILFFFFLKRCPSYT
937
HLA-
134.78
1.00E−04
3
No
N/A



1:c.32del
1:p.Phe11SerfsT

EPQNLTGVSEFL

DRB1*13:02









er89














375
NM_033305.2:c.
NP_150648.2:p.
90735
NLLPYKIAYYIEGIENSV
1008
HLA-
54.06
1.00E−04
3
No
N/A



6399_6400insTT
Thr2134PhefsTe

FTLSEGHSAQICTAQLGK

DRB1*01:01








TTTTTT
r5

ARLH












376
NM_080859.1:c.
NP_543135.1:p.
96975
DSCLLAAMAYDCYVAIR
935
HLA-
113.57
1.00E−04
3
No
N/A



391del
Leu131SerfsTer

HPLPYATRMSRAMCAA

DRB1*13:02









56

LVGMAWL












377
NM_139057.3:c.
NP_620688.2:p.
103260
QCYQEVCNDRINANTITS
948
HLA-
140.09
1.00E−04
3
No
N/A



3121del
Arg1041 AlafsT

PRLAALTYKCTRDQWT

DRB1*13:02









er5

VYCRVI












378
NM_003500.3:c.
NP_003491.1:p.
104064
ARRGMHAFIVPIRSLQD
960
HLA-
109.27
1.00E−04
3
No
N/A



695del
Pro232HisfsTer

HTPLPGIIIGDIGPKMDFD

DRB1*04:03









26

QTDN












379
NM_002356.5:c.
NP_002347.5:p.
104674
PKAEDGATPSPSNETPKK
888
HLA-
634.3
6
3
No
N/A



464del
Lys 155ArgfsTer

KKKRFSFKKSFKLSGFSF

DRB1*15:01









12

KKNK












380
NM_001682.2:c.
NP_001673.2:p.
104779
AVVGIEDPVRPEVPDAIK
943
HLA-
29.71
1.00E−04
3
No
N/A



2083_2087dup
Cys697LysfsTer

KCQRAGITVRMVTGDNI

DRB1*13:02









40

NTARA












381
NM_001317948.
NP_001304877.
105297
IIIKCLLYARHGVLFLFFF
949
HLA-
13.92
1.00E−04
3
No
N/A



1:c.829dup
1 :p. Ter277Leu



DRB1*13:02









fsTer129














382
NM_001302819.
NP_001289748.
109734
DFLSVKWEAAMMNGKV
931
HLA-
224.47
1.00E−04
3
No
N/A



1:c. 149del
1:p.Phe50SerfsT

PFFFSSESLGYFATGRPA

DRB1*13:02









er6

DNVMTT












383
NM_006536.5:c.
NP_006527.1:p.
112906
AMDRNSLQSAVSNIAQA
934
HLA-
202.31
1.00E−04
3
No
N/A



2658_2659del
Phe887TyrfsTer

PLFIPPNSDPVPARDYLIL

DRB1*13:02









6

KGVL












384
NM_198517.3:c.
NP_940919.1:p.
117439
RGACPGLLETLGALRAIP
954
HLA-
32.56
1.00E−04
3
No
N/A



960del
Ala321 ArgfsTer

PAQLQEEAFMSQVHSVV

DRB1*13:02









100

LSERD












385
NM_001099439.
NP_001092909.
120459
MSGQDVIKAVEDGFRLP
942
HLA-
91.92
1.00E−04
3
No
N/A



1:c.2604del
1:p.Arg869Glyf

PPRNCPNLLHRLMLDCW

DRB1*13:02









sTer10

QKDPGE












386
NM_000783.3:c.
NP_000774.2:p.
123484
AGQGCKDALQLLIEHSW
956
HLA-
39.95
1.00E−04
3
No
N/A



843_847del
Gly282AlafsTer

ERGERLDMQALKQSSTE

DRB1*13:02









50

LLFGGH












387
NM_005456.3:c.
NP_005447.1:p.
124050
MAERESGGLGGGAASPP
945
HLA-
96.9
1.00E−04
3
No
N/A



37del
Ala13ProfsTer8

AASPFLGLHIASPPNF

DRB1*04:03









4














388
NM_001288608.
NP_001275537.
131538
SCGPGTQHRQLQCRQEF
957
HLA-
13.97
1.00E−04
3
No
N/A



1:c.2339del
1:p.Gly780Valfs

GGGGSSVPPERCGHLPR

DRB1*01:01









Ter62

PNITQS












389
NM_021191.2:c.
NP_067014.2:p.
131598
SSSLSSGHVHSTPFQAGT
958
HLA-
284.5
1.00E−04
3
No
N/A



910del
Arg304ValfsTer

PRYDVPIDMSYDSYPHH

DRB1*13:02









6

GIGTQ












390
NM_012326.2:c.
NP_036458.2:p.
133272
PTGPKNMQTSGRLSNVA
930
HLA-
192.58
1.00E−04
3
No
N/A



543del
Cys182AlafsTer

PPCILRKNPPSARNGGHE

DRB1*13:02









31

TDAQI












391
NM_001291415.
NP_001278344.
134312
MKSCGVSLATAAAAAA
1009
HLA-
17.26
12.21
3
No
N/A



1:c.33_38dup
1:p.Ala16_Alal

AFGDEEKKMAAGKASG

DQA1*03:03









7dup

ESEEA

/DQB1*03:0













1










392
NM_203436.2:c.
NP_982260.2:p.
138630
RTAPLGVPGTLPGLPRR
950
HLA-
218.85
1.00E−04
3
No
N/A



109del
Leu37SerfsTer5

DPLRVALRLDAACWEW

DRB1*04:03









3

ARSGCAR












393
NM_001080539.
NP_001074008.
139682
LRDSIQSAQELLAQEQK
1010
HLA-
146.12
2.43
3
No
N/A



1:c.849del
1:p.Glu284Lysfs

KKEELEIATSQLKSDLTS

DRB1*13:01









Ter14

RDDLI












394
NM_001330754.
NP_001317683.
140003
PGCLPMVKRTITRQQWK
1011
HLA-
100.08
7.94
3
No
N/A



1:c.912del
1:p.Ala305Profs

KKALRSMPKSRNQVLFR

DRB1*11:04









Ter18

RNLTPS












395
NM_194312.2:c.
NP_919288.2:p.
140712
EASASPPRSEAQRQIQEW
1012
HLA-
153.14
1.00E−04
3
No
N/A



1948del
Val650CysfsTer

GVSVRTLRGNFESASGP

DRB1*13:02









35

LCGFN












396
NM_001173464.
NP_001166935.
141782
GLPSKIGSISRQSSLSEKK
944
HLA-
675.47
1.00E−04
3
No
N/A



1:c.3703del
1:p.Ile1235Phef

IPEPSPVTRRKAYEKAEK

DRB1*04:03









sTer7

SKA












397
NM_001277075.
NP_001264004.
142694
SLRRHYEVHHGLCILKE
953
HLA-
709.3
1.00E−04
3
No
N/A



1:c.692del
1 :p.Pro231 Argfs

APPEEEACGDSPHAHES

DRB1*13:02









Ter49

AGQPPP












398
NM_152879.2:c.
NP_690618.2:p.
142814
QGIAVLNIPSYAGGTNF
946
HLA-
111.35
1.00E−04
3
No
N/A



2564del
Gly855ValfsTer

WGGTKEDDTFAAPSFDD

DRB1*13:02









48

KILEVV












399
NM_022162.1:c.
NP_071445.1:p.
142896
TTTDMYLLILQHFLLHA
1013
HLA-
72.49
1.42
3
No
N/A



1583del
Pro528GlnfsTer

TPPDSASQGLGPSLLRGR

DRB1*07:01









235

LPTLL












400
NM_001134382.
NP_001127854.
143840
RGKPPPQAHLPSAPALPP
1014
HLA-
130.76
2.04
3
No
N/A



2:c.2987del
1:p.His996Thrfs

PHPPVVLPHLQHSVAGH

DQA1*05:01









Ter124

HLGPP

/DQB1*03:0













1










401
NM_001420.3:c.
NP_001411.2:p.
144590
MVTQILGAMESQVGGGP
961
HLA-
307.53
1.00E−04
3
No
N/A



47del
Gly16AlafsTer3

AGPALPNGPLLGTNGAT

DRB1*04:03









5

DD












402
NM_004833.1:c.
NP_004824.1:p.
145333
LQLTSGVHSTIKVIKAKK
1015
HLA-
253.48
1.13
3
No
N/A



1027del
Thr343HisfsTer

KT

DRB1*07:01









14














403
NM_025182.3:c.
NP_079458.2:p.
149137
VRQGALQGGLLMGYSP
1016
HLA-
55.69
2.87
3
No
N/A



124del
Ala42ArgfsTer2

AGGATSPGVYQVSIFSPP

DRB1*01:01









5

AGTSEP












404
NM_003501.2:c.
NP_003492.2:p.
149435
ASTVEGGDTALLPEFPR
959
HLA-
259.14
1.00E−04
3
No
N/A



61del
Leu21 SerfsTer5

GPLDAYRARASFSWKEL

DRB1*13:02









7

ALFTEG



















Supplementary Table 8. List of the Top 100 most immunogenic predicted MHC-I neoAgs,


with higher immunogenicity, obtained from the


computational methods in the validation set.





























Chro-


Micro-
Reference

Altered
Number



Mutant
SEQ

mo-


satel-
MS

MS
deleted



Epitope
ID
Gene
some


lite
Lengths
Variant
Length
nucleo-
Peptide


Sequence
NO
Name

Start
Stop
motif
(repeats)
Type
(repeats)
tides
Length





KSAFATYKVK
405
TCF7L2
chr10
114925316
114925317
A
9
FS
8
−1
10





NLHLKTTSL
406
TTK
chr6
80751896
80751897
A
9
FS
8
−1
9





FLRQRATSTI
407
EPC2
chr2
149447828
149447829
A
8
FS
7
−1
10





LIKLKLNRL
408
ALMS1
chr2
73800080
73800081
A
7
FS
6
−1
9





LMLLRLNL
409
SEC31A
chr4
83785564
83785565
T
9
FS
8
−1
8





HFINVMFVR
410
ZBTB41
chr1
197145702
197145703
T
7
FS
6
−1
9





SALVRLFPV
411
FBXO34
chr14
55818554
55818554
T
8
FS
7
1
9





FPKKKCTNL
412
SGO1
chr3
20216067
20216068
T
7
FS
6
−1
9





MSVKKVMTY
413
TGS1
chr8
56711598
56711599
A
6
FS
5
−1
9





FATYKAKMPL
414
C5orf42
chr5
37182874
37182875
T
6
FS
5
−1
10





MTLSKMIKK
415
RNPC3
chr1
104076466
104076467
A
12
FS
11
−1
9





NPRRKTWKM
416
THAP5
chr7
108205525
108205526
T
9
FS
8
−1
9





SQKKRRYSI
417
ZC3H13
chr13
46543501
46543501
A
6
FS
7
1
9





KTTNHSSQM
418
MIS18BP1
chr14
45716018
45716019
T
11
FS
10
−1
9





AAICTTPAL
419
RNF103
chr2
86831014
86831014
A
8
FS
9
1
9





TATETKTPY
420
AP4E1
chr15
51293338
51293340
CT
2
FS
1
−1
9





RIKKKLMEL
421
RPF2
chr6
111346773
111346773
A
8
FS
9
1
9





HSYHLLQAY
422
SETD5
chr3
9486784
9486785
A
6
FS
5
−1
9





LSSVSFFLY
423
SLC16A4
chr1
110906426
110906427
A
9
FS
NA
−1
9





KRATFLLAL
424
MSH3
chr5
79970914
79970915
A
8
FS
7
−1
9





YYYGGNCGLFY
425
RNF128
chrX
106016280
106016280
T
7
FS
8
1
11





LTMKEAVPK
426
CDH1
chr16
68867215
68867216
C
4
FS
3
−1
9





HSASNGTPL
189
ZBTB20
chr3
114058002
114058003
G
7
FS
6
−1
9





TQLARFFPI
24
RNF43
chr17
56435160
56435161
G
7
FS
8
−1
9





AEISSQVPHW
427
MSANTD2
chr11
124637730
124637730
C
4
FS
Ins A
1
10





AEKCLILVW
428
MIA3
chr1
222803533
222803534
A
6
FS
5
−1
9





TELGILTSF
429
YLPM1
chr14
75283720
75283721
T
6
FS
5
−1
9





SLRRKYLRV
430
LMAN1
chr18
57013193
57013194
A
9
FS
8
−1
9





SQFLTEGIMK
431
MET
chr7
116418873
116418876
CAT
2
FS
1
−2
10





LPLLRHHLPL
432
PPRC1
chr10
103907123
103907124
C
13
FS
12
−1
10





FSDSEGEGL
433
REST
chr4
57777065
57777068
AAG
4
FS
3
−2
9





ITIGVRPIR
434
TNRC6A
chr16
24802365
24802366
G
7
FS
6
−1
9





YADQWTVL
435
STAT5A
chr17
40461419
40461420
G
5
FS
4
−1
8





HTMWHCALEK
436
KIAAO100
chr17
26971122
26971123
T
7
FS
6
−1
10





SAKKRASV
437
SLC3A2
chr11
62649528
62649529
A
8
FS
7
−1
8





VVQKVAWFYK
438
SLC28A2
chr15
45558287
45558288
T
5
FS
4
−1
10





HPSGGPIPL
439
CD44
chr11
35236424
35236425
G
6
FS
5
−1
9





KTVDHKVERK
440
ITGA6
chr2
173368930
173368930
A
8
FS
9
1
10





TYTICVTMPY
441
ATM
chr11
108121536
108121536
G
4
FS
5
1
10





TLRKKKQTV
442
ARHGAP18
chr6
129959602
129959602
A
8
FS
9
1
9





EEKMYYLFVY
443
RNF111
chr15
59384790
59384790
A
5
FS
6
1
10





AENEKKILY
444
SLC39A10
chr2
196544941
196544941
A
8
FS
9
1
9





HSPTPTSAL
445
MED15
chr22
20936975
20936976
C
13
FS
12
−1
9





AEQEQEVVAW
446
MRPL54
chr19
3767280
3767280
C
4
FS
5
1
10





WPIQRCACSV
447
FBXO34
chr14
55817785
55817785
A
6
FS
7
1
10





HQKRRKKNL
448
ANTXR2
chr4
80905989
80905990
C
8
FS
7
−1
9





TLKTLFHLR
449
CDC16
chr13
115037719
115037720
A
6
FS
5
−1
9





KSFTKNHSSK
450
ZNF585B
chr19
37676332
37676333
A
6
FS
5
−1
10





MIKNRISPL
451
SYNE2
chr14
64450477
64450478
A
7
FS
6
−1
9





NIKKKPGTSL
452
TMEM60
chr7
77423459
77423460
A
9
FS
8
−1
10





AESLRENFSW
453
PIK3C2A
chr11
17111375
17111376
T
6
FS
5
−1
10





TSVGLAWRW
454
C1RL
chr12
7249399
7249400
C
5
FS
4
−1
9





CLSLRKKAL
455
MYO3B
chr2
171509586
171509587
T
7
FS
6
−1
9





VIIKKNPALPK
456
SACS
chr13
23912863
23912864
A
9
FS
8
−1
11





GALPRIHNM
457
KIAA1211
chr4
57179502
57179503
A
7
FS
6
−1
9





AESGPFRPGW
458
ABCC1
chr16
16142119
16142119
C
6
FS
7
1
10





TSLARPPPL
459
FOXP4
chr6
41555084
41555085
C
5
FS
4
−1
9





TPESPPLQLW
460
NOL4L
chr20
31041555
31041555
C
7
FS
8
1
10





KALADPSAF
461
RPLPO
chr12
120634723
120634726
CCT
2
FS
1
−2
9





KRKSILLHL
462
SREK1IP1
chr5
64020297
64020298
A
7
FS
6
−1
9





YSTEKRKKY
463
FAM171B
chr2
187625934
187625934
T
6
FS
7
1
9





RRRPRLPTL
464
NFIC
chr19
3453852
3453853
C
6
FS
5
−1
9





AMQDFFSYY
465
UBA5
chr3
132394148
132394148
T
7
FS
8
1
9





TEVTWWALRK
466
ITGB4
chr17
73733649
73733650
C
5
FS
4
−1
10





CTACHTALGR
467
ARID1A
chr1
27100175
27100176
C
6
FS
5
−1
10





IEFRIKFLF
468
MBD4
chr3
129155547
129155547
A
10
FS
11
1
9





ITMQQIAVL
469
ZMAT3
chr3
178748779
178748780
A
5
FS
4
−1
9





CLRPHRVQL
470
C7orf50
chr7
1037310
1037311
C
7
FS
6
−1
9





KTHPIRTSL
471
AHCTF1
chr1
247007130
247007131
T
7
FS
6
−1
9





HAVGCPVQM
472
RNF145
chr5
158630629
158630631
A
9
FS
11
−1
9





TALVPPPAL
473
KIAA1549
chr7
138602055
138602055
C
6
FS
8
1
9





WIIPFWFPF
474
ZRANB2
chr1
71532486
71532486
A
7
FS
8
1
9





FTVITYFLW
475
SLC46A3
chr13
29287060
29287061
T
7
FS
6
−1
9





LFLVREVQR
476
CHD1
chr5
98206408
98206409
A
7
FS
6
−1
9





SSPPFHYPF
477
ZNF800
chr7
127014127
127014127
C
5
FS
6
1
9





RLHCQHSSL
478
TCF7L2
chr10
114849205
114849205
C
7
FS
8
1
9





NSKKTNATF
479
KDM4C
chr9
7170005
7170006
A
7
FS
ins G
−1
9





TKKRKMQSL
480
BEND5
chr1
49201966
49201967
A
9
FS
8
−1
9





DLVPSCHPR
481
RNF43
chr17
56436054
56436055
NA
NA
FS
NA
−1
9





KMQFRLLVLL
482
ANKRD12
chr18
9257835
9257836
A
7
FS
6
−1
10





TLKRRTLAM
483
SAMD9
chr7
92732337
92732338
A
5
FS
4
−1
9





TPALREYTM
484
NRIP1
chr21
16338966
16338967
T
7
FS
6
−1
9





ATGLNIWKLK
485
NEPR0
chr3
112727097
112727098
A
6
FS
5
−1
10





TTTCPSRPL
486
RBM33
chr7
155531072
155531072
CA
6
FS
7
1
9





FGMMSMASR
487
PRMT3
chr11
20483595
20483596
T
5
FS
4
−1
9





FALCGFWQI
488
SLC35F5
chr2
114500276
114500277
T
10
FS
9
−1
9





QVYSVPHFFF
489
KIAAO391
chr14
35592699
35592699
T
9
FS
10
1
10





SAASYLWPSR
490
FOXN3
chr14
89878533
89878534
C
7
FS
6
−1
10





QLKKKHLKA
491
B3GLCT
chr13
31803391
31803391
A
8
FS
9
1
9





GAKKHFGSF
492
SBNO1
chr12
123814990
123814990
A
6
FS
7
1
9





FPRSQHQSPL
493
KMT2B
chr19
36211898
36211899
C
7
FS
6
−1
10





STAAPPAPR
494
CDC42EP1
chr22
37962638
37962639
C
7
FS
6
−1
9





YLFEGAQTV
495
SLC39A8
chr4
103189224
103189224
A
7
FS
8
1
9





TVLRVDQIMAK
496
CCT8
chr21
30428865
30428868
CAT
2
FS
1
−2
11





ELSICIRIPR
497
GMDS
chr6
2245583
2245583
NA
NA
FS
NA
4
10





KTYTCAITTVK
498
SEC63
chr6
108214773
108214775
T
9
FS
7
−1
11





WLEKKNCYSL
499
RMDN3
chr15
41029893
41029893
A
9
FS
10
1
10





RSVLWERVV
500
SLFN13
chr17
33771843
33771843
T
5
FS
6
1
9





HLLQEYLPL
501
YLPM1
chr14
75248387
75248388
C
5
FS
4
−1
9





CPSPGPPSL
502
CLSTN3
chr12
7310657
7310658
C
7
FS
6
−1
9
































Pre-











Bind-


dicted











ing


in








Wild-


Af-
Tumor

the
Eli-
Eli-


SEQ


Immuno-
type
SEQ

fin-
Abun-
Sample
Dis-
spot
spot


ID


genicity
se-
ID
HLA
ity
dance
Recur-
covery
test-
reac-


NO
HGVSc
HGVSp
Score
quence
NO
Allele
(nM)
(TPM)
rence
Set
ed
tive





405
NM_001146274.
NP_001139746.
1
ALFGL
788
HLA-
29.5
1476.901717
1
No
No
NA



1:c.1403de1
1:p.Lys468Ser

DRQTL

A*11:










fsTer23

WCKPC

01












RRKKK














CVRYI














QGEGS














CLSPP














SSDGS













406
NM_003318.4:
NP_003309.2:
2
HYSGG
1017
HLA-
7.54
75.69082705
2
No
No
NA



c.2560del
p.Arg854Gly

ESHNS

B*08:










fsTer39

SSSKT

01












FEKKR














GKK













407
NM_015630.3:
NP_056445.3:
3
SEHHL
1018
HLA-
19.4
90.76268639
1
No
No
NA



c.207del
pGlu70Arg

QRAIS

B*08:










fsTer39

AQQVF

01












REKKE














SMVIP














VPEAE














SNVNY














YNRLY













408
NM_015120.4:
NP_055935.4:
6
KKRFK
1019
HLA-
25.7
244.2464458
1
No
No
NA



c.11080del
p.Ser3696Ala

SLEKS

B*08:










fsTer27

HKNTG

01












ELKKS














KVLSH














HRAGR














SNQIK














IEQIK













409
NM_001318120.1:
NP_001305049.1:
7
DQLQQ
789
HLA-
55.29
113.4902951
2
Yes
No
NA



c.1384de1
p.Ile462Leu

AVQSQ

B*08:










fsTer16

GFINY

01












CQKKI














DASQT














EFEKN














VWSFL














KVNFE













410
NM_194314.2:
NP_919290.2:
8
CDECG
1020
HLA-
8.2
117.8015983
1
No
No
NA



c.1870del
p.Ile624Tyr

KTFIR

A*33:










fsTer88

HDHLT

01












KHKKI














HSGEK














AHQCE














ECGKC














FGRRD













411
NM_017943.3:
NP_060413.2:
10
DQPSI
1021
HLA-
25
23.76940308
1
No
No
NA



c.1454dup
p.Leu485Phe

LNSCE

C*16:










fsTer15

DPVPG

01












MLFFL














PPGQH














LSDYS














QLNES














TTKES













412
NM_0011992
NP_0011861811:
12
RRKSK
1022
HLA-
9.49
30.61283787
1
No
No
NA



52.1:
p.Thr319Leu

RMSKY

B*08:









c.955del
fsTer34

KENKS

01












ENKKT














VPQKK














MHKSV














SSNDA














YNFNL













413
NM_024831.6:
NP_079107.6:
14
VHDAS
1023
HLA-
9.33
96.32369965
1
No
No
NA



c.1674del
pGly559Val

TSSDS

C*16:










fsTer35

EEQDM

01












SVKKG














DDLLE














TNNPE














PEKCQ














SVSSA













414
NM_023073.3:
NP_075561.3:
23
ILTSL
1024
HLA-
30.47
169.4167381
1
No
No
NA



c.5408del
p.Asn1803Met

WLLEQ

C*16:










fsTer7

PYFAT

01












YKAKN














AIIKM














VENRD














TGCQI














GPNIE













415
NM_017619.3:
NP_060089.1:
25
KEQDR
1025
HLA-
7.94
3.364743162
1
No
No
NA



c.358del
pArg120Gly

VHSPC

A*11:










fsTer18

PTSGS

01












EKKKR














SDDPV














EDDKE














KKELG














YLTVE













416
NM_001130475.1:
NP_001123947.1:
31
VPTIF
1026
HLA-
23.77
43.93258991
1
No
No
NA



c.297del
p.Lys99Asn

SLPED

B*08:










fsTer25

NQGKD

01












PSKKK














SQKKN














LEDEK














EVCPK














AKSEE













417
NM_001330564.1:
NP_001317493.1:
32
ELVEM
1027
HLA-
12.32
12.49563374
1
No
No
NA



c.3177dup
p.Glu1060Arg

CNGKN

B*08:










fsTer7

GILED

01












SQKKE














DTAFS














DWSDE














DVPDR














TEVTE













418
NM_018353.4:
NP_060823.3:
36
EPQKS
1028
HLA-
85.58
149.0310963
1
Yes
No
NA



c.471del
p.Lys157Asn

GNNET

C*16:










fsTer24

FTPNR

01












VEKKK














LQHTY














LCEEK














ENNKS














FQSDD













419
NM_005667.3:
NP_005658.1:
37
LAGGR
1029
HLA-
15.65
4.998220761
1
No
No
NA



c.2009dup
p.Gln671Ala

HCCPV

C*16:










fsTer12

CRWPS

01












YKKKQ














PYAQH














QPLSN














DVPS













420
NM_007347.4:
NP_031373.2:
38
KQNVK
1030
HLA-
26.52
47.59124794
1
No
No
NA



c.3214_3215del
p.Leu1072Ala

MSESQ

C*16:










fsTer10

AALPS

01












ALKTL














QQKLR














LHIIE














IIGNE














GLLAC













421
NM_032194.1:
NP_115570.1:
40
RPAER
1031
HLA-
22.05
2.396696541
1
No
No
NA



c.917dup
p.Asn306LysfsT

ITEDH

-B*08










Er?

EKKSK

:01












RI














KKN













422
NM_001080517.2:
NP_001073986.1:
42
NYKVD
1032
HLA-
11.33
117.8533251
2
No
No
NA



c.1246de1
p.Arg416Gly

CACHK

C*12:










fsTer34

GNRNC

03












PIQKR














NPNAT














ELPLL














PPPPS














LPTIG













423
NM_004696.2:
NP_004687.1:
43
NGSFY
1033
HLA-
7.45
7.365770553
1
No
No
NA



c.1425del
p.Phe475Leu

FSGIC

A*29:










fsTer12

YLLSS

02












VSFFF














VPLAE














RWKNS














LT













424
NM_002439.4:
NP_002430.3:
44
STSYL
830
HLA-
54.4
53.93262102
2
Yes
No
NA



c.1148del
p.Lys383Arg

LCISE

C*07:










fsTer32

NKENV

01












RDKKK














GNIFI














GIVGV














QPATG














EVVFD













425
NM_194463.1:
NP_919445.1:
46
VIEVG
1034
HLA-
6.03
0.648212697
1
No
No
NA



c.629dup
p.Val211Arg

KKHGP

A*29:










fsTer42

WVNHY

02












SIFFV














SVSFF














IITAA














TVGYF














IFYSA













426
NM_004360.3:
NP_004351.1:
47
PDEIG
1035
HLA-
8.59
9.292722995
1
No
No
NA



c.2466del
p.Thr823Gln

NFIDE

A*11:










fsTer23

NLKAA

01












DTDPT














APPYD














SLLVF














DYEGS














GSEAA













189
NM_001164342.2:
NP_001157814.1:
53
HKTLL
951
HLA-
21.96
15.82316283
2
Yes
No
NA



c.2075de1
p.Pro692Leu

ERHVA

C*16:










fsTer43

LHSAS

01












NGTPP














AGTPP














GARAG














PPGVV














ACTEG













24
NM_017763.4:
NP_060233.3:
61
FNLQK
784
HLA-
48.47
105.9103245
2
Yes
Yes
Yes



c.1976del
p.Gly659Val

SSLSA

B*08:










fsTer41

RHPQR

01












KRRGG














PSEPT














PGSRP














QDATV














HPACQ













427
NM_001308027.1:
NP_001294956.1:
63
TRWKE
1036
HLA-
7.17
10.08955472
1
No
No
NA



c.1021_1022insA
p.Leu341His

DIRYH

B*44:










fsTer12

YAEIS

03












SQVPL














GKRLR














EYFNS














EKPEG














RIIMT













428
NM_001324062.1:
NP_001310991.1:
64
VLDKV
1037
HLA-
11.87
32.4719058
1
No
No
NA



c.2977de1
p.Met993Cys

FRASE

B*44:










fsTer14

SQILS

03












IAEKM














LDTRV














AENRD














LGMNE














NNIFE













429
NM_019589.2:
NP_062535.2:
65
YRTSM
1038
HLA-
77.56
34.88988455
1
No
No
NA



c.5778del
pPhe1928Ser

FKTFK

B*44:










fsTer33

KTLDD

03












GFFPF














IILDA














INDRV














RHFDQ














FWSAA













430
NM_005570.3:
NP_005561.1:
70
KEKYQ
1039
HLA-
34.46
6.122166967
1
No
No
NA



c.912del
p.Glu305Arg

EEFEH

B*08:










fsTer22

FQQEL

01












DKKKE














EFQKG














HPDLQ














GQPAE














EIFES













431
NM_001127500.2:
NP_0011209721:
71
SLNRI
1040
HLA-
70.85
58.26789883
1
No
No
NA



c.3444_3446del
p.Ile1148del

TDIGE

A*11:












VSQFL

01












TEGII














MKDFS














HPNVL














SLLGI














CLRSE













432
NM_015062.3:
NP_055877.3:
72
ASSSS
1041
HLA-
14.16
13.85913686
1
Yes
No
NA



c.4375del
p.Ser1459Pro

SSSSS

B*08:










fsTer81

SSRSR

01












SRSLS














PPHKR














WRRSS














CSSSG














RSRRC













433
NM_005612.4:
NP_005603.3:
75
ERQMA
1042
HLA-
27.97
54.50562555
2
No
No
NA



c.266_268del
pGlu89del

ELMPV

C*08:












GDNNF

02












SDSEE














GEGLE














ESADI














KGEPH














GLENM













434
NM_014494.2:
NP_055309.2:
76
DPKPA
1043
HLA-
28.13
12.55742051
1
No
No
NA



c.2409del
p.Trp804Gly

LRWGD

A*68:










fsTer99

SKGSN

01












CQGGW














EDDSA














ATGMV














KSNQW














GNCKE













435
NM_001288718.1:
NP_001275647.1:
77
KPQIK
1044
HLA-
16.97
5.537065595
2
No
No
NA



c.2144de1
p.Gly715Ala

QVVPE

C*08:










fsTer101

FVNAS

02












ADAGG














SSATY














MDQAP














SPAVC














PQAPY













436
NM_014680.3:
NP_055495.2:
83
KWCQR
1045
HLA-
7.74
69.33014247
1
No
No
NA



c.151del
p.Trp51Gly

KLQAE

A*11:










fsTer77

LKIGS

01












FRFFW














IQNVS














LKFQQ














HQQTV














EIDNL













437
NM_001012662.2:
NP_001012680.1:
87
DPNFG
1046
HLA-
81.71
18.29583114
1
No
No
NA



c.902del
p.Lys301Arg

SKEDF

B*08:










fsTer31

DSLLQ

01












SAKKK














SIRVI














LDLTP














NYRGE














NSWFS













438
NM_004212.3:
NP_004203.2:
93
SILYY
1047
HLA-
10.72
2.268710501
1
No
No
NA



c.875del
p.Leu292Tyr

LGLVQ

A*11:










fsTer23

WVVQK

01












VAWFL














QITMG














TTATE














TLAVA














GNIFV













439
NM_000610.3:
NP_000601.3:
95
SNVNR
1048
HLA-
34.57
251.8292447
1
No
No
NA



c.1842del
p.Ser615Pro

SLSGD

B*35:










fsTer28

QDTFH

03












PSGGS














HTTHG














SESDG














HSH














GSQEG














GA













`440
NM_001079818.1:
NP_0010732861:
97
RKEER
1049
HLA-
63.11
11.19741262
1
Yes
No
NA



c.3234dup
p.Gln1079Thr

EIKDE

A*11:










fsTer10

KYIDN

01












LEKKQ














WITKW














NENES














YS













441
NM_000051.3:
NP_000042.3:
102
ELSPL
1050
HLA-
34.16
5.88459648
1
No
No
NA



c.1348dup
p.Glu450Gly

LMILS

A*68:










fsTer37

QLLPQ

01












QRHGE














RTPYV














LRCLT














EVALC














QDKRS













442
NM_033515.2:
NP_277050.2:
105
QAAAV
1051
HLA-
21.25
0.875597361
1
No
No
NA



c.488dup
p.Asn163Lys

QKRVE

B*08:










fsTer8

TVSQT

01












LRKKN














KQYQI














PDVRD














IFAQQ














RESKE













443
NM_001330331.1:
NP_001317260.1:
106
KLHCK
1052
HLA-
18.9
3.450552335
1
No
No
NA



c.2850dup
p.Cys951Met

QDGEE

B*44:










fsTer12

GTEED

03












TEEKC














TICLS














ILEEG














EDVRR














LPCMH













444
NM_001127257.1:
NP_001120729.1:
107
MTELE
1053
HLA-
30.89
10.11071098
1
No
No
NA



c.183dup
p.Tyr62Ile

PSKFS

B*44:










fsTer4

KQAAE

03












NEKKY














YIEKL














FERYG














ENGRL














SFFGL













445
NM_001003891.1:
NP_001003891.1:
112
SSPSP
1054
HLA-
86.37
4.47265384
1
No
No
NA



c.1357de1
p.Gln453Ser

GQQVQ

C*16:










fsTer41

TPQSM

01












PPPPQ














PSPQP














GQPSS














QPNSN














VSSGP













446
NM_172251.2:
NP_758455.1:
114
KPDAE
1055
HLA-
17.34
0.803405824
1
No
No
NA



c.311dup
p.Thr106Asp

YPEWL

B*44:










fsTer42

FEMNL

03












GPPKT














LEELD














PESRE














YWRRL














RKQNI













447
NM_017943.3:
NP_060413.2:
115
QMVAFL
1056
HLA-B*08:
113.93
18.7306847
1
No
No
NA



c.683dup
p.Asn228Lys

EQRASA

01










fsTer23

LLASCS














KNCTNS














PAIVRE














SGQSRG














VPAV













448
NM_001145794.1:
NP_001139266.1:
121
WWFWPL
1057
HLA-B*08:
87.74
16.01766224
1
No
No
NA



c.1069de1
p.Ala357Pro

CCKVVI

01










fsTer52

KDPPPP














PAPAPK














EEEEEP














LPTKKW














PTVD













449
NM_001078645.2:
NP_001072113.1:
122
IKDKLK
1058
HLA-A*33:
14.7
5.570944675
1
No
No
NA



c.1670de1
p.Asn557Thr

CYDFDV

01










fsTer14

HTMKTL














KNIISP














PWDFRE














FEVEKQ














TAEE













450
NM_152279.3:
NP_689492.3:
125
IHTGEK
1059
HLA-A*11:
72.36
26.87688773
2
No
No
NA



c.2106del
p.Lys702Asn

PYECSD

01










fsTer32

CGKSFT














KKSQLQ














VHQRIH














TGEKPY














VCAE













451
NM_182914.2:
NP_878918.2:
126
WRKLVS
1060
HLA-B*08:
3.17
266.371014
1
No
No
NA



c.2031del
p.Lys677Asn

KTQLEM

01










fsTer30

NLPLMI














KKQDQP














TFDNSG














NILSKE














EKAT













452
NM_032936.3:
NP_116325.1:
131
GRCKSG
911
HLA-B*08:
50
17.16693892
1
No
No
NA



c.231del
p.Ala78Pro

FDPRHG

01










fsTer11

SHNIKK














KAWYLI














AMLLKL














AFCLAL














CAKL













453
NM_001321378.1:
NP_001308307.1:
134
RQRELQ
1061
HLA-B*57:
13.82
3.403730165
1
No
No
NA



c.4970de1
p.Phe1657Ser

LSVLSA

01










fsTer5

ESLREN














FFLGGV














TLPLKD














ENLSKE














TVKW













454
NM_016546.2:
NP_057630.2:
135
ESHNFS
1062
HLA-B*57:
12.88
11.30657953
1
No
No
NA



c.1051del
p.Leu351Trp

GDIALL

01










fsTer35

ELQHSI














PLGPNV














LPVCLP














DNETLY














RSGL













455
NM_138995.4:
NP_620482.3:
139
LSPVDC
1063
HLA-B*08:
21.99
0.086419346
1
No
No
NA



c.3988del
pSer1330Leu

IPEENN

01










fsTer102

SAHPSF














FSSSSK














GDSFAQ














H













456
NM_014363.5:
NP_055178.3:
140
LKIEET
1064
HLA-A*11:
47.3
12.01526875
1
No
No
NA



c.5151del
pLys1717Asn

NPSLAQ

01










fsTer8

DTVIIK














KKSCSS














KALNTP














VLSVLK














EAAK













457
NM_020722.1:
NP_065773.1:
141
AIARLD
1065
HLA-C*16:
46.11
18.50746611
1
No
No
NA



c.501del
p.Lys167Asn

NSAAKH

01










fsTer82

KLAVKP














KKQRVS














KKHRRL














AQDPQH














EQGG













458
NM_004996.3:
NP_004987.2:
146
DAQRFM
1066
HLA-B*44:
13.73
1.114742071
1
No
No
NA



c.1345dup
p.Leu449Pro

DLATYI

03










fsTer124

NMIWSA














PLQVIL














ALYLLW














LNLGPS














VLAG













459
NM_001012426.1:
NP_001012426.1:
149
AAVCPT
1067
HLA-C*16:
21.92
0.640885873
1
No
No
NA



c.711del
p.Gln239Ser

DLPQLW

01










fsTer128

KGEGAP














GQPAED














SVKQEG














LDLTGT














AATA













460
NM_001256798.1:
NP_001243727.1:
151
DGLRSR
912
HLA-B*44:
52.58
1.526850439
1
Yes
No
NA



c.1128dup
p.Tyr377Leu

VKYGVK

03










fsTer18

TTPESP














PYSSGS














YDSIKT














EVSGCP














EDLT













461
NM_053275.3:
NP_444505.1:
155
LALSVE
1068
HLA-C*16:
49.59
2.141099432
1
No
No
NA



c.804_806del
p.Phe268del

TDYTFP

01












LAEKVK














AFLADP














SAFVAA














APVAAA














TTAA













462
NM_173829.3:
NP_776190.1:
157
QKYQKK
1069
HLA-C*07:
129.42
8.043683467
1
No
No
NA



c.381del
p.Lys129Asn

EKKKEK

01










fsTer29

KSKSKK














GKHHKK














EKKKRK














KEKHSS














TPNS













463
NM_177454.3:
NP_803237.3:
159
TVFLTA
1070
HLA-C*16:
35.14
0.178735949
1
No
No
NA



c.1113dup
pAla372Cys

ILGGTI

01










fsTer23

VIVIGF














FAVLLC














YCRDKC














GTPQKR














ERNI













464
NM_001245002.1:
NP_001231931.1:
162
LSAQML
1071
HLA-C*07:
131.86
234.3696439
1
No
No
NA



c.1367de1
p.Pro456Leu

APPPPG

01










fsTer36

LPRLAL














PPATKP














ATTSEG














GATSPT














SPSY













465
NM_024818.3:
NP_079094.1:
163
LNFGTV
1072
HLA-A*29:
6.54
1.455171443
1
No
No
NA



c.876dup
p.Pro293Ser

SFYLGY

02










fsTer12

NAMQDF














FPTMSM














KPNPQC














DDRNCR














KQQE













466
NM_000213.4:
NP_000204.3:
167
VLVHKK
1073
HLA-A*11:
127.32
44.63939167
2
No
No
NA



c.2149del
p.Leu717Cys

KDCPPG

01










fsTer52

SFWWLI














PLLLLL














LPLLAL














LLLLCW














KYCA













467
NM_006015.4:
NP_006006.3:
168
PNLMPS
1074
HLA-A*68:
14.56
23.15821122
1
No
No
NA



c.3977del
p.Pro1326Arg

NPDSGM

01










fsTer155

YSPSRY














PPQQQQ














QQQQRH














DSYGNQ














FSTQ













468
NM_003925.2:
NP_003916.1:
171
ACGETL
834
HLA-B*44:
100.42
3.950365507
1
No
No
NA



c.939dup
p.Glu314Arg

SVTSEE

03










fsTer13

NSLVKK














KERSLS














SGSNFC














SEQKTS














GIIN













469
NM_022470.3:
NP_071915.1:
172
LCNVTL
1075
HLA-C*16:
27.97
0.567026138
1
No
No
NA



c.278del
p.Asn93Ile

NSAQQA

01










fsTer21

QAHYQG














KNHGKK














LRNYYA














ANSCPP














PARM













470
NM_001318252.1:
NP_001305181.1:
176
VQKAEA
1076
HLA-B*08:
23.18
0.153634394
2
No
No
NA



c.535del
p.Leu179Cys

LMRELD

01










fsTer136

EEGSDP














PLPGRA














QRIRQV














LQLLS













471
NM_015446.4:
NP_056261.4:
183
SDLSSQ
1077
HLA-C*12:
95.47
5.324297496
1
No
No
NA



c.6518del
p.Asn2173Thr

FVISPP

03










fsTer12

ALRSRQ














KNTSNK














NKLEDE














LKDDAQ














SVET













472
NM_001199380.1:
NP_0011863091:
187
NSPTWS
1078
HLA-C*16:
29.8
0.809614846
1
No
No
NA



c.85_86del
p.Asn29Gln

LQVFSK

01










fsTer43

KKKKKK














KNNMAA














KEKLEA














VLNVAL














RVPS













473
NM_001164665.1:
NP_001158137.1:
197
YLESSL
1079
HLA-C*16:
35.65
0.685593482
1
No
No
NA



c.2315_2316dup
p.Gly773Pro

ISHESA

01










fsTer9

VTALVP














PGSESF














DILTAG














IQATSP














LTTV













474
NM_203350.2:
NP_976225.1:
198
ERNRKR
1080
HLA-A*29:
76.83
0.647951519
1
No
No
NA



c.901dup
p.Arg301Lys

SRSRSS

02










fsTer34

SSGDRK














KRRTRS














RSPERR














HRSSSG














SSHS













475
NM_001135919.1:
NP_001129391.1:
202
SGKRRF
1081
HLA-B*58:
11.05
0.384373811
1
No
No
NA



c.816del
p.Phe272Leu

LLCLLL

01










fsTer3

FTVITY














FFVVIG














IAPIFI














LYELDS














PLCW













476
NM_001270.2:
NP_001261.2:
205
LQTRAD
1082
HLA-A*33:
55.59
33.14096218
1
No
No
NA



c.3960del
p.Glu1321Lys

YLIKLL

01










fsTer22

SRDLAK














KEALSG














AGSSKR














RKARAK














KNKA













477
NM_176814.4:
NP_789784.2:
209
SSEIKV
1083
HLA-C*16:
23.2
6.746594962
1
No
No
NA



c.1262dup
p.Ser422Phe

KVEPAD

01










fsTer9

SVESSP














PSITHS














PQNELK














GTNHSN














EKKN













478
NM_001146283.1:
NP_001139755.1:
221
VSPLPC
1084
HLA-B*08:
56.98
4.060680516
1
No
No
NA



c.537dup
p.Ser180Leu

CTQGHD

01










fsTer29

CQHFYP














PSDFTV














STQVFR














DMKRSH














SLQK













479
NM_001146694.1:
NP_001140166.1:
222
HVSQAQ
1085
HLA-C*16:
171.06
25.68193545
1
No
No
NA



c.3110de1
p.Ser1037Thr

QETYLG

01










fsTer37

FWINSK














KSQCNI














FLSGTY













480
NM_024603.2:
NP_078879.2:
227
IWGTDV
1086
HLA-B*08:
43.53
0.457824463
1
No
No
NA



c.1052del
p.Lys351Arg

LKNRSV

01










fsTer15

TGVATK














KKKDAV














PKPPLS














PHKLSI














VREC













481
NM_017763.4
NP_060233.3:
230
IRQHPG
1087
HLA-A*68:
40.23
4.044168867
1
No
No
NA




p.Pro361Leu

HAHYHL

01










fsTer58

PAAYLL














GPSRSA














VARPPR














PGPFLP











:


SQEP











c.1082del
















482
NM_015208.4:
NP_056023.3:
232
KHMSLS
1088
HLA-A*
34.52
38.36741167
1
Yes
No
NA



c.4577del
p.Asn1526Met

YVANQE

02:01










fsTer10

PGILQQ














KNAVQI














ISSALD














TDNEST














KDTE













483
NM_017654.3:
NP_060124.2:
233
QIMLDM
1089
HLA-B*
3.78
1.136281689
1
No
No
NA



c.3073del
p.Ser1025Val

LTENLF

08:01










fsTer79

FDTGMG














KSKFLQ














DMHTLL














LTRHRD














EHEG













484
NM_003489.3:
NP_003480.2:
237
KVTLLQ
1090
HLA-B*
189.19
389.2543615
1
No
No
NA



c.1547del
p.Asn516Thr

LLLGHK

08:01










fsTer11

NEENVE














KNTSPQ














GVHNDV














SKFNTQ














NYAR













485
NM_015412.3:
NP_056227.2:
249
SFTQLS
1091
HLA-A*
31.58
12.3569003
1
No
No
NA



c.1155del
pLys385Asn

EEIQMA

11:01










fsTer33

VVWCRS














KKLKAQ














AIFLGN














KLLKSN














RLKH













486
NM_053043.2:
NP_444271.2:
254
PPRQPF
1092
HLA-C*
90.96
1.676333054
1
No
No
NA



c.1723_1724dup
p.Gln575His

LPGPGQ

16:01










fsTer76

PFLPTH














TQPNLQ














GPLHPP














LPPPHQ














PQPQ













487
NM_005788.3:
NP_005779.1:
261
TISLVA
1093
HLA-A*
29.48
22.74415789
1
No
No
NA



c.1147del
p.Trp383Gly

VSDVNK

68:01










fsTer12

HADRIA














FWDDVY














GFKMSC














MKKAVI














PEAV













488
NM_001330315.1:
NP_001317244.1:
271
LKTVGK
1094
HLA-C*
108.27
4.256775848
1
No
No
NA



c.742del
p.Cys248Ala

LTATQV

12:03










fsTer22

AKISFF














FCFVWF














LANLSY














QEALSD














TQVA













489
NM_014672.3:
NP_055487.2:
275
YLRKDE
1095
HLA-A*
65.82
1.085190394
1
Yes
No
NA



c.257dup
pLeu86Phe

GSNKQV

29:02










fsTer6

YSVPHF














FLAGAA














KERSQM














NSQTED














HALA













490
NM_001085471.1:
NP_001078940.1:
285
GESVLR
1096
HLA-A*
11.18
0.376201755
1
No
No
NA



c.287del
p.Pro96His

SVSPVQ

68:01










fsTer42

DLDDDT














PPSPAH














SDMPYD














ARQNPN














CKPP













491
NM_194318.3:
NP_919299.3:
288
VIQSQS
1097
HLA-B*
85.55
0.237459849
1
No
No
NA



c.238dup
p.Ser80Lys

NSFHAK

08:01










fsTer24

RAEQLK














KSILKQ














AADLTQ














ELPSVL














LLHQ













492
NM_001167856.2:
NP_001161328.1:
289
VSNDLK
1098
HLA-B*
216.03
5.827329507
1
No
No
NA



c.1109dup
p.Asn370Lys

YDAERD

08:01










fsTer9

LRDIGA














KNILVH














SLNKFK














YGKISS














KHNG













493
NM_014727.1:
NP_055542.1:
291
ARSSRV
1099
HLA-B*
3.4
9.786184901
1
No
No
NA



c.1656del
p.Lys553Asn

IKTPRR

07:02










fsTer52

FMDEDP














PKPPKV














EVSPVL














RPPITT














SPPV













494
NM_152243.2:
NP_689449.1:
298
PRSFLA
1100
HLA-A*
15.57
1.831096417
1
No
No
NA



c.289del
p.Arg97Gly

KKLQLV

11:01










fsTer115

RRVGAP














PRRMAS














PPAPSP














APPAIS














PIIK













495
NM_001135146.1:
NP_0011286181:
312
NGHIHF
1101
HLA-C*
74.17
0.711403012
1
No
No
NA



c.852dup
p.Glu285Arg

DNVSVV

16:01










fsTer59

SLQDGK














KEPSSC














TCLKGP














KLSEIG














TIAW













496
NM_006585.2:
NP_006576.2:
315
WAIKLA
1102
HLA-A*
48.59
0.69925027
1
No
No
NA



c.1575_1577del
p.Ile525del

TNAAVT

11:01












VLRVDQ














IIMAKP














AGGPKP














PSGKKD














WDDD













497
NM_001500.3:
NP_001491.1:
328
ARCPSA
1103
HLA-A*
6.67
0.128013097
1
No
No
NA



c.69_73dup
p.Val25Gly

RGSGDG

68:01










fsTer58

EMGKPR














NVALIT














GITGQD














GSYLAE














FLLE













498
NM_007214.4:
NP_009145.1:
330
KGGWQQ
1104
HLA-A*
29.25
0.878237466
1
No
No
NA



c.1585_1586del
p.Lys529Glu

KSKGPK

11:01










fsTer30

KTAKSK














KKKPLK














KKPTPV














LLPQSK














QQKQ













499
NM_001323897.1:
NP_0013108261:
336
FLLGRW
1105
HLA-B*
46.69
0.42503908
1
No
No
NA



c.1234dup
p.Thr412Asn

CYQVSH

08:01










fsTer7

LSWLEK














KTATAL














LESPLS














ATVEDA














LQSF













500
NM_144682.5:
NP_653283.3:
342
DSLKNV
1106
HLA-C*16:
160.79
4.067830853
1
No
No
NA



c.856dup
pCys286Leu

IARAIS

01










fsTer30

KLPIVH














FCSSKP














RVEYST














KIVEVF














CGKE













501
NM_019589.2:
NP_062535.2:
346
LPTMPP
1107
HLA-A*02:
45.02
74.31176528
1
No
No
NA



c.1646del
p.Pro549Leu

PVLPPS

01










fsTer98

LPPPVM














PPALPA














TVPPPG














MPPPVM














PPSL













502
NM_014718.3:
NP_055533.2:
347
DSEVAD
1108
HLA-B*07:
42.84
45.25526815
1
No
No
NA



c.2858del
pPro953His

SPSSDE

02










fsTer106

RRIIET














PPHRY



















Supplementary Table 9. List of the Top 100 most recurrent predicted MHC-I neoAgs, with immunogenic score,


obtained from the computational methods in the validation set.

































Reference


Number



Mutant
SEQ




Micro-
MS

Altered MS
deleted



Epitope
ID
Gene
Chromo-


satellite
Lengths
Variant
Length
nucleo-
Peptide


Sequence
NO
Name
some
Start
Stop
motif
(repeats)
Type
(repeats)
tides
Length





MSVCFFFFCY
503
CNOT1
chr16
58577316
58577328
A
13
FS
12
−1
10





VMSDTTYKIY
504
TTK
chr6
80751896
80751897
A
9
FS
8
−1
10





QAHPQVPAL
505
ZBTB20
chr3
114058002
114058003
G
7
FS
6
−1
9





FPITPPVWHIL
506
RNF43
chr17
56435160
56435161
G
7
FS
6
−1
11





FPITPPVWHIL
506
RNF43
chr17
56435160
56435161
G
7
FS
8
−1
11





VVHKKRGL
507
ACVR2A
chr2
148683685
148683686
A
8
FS
7
−1
8





RSAFPSRSL
126
MARC
chr6
114181210
114181220
A
11
FS
10
−1
9




KS














SRYPNICWF
508
CNOT1
chr16
58577316
58577328
A
13
FS
11
−1
9





MTTISRATW
509
XYLT2
chr17
48433967
48433973
C
7
FS
6
−1
9





SSWATCWPR
510
MXRA8
chr1
1290109
1290110
C
7
FS
6
−1
9





RVRAHPGLPR
511
TSC22
chr7
100075308
100075309
G
5
FS
4
−1
10




D4














STAHIPPLHLR
512
TCF7
chr5
133473764
133473765
C
7
FS
6
−1
11





LMLLRLNL
409
SEC31
chr4
83785564
83785565
A
9
FS
8
−1
8




A














LMLLRLNL
409
SEC31
chr4
83785564
83785565
T
9
FS
8
−1
8




A














HSYHLLQAY
422
SETD5
chr3
9486784
9486785
A
6
FS
5
−1
9





KRATFLLAL
424
MSH3
chr5
79970914
79970915
A
8
FS
7
−1
9





FSDSEGEGL
433
REST
chr4
57777065
57777068
AAG
4
FS
3
−2
9





YADQWTVL
435
STAT5
chr1
40461419
40461420
G
5
FS
4
−1
8




A














KSFTKNHSSK
450
ZNF585B
chr19
37676332
37676333
A
6
FS
5
−1
10





TEVTWWALRK
466
ITGB4
chr17
73733649
73733650
C
5
FS
4
−1
10





CLRPHRVQL
470
C7orf50
chr7
1037310
1037311
C
7
FS
6
−1
9





RLWNKTRCR
513
SH3B
chr1
26607374
26607375
C
4
FS
3
−1
9




GRL3














SSFLVSSSI
514
SPECC1L
chr22
24718455
24718456
NA
NA
FS
NA
−1
9





TFMPPPGHPPR
515
TMEM79
chr1
156255497
156255497
C
6
FS
7
1
11





KTNATFSLV
516
KDM4
chr9
7170005
7170006
A
7
FS
ins G
−1
9




C














AQTRDRWRK
517
MGME1
chr20
17950704
17950705
G
4
FS
3
−1
9





STEVEETQEK
518
ATP6V1G1
chr9
117359886
117359889
NA
NA
FS
NA
−2
10





TFKKKTYTC
519
SEC63
chr6
108214773
108214773
A
9
FS
10
1
9





LPPPGCGSW
520
TEAD3
chr6
35446236
35446237
C
4
FS
3
−1
9





HARGSSLITM
521
ITGA6
chr2
173330355
173330356
G
5
FS
4
−1
10





MNKDLLRVL
522
PPP4R3B
chr2
55800797
55800800
AGA
2
FS
1
−2
9





VAARWHGTL
523
GATA3
chr10
8100728
8100734
C
7
FS
8
1
9





VAISFKTVF
524
AVPR1A
chr12
63541343
63541348
T
6
FS
5
−1
9





QTHWRLYPK
525
CCDC168
chr13
103381996
103382004
T
9
FS
8
−1
9





LTMAPSCLR
526
TGM6
chr20
2384126
2384131
C
6
FS
5
.1
9





MPQACDGLTW
527
PRELP
chr1
203452549
203452554
C
6
FS
5
−1
10





SAWTGSVSV
528
TNR
chr1
175372615
175372620
G
6
FS
5
−1
9





YPAASAPCW
529
ZDHH
chr22
20130522
20130527
C
6
FS
5
−1
9




C8














LPSSTLWTF
530
ENTP
chr9
139945517
139945522
C
6
FS
5
−1
9




D2














LPCNVTFLM
531
PKHD1
chr6
51890015
51890021
T
7
FS
6
−1
9





YPTSVHYQTPW
532
TULP4
chr6
158923337
158923342
C
6
FS
5
−1
11





NSLPPAALR
533
CARM
chr16
67682131
67682136
C
6
FS
7
1
9




IL2














VAHDPPQSL
534
AMDH
chr16
2578619
2578625
C
7
FS
8
1
9




D2














SASGSPWPM
535
ARAF
chrX
47426415
47426420
C
6
FS
5
−1
9





LLFPASGEM
536
COL4
chr13
111156324
111156330
C
7
FS
6
−1
9




A2














APAPPTRCVW
537
MVK
chr12
110019240
110019245
C
6
FS
5
−1
10





SPQAPLRLW
538
BCOR
chrX
129190011
129190017
C
7
FS
6
−1
9




L1














SSHPRPLPA
539
BCL9L
chr11
118773097
118773098
C
15
FS
14
−1
9





SSARGWAPCK
540
THEM
chr1
28208611
28208612
C
5
FS
4
−1
10




IS2














IAKKMTSTL
541
TDRD15
chr2
21362231
21362232
A
7
FS
6
−1
9





RAMPSSGAA
542
SPTBN5
chr15
42145897
42145902
G
6
FS
5
−1
9





RTFCLTARR
543
PRX
chr19
40900434
40900436
TC
2
FS
1
−1
9





WACPHPRSL
544
TBC1
chrX
48419061
48419062
T
4
FS
3
−1
9




D25














FGPSLVRGLW
545
TMEM201
chr1
9673074
9673075
NA
NA
FS
NA
−1
10





SASSLAAAL
546
BARH
chr9
135464864
135464865
C
7
FS
6
−1
9




L1














SMRSTRWAR
547
SPG7
chr16
89598370
89598371
C
7
FS
6
−1
9





ATLSAAFARR
548
GZF1
chr20
23345851
23345852
A
5
FS
4
−1
10





SPFPPSSLHW
549
ZFR2
chr19
3831692
3831693
C
6
FS
5
−1
10





TAAACPTPV
550
JAG2
chr14
105614480
105614481
C
7
FS
6
−1
9





EAAPPSTSM
551
CSF1R
chr5
149460475
149460476
C
6
FS
5
−1
9





TTQAPLRAAR
552
SCN10
chr3
38766674
38766675
NA
NA
FS
NA
−1
10




A














RPFRTRMTW
553
MAGE
chrX
75004753
75004754
C
6
FS
5
−1
9




E2














SPSMGAMRW
554
ABCD1
chrX
152991548
152991549
G
5
FS
4
−1
9





CQPALLEQLF
555
BEST4
chr1
45250035
45250036
C
4
FS
3
−1
10





VSLPPPPLQR
556
KCNH4
chr17
40328259
40328265
G
7
FS
8
1
10





ATQEVQMRSR
557
IFFO2
chr1
19235144
19235145
C
5
FS
4
−1
10





SIFPFQKTL
558
PCDH9
chr13
67802152
67802153
C
5
FS
4
−1
9





SPHLPNPTW
559
YLPM1
chr14
75230470
75230471
G
6
FS
5
−1
9





SVSWSIPRR
560
EPHA2
chr1
16462198
16462199
C
6
FS
5
−1
9





LDTMSCPPWK
561
NECTI
chr19
45389229
45389230
A
4
FS
3
−1
10




N2














RAGGMAPAK
562
CEP250
chr20
34061365
34061367
TC
3
FS
2
−1
9





MASTVTEVLR
563
COL9
chr6
70991120
70991121
C
6
FS
5
−1
10




A1














TLQPASGSK
564
PYGO2
chr1
154932027
154932027
C
7
FS
8
1
9





RSRAPRTATR
565
TBX2
chr17
59482061
59482066
C
6
FS
5
−1
10





VAPTPQRPL
566
KMT2
chr19
36210764
36210770
C
7
FS
6
−1
9




B














HPLVATQAL
567
OBSC
chr1
228559449
228559450
G
7
FS
6
−1
9




N














QVWTAATLR
568
DOCK3
chr3
51417603
51417604
C
7
FS
6
−1
9





LSASASTSL
569
ADGR
chr2
26534412
26534413
G
7
FS
6
−1
9




F3














CAAWSSTRPW
570
CUED
chr17
55962834
55962835
C
6
FS
5
−1
10




C1














SAAAPRHSR
571
GJA3
chr13
20716371
20716372
C
5
FS
4
−1
9





FMQNIRIPI
572
GDF11
chr12
56143493
56143494
A
5
FS
4
−1
9





RKSHRFASGK
573
PRR14
chr22
32099548
32099549
C
6
FS
5
−1
10




L














STRPWTTSR
574
CUED
chr17
55962881
55962882
G
5
FS
4
−1
9




C1














TAAMGPHTY
575
HOXA3
chr7
27147845
27147846
C
5
FS
4
−1
9





MTVKNLIQF
576
PSME4
chr2
54093344
54093346
A
8
FS
6
−1
9





LPQHAPHTLLY
577
PPM1
chr12
63195699
63195699
G
5
FS
6
1
11




H














SMATVARAPR
578
TMEM143
chr19
48866745
48866750
C
6
FS
7
1
10





CLGLWCSPR
579
TBC1
chr11
67176564
67176565
C
7
FS
6
−1
9




D10C














QFFEIKSR
580
VASH1
chr14
77237566
77237569
AGA
2
FS
1
−2
8





WRPSVGLFSM
581
TFAP2
chr6
50683292
50683293
G
4
FS
3
−1
10




D














HGQPVLSHR
582
AHDC1
chr1
27878527
27878528
C
14
FS
13
−1
9





APSWSSRRW
583
LARP6
chr15
71125203
71125204
T
5
FS
4
−1
9





FSVMIPPM
584
PXDN
chr2
1652959
1652960
C
7
FS
6
−1
8





SPWTSRRGPPW
585
TMEM132D
chr12
130184704
130184705
C
7
FS
6
−1
11





ALRSPFLQGR
586
MEFV
chr16
3304412
3304417
G
6
FS
5
−1
10





KMERFWKLIR
587
EML6
chr2
55122479
55122480
A
6
FS
5
−1
10





MNMKMKTF MK
588
CD79A
chr19
42383609
42383610
C
6
FS
5
−1
10





KGATYTPRHPR
589
PLEK
chr1
150131249
150131254
C
6
FS
5
−1
11




HO1














SSPTHVRAA
590
FIZ1
chr19
56109216
56109217
C
4
FS
3
−1
9





KMWEPPMVL
591
ZHX2
chr8
123965544
123965545
A
6
FS
5
−1
9
































Pre-











Bind-


dicted











ing


in








Wild-


Af-
Tumor

the
Eli-
Eli-


SEQ


Immuno-
type
SEQ

fin-
Abun-
Sample
Dis-
spot
spot


ID


genicity
se-
ID
HLA
ity
dance
Recur-
covery
test-
reac-


NO
HGVSc
HGVSp
Score
quence
NO
Allele
(nM)
(TPM)
rence
Set
ed
tive





503
NM_206999.2:
NP_996882.1:
1863
ILDCNS
1109
HLA-
35.1
0
5
No
No
NA



c.4628del
p.Leu1544Cys

VRQSIM

A*29:










fsTer11

SVCFFF

02












FLLYSQ














HDV













504
NM_003318.4:
NP_003309.2:
5
HYSGGE
1017
HLA-
18.66
75.69082705
3
No
No
NA



c.2560del
p.Arg854Gly

SHNSSS

A*29:










fsTer39

SKTFEK

02












KRGKK













505
NM_001164342.2:
NP_001157814.1:
67
HKTLLE
951
HLA-
33.03
15.82316283
3
Yes
No
NA



c.2075de1
p.Pro692Leu

RHVALH

C*16:










fsTer43

SASNGT

01












PPAGTP














PGARAG














PPGVVA














CTEG













506
NM_017763.4:
NP_060233.3:
570
FNLQKS
784
HLA-
408.69
105.9103245
3
Yes
No
NA



c.1976del
p.Gly659Val

SLSARH

B*35:










fsTer41

PQRKRR

03












GGPSEP














TPGSRP














QDATVH














PACQ













506
NM_017763.4:
NP_060233.3:
570
FNLQKS
784
HLA-
408.69
105.9103245
3
Yes
No
NA



c.1976del
pGly659Val

SLSARH

B*35:










fsTer41

PQRKRR

03












GGPSEP














TPGSRP














QDATVH














PACQ













507
NM_001278579.1:
NP_001265508.1:
746
EIGQHP
889
HLA-
641.47
82.22872638
3
Yes
Yes
No



c.1310de1
p.Lys437Arg

SLEDMQ

B*08:










fsTer5

EVVVHK

01












KKRPVL














RDYWQK














HAGMAM














LCET













126
NM_002356.5:
NP_002347.5:
1523
PKAEDG
888
HLA-
19.82
0
3
Yes
Yes
No



c.464del
p.Lys155Arg

ATPSPS

C*16:










fsTer12

NETPKK

01












KKKRFS














FKKSFK














LSGFSF














KKNK













508
NM_206999.2:
NP_996882.1:
1596
IILDCN
1110
HLA-
78.84
0
3
No
No
NA



c.4627_4628del
pPhe1543Ser

SVRQSI

C*07:










fsTer22

MSVCFF

01












FFLLYS














QHDV













509
NM_022167.2:
NP_071450.2:
1677
VNQEVL
859
HLA-
6.73
0
3
No
No
NA



c.1584del
p.Gly529Ala

EILDFH

B*57:










fsTer78

LYGSYP

01












PGTPAL














KAYWEN














TYDAAD














GPSG













510
NM_001282585.1:
NP_001269514.1:
2122
HERRVF
1111
HLA-
12.35
0
3
Yes
No
NA



c.901del
p.Arg301Gly

HLTVAE

A*33:










fsTer107

PHAEPP

01












PRGSPG














NGSSHS














GAPGPD














PTLA













511
NM_030935.3:
NP_112197.1:
3401
DLEPHS
1112
HLA-
76.76
0
3
No
No
NA



c.353del
p.Gly118Ala

FGGLLE

A*11:










fsTer99

GIRGAS

01












GGAGGR














SLDSRL














ELASLG














LGAP













512
NM_001346425.1:
NP_001333354.1:
4114
GAGQHP
1113
HLA-
125.65
0
3
Yes
No
NA



c.463del
p.His155Thr

QPQPPL

A*11:










fsTer44

HKANQP

01












PHGVPQ














LSLYEH














FNSPHP














TPAP













409
NM_001318120.1:
NP_001305049.1:
7
DQLQQA
789
HLA-
55.29
113.4902951
2
Yes
No
NA



c.1384de1
p.Ile462Leu

VQSQGF

B*08:










fsTer16

INYCQK

01












KIDASQ














TEFEKN














VWSFLK














VNFE













409
NM_001318120.1:
NP_001305049.1:
7
DQLQQA
789
HLA-
55.29
113.4902951
2
Yes
No
NA



c.1384de1
p.Ile462Leu

VQSQGF

B*08:










fsTer16

INYCQK

01












KIDASQ














TEFEKN














VWSFLK














VNFE













422
NM_001080517.2:
NP_001073986.1:
42
NYKVDC
1032
HLA-
11.33
117.8533251
2
No
No
NA



c.1246de1
p.Arg416Gly

ACHKGN

C*12:










fsTer34

RNCPIQ

03












KRNPNA














TELPLL














PPPPSL














PTIG













424
NM_002439.4:
NP_002430.3:
44
STSYLL
830
HLA-
54.4
53.93262102
2
Yes
No
NA



c.1148del
p.Lys383Arg

CISENK

C*07:










fsTer32

ENVRDK

01












KKGNIF














IGIVGV














QPATGE














VVFD













433
NM_005612.4:
NP_005603.3:
75
ERQMAE
1042
HLA-
27.97
54.50562555
2
No
No
NA



c.266_268del
p.Glu89del

LMPVGD

C*08:












NNFSDS

02












EEGEGL














EESADI














KGEPHG














LENM













435
NM_001288718.1:
NP_001275647.1:
77
KPQIKQ
1044
HLA-
16.97
5.537065595
2
No
No
NA



c.2144de1
p.Gly715Ala

VVPEFV

C*08:










fsTer101

NASADA

02












GGSSAT














YMDQAP














SPAVCP














QAPY













450
NM_152279.3:
NP_689492.3:
125
IHTGEK
1059
HLA-
72.36
26.87688773
2
No
No
NA



c.2106del
p.Lys702Asn

PYECSD

A*11:










fsTer32

CGKSFT

01












KKSQLQ














VHQRIH














TGEKPY














VCAE













466
NM_000213.4:
NP_000204.3:
167
VLVHKK
1073
HLA-
127.32
44.63939167
2
No
No
NA



c.2149del
p.Leu717Cys

KDCPPG

A*11:










fsTer52

SFWWLI

01












PLLLLL














LPLLAL














LLLLCW














KYCA













470
NM_001318252.1:
NP_001305181.1:
176
VQKAEA
1076
HLA-
23.18
0.153634394
2
No
No
NA



c.535del
p.Leu179Cys

LMRELD

B*08:










fsTer136

EEGSDP

01












PLPGRA














QRIRQV














LQLLS













513
NM_031286.3:
NP_112576.1:
479
DISQDN
1114
HLA-
111.3
8.755807231
2
No
No
NA



c.171del
p.Lys58Arg

ALRDEM

A*74:










fsTer33

RALAGN

01












PKATPP














QIVNGD














QYCGDY














ELFV













514
NM_015330.4:
NP_056145.4:
497
KSGRYM
1115
HLA-
35.14
3.432981809
2
No
No
NA



c.1508del
p.Arg503Leu

ELEQRY

C*12:










fsTer14

MDLAEN

03












ARFERE














QLLGVQ














QHLSNT














LKMA













515
NM_032323.2:
NP_115699.1:
505
DLIVRC
1116
HLA-
99.78
0.16475748
2
No
No
NA



c.487dup
p.Arg163Pro

EAGEGE

A*33:










fsTer9

CRTFMP

01












PRVTHP














DPTERK














WAEAVV














RPPG













516
NM_001146694.1:
NP_001140166.1:
538
HVSQAQ
1085
HLA-
393.64
25.68193545
2
No
No
NA



c.3110de1
p.Ser1037Thr

QETYLG

C*16:










fsTer37

FWINSK

01












KSQCNI














FLSGTY













517
NM_001310338.1:
NP_001297267.1:
611
EKYSNL
1117
HLA-
350.66
19.27029849
2
No
No
NA



c.206del
p.Pro69Arg

VQSVLS

A*11:










fsTer14

SRGVAQ

01












TPGSVE














EDALLC














GPVSKH














KLPN













518
NM_004888.3:
NP_004879.1:
639
KAKEAA
1118
HLA-
248.43
0.311391637
2
No
No
NA



c.223225del
pLys75del

ALGSRG

A*11:












SCSTEV

01












EKETQE














KMTILQ














TYFRQN














RDEV













519
NM_007214.4:
NP_009145.1:
778
GGWQQK
1119
HLA-
415.63
0.687542718
2
No
No
NA



c.1586dup
pLys530Glu

SKGPKK

B*08:










fsTer30

TAKSKK

01












KKPLKK














KPTPVL














LPQSKQ














QKQK













520
NM_003214.3:
NP_003205.2:
854
QIVSAS
1120
HLA-
179.51
1.409435347
2
No
No
NA



c.454del
pGln152Arg

VLQNKF

B*53:










fsTer115

SPPSPL

01












PQAVFS














TSSRFW














SSPPLL














GQQP













521
NM_001079818.1:
NP_001073286.1:
1061
LQRANR
1121
HLA-
307.06
1.322184587
2
No
No
NA



c.276del
p.Pro93His

TGGLYS

C*12:










fsTer37

CDITAR

03












GPCTRI














EFDNDA














DPTSES














KEDQ













522
NM_001122964.1:
NP_001116436.1:
1086
VEHHTY
1122
HLA-
527.11
5.084704108
2
No
No
NA



c.1720_1722del
p.Arg574del

HIKNYI

C*12:












MNKDLL

03












RRVLVL














MNSKHT














FLALCA














LRFM













523
NM_001002295.1:
NP_001002295.1:
1521
PITTYP
1123
HLA-
16.01
0
2
No
No
NA



c.708_709insC
p.Ser237Gln

PYVPEY

C*16:










fsTer67

SSGLFP

01












PSSLLG














GSPTGF














GCKSRP














KARS













524
NM_000706.4:
NP_000697.1:
1535
ITALLG
1124
HLA-
10.5
0
2
No
No
NA



c.1052del
pPhe351Leu

SLNSCC

C*16:










fsTer19

NPWIYM

01












FFSGHL














LQDCVQ














SFPCCQ














NMKE













525
NM_001146197.1:
NP_001139669.1:
1571
PHHDDI
1125
HLA-
10.16
0
2
Yes
No
NA



c.21050del
p.Phe7017Leu

NFYSER

A*68:










fsTer25

KQNRPF

01












FFACVP














ADSLEV














IPKTIR














WTIP













526
NM_198994.2:
NP_945345.2:
1572
ARQDLG
1126
HLA-
28.77
0
2
Yes
No
NA



c.1078del
p.Gln360Arg

PSYNGW

A*11:










fsTer99

QVLDAT

01












PQEESE














GVFRCG














PASVTA














IREG













527
NM_002725.3:
NP_002716.1:
1633
LPPGPP
1127
HLA-
4.28
0
2
No
No
NA



c.242del
p.Pro81Leu

SIFPDC

B*53:










fsTer61

PRECYC

01












PPDFPS














ALYCDS














RNLRKV














PVIP













528
NM_003285.2:
NP_003276.3:
1635
WFGKNC
1128
HLA-
22.62
0
2
No
No
NA



c.636del
p.Val213Cys

SEPYCP

C*12:










fsTer52

LGCSSR

03












GVCVDG














QCICDS














EYSGDD














CSEL













529
NM_001185024.1:
NP_001171953.1:
1645
RRGGDH
1129
HLA-
4.61
0
2
No
No
NA



c.1374de1
p.Thr459Arg

VALQPL












fsTer177

RSEGGP














PTPHRS














IFAPHA














LPNRNG

B*53:












SLSY

01











530
NM_203468.2:
NP_982293.1:
1646
WVGRWF
1130
HLA-
5.76
0
2
No
No
NA



c.610del
p.Gly204Val

RPRKGT

B*53:










fsTer171

LGAMDL

01












GGASTQ














ITFETT














SPAEDR














ASEV













531
NM_138694.3:
NP_619639.3:
1673
TADEPM
1131
HLA-
25.63
0
2
No
No
NA



c.4592del
p.Phe1531Leu

VFVDDQ

B*53:










fsTer61

LPCNVT

01












FFNASH














VVCQTR














DLAPGP














HYLS













532
NM_020245.4:
NP_064630.2:
1701
CLKKGD
1132
HLA-
11.74
0
2
No
No
NA



c.2647del
p.Leu883Trp

FSLYPT

B*53:










fsTer43

SVHYQT

01












PLGYER














ITTFDS














SGNVEE














VCRP













533
NM_001013838.1:
NP_001013860.1:
1723
RAGRGG
1133
HLA-
53.26
0
2
No
No
NA



c.1253_1254insC
p.Gln419Ala

LGPPAG

A*33:










fsTer112

VANSLP

01












PQLFAA














VSRGCC














TSLTHL














DASR













534
NM_001145815.1:
NP_001139287.1:
1739
PDPLGP
1134
HLA-
16.85
0
2
No
No
NA



c.1035_1036insC
p.Arg346Gln

RSQPAC

C*12:










fsTer56

QVAHDP

03












PRACPL














CSQGTK














TLSGSI














APMD













535
NM_001256196.1:
NP_001243125.1:
1762
GQSFST
1135
HLA-
52.13
0
2
No
No
NA



c.772del
p.Arg258Gly

DAAGSR

C*12:










fsTer37

GGSDGT

03












PRGSPS














PASVSS














GRKSPH














SKSP













536
NM_001846.2:
NP_001837.2:
1922
QGRRGP
1136
HLA-
184.44
0
2
No
No
NA



c.4275del
p.Gly1426Glu

PGAPGE

C*12:










fsTer33

MGPQGP

03












PGEPGF














RGAPGK














AGPQGR














GGVS













537
NM_000431.2:
NP_000422.1:
2011
KORALP
1137
HLA-
273.02
0
2
No
No
NA



c.417del
pAla141Arg

SLDIVV

B*53:










fsTer18

WSELPP

01












GAGLGS














SAAYSV














CLAAAL














LTVC













538
NM_001184772.2:
NP_001171701.1:
2059
SSQLLT
898
HLA-
225
0
2
Yes
No
NA



c.5264de1
p.Pro1755Gln

PAERPG

B*53:










fsTer20

GLDDRS

01












PPGSSE














TVELVR














YEPDLL














RLLG













539
NM_182557.2:
NP_872363.1:
2070
GPPGGA
1138
HLA-
61.17
0
2
No
No
NA



c.1354del
p.Gln452Ser

GEGGPP

C*16:










fsTer11

AQAPPP

01












PQQPPT














APPSGL














KKYEEP














LQSM













540
NM_001105556.1:
NP_001099026.1:
2221
HFIKPL
1139
HLA-
22.42
0
2
No
No
NA



c.781del
p.Leu261Cys

LLSEVL

A*11:










fsTer34

AWEGPF

01












PLSMEI














LEVPEG














RPIFLS














PWVG













541
NM_001306137.1:
NP_001293066.1:
2253
YFKKLV
1140
HLA-
29.2
0
2
No
No
NA



c.1899de1
p.Asp634Met

LNKAIL












fsTer6

LQVIAK














KDDKYT














VNIQSV














EASENI

C*12:












DVIS

03











542
NM_016642.3:
NP_057726.4:
2270
ARLQTE
1141
HLA-
343.16
0
2
No
No
NA



c.9862del
pGly3288Ala

ACRLGQ

C*12:










fsTer40

LHPAAP

03












GGLAKV














QEAWAT














LQAKAQ














ERGQ













543
NM_181882.2:
NP_870998.2:
2295
VGGEGA
1142
HLA-
29.03
0
2
No
No
NA



c.3823_3824del
p.Ser1275Thr

EEQPPG

A*11:










fsTer49

AERTFC

01












LSLPDV














ELSPSG














GNHAEY














QVAE













544
NM_002536.2:
NP_002527.1:
2355
ASPTGD
1143
HLA-
19.95
0
2
No
No
NA



c.1769del
p.Pro590Arg

MAVGSP

C*12:










fsTer118

LMQEVG

03












SPKDPG














KSLPPV














PPMGLP














PPQE













545
NM_001130924.2:
NP_001124396.2:
2364
SEEAAT
1144
HLA-
20.77
0
2
No
No
NA



c.1936de1
p.Leu646Trp

WRGRFG












fsTer3

PSLVRG














LLAVSL














AANALF














TSVFLY

B*53:












QSLR

01











546
NM_020064.3:
NP_064448.1:
2392
RILIHG
1145
HLA-
29.29
0
2
No
No
NA



c.946del
pLeu316Trp

LQGASE

C*12:










fsTer184

PPPPLP

03












PLAGVL














PRAAQP














R













547
NM_003119.2:
NP_003110.1:
2420
RFLQLG
1146
HLA-
13.52
0
2
No
No
NA



c.1053del
pGly352Ala

AKVPKG

A*33:










fsTer87

ALLLGP

01












PGCGKT














LLAKAV














ATEAQV














PFLA













548
NM_001317012.1:
NP_001303941.1:
2463
CPQDQS
1147
HLA-
36.4
0
2
No
No
NA



c.836del
p.Asn279Met

PDRVGT

A*11:










fsTer55

EMEQVS

01












KNEGCQ














AGAELE














ELSKKA














GPEE













549
NM_015174.1:
NP_055989.1:
2505
PTATGV
1148
HLA-
29.53
0
2
No
No
NA



c.563del
pPro188Arg

QPESSA

B*53:










fsTer239

SIVTSY

01












PPPSYN














PTCTAY














TAPSYP














NYDA













550
NM_002226.4:
NP_002217.3:
2531
SNGGTC
1149
HLA-
54.82
0
2
No
No
NA



c.2220del
pGly741Ala

YDSGDT

C*12:










fsTer21

FRCACP

03












PGWKGS














TCAVAK














NSSCLP














NPCV













551
NM_005211.3:
NP_005202.2:
2576
GATVTL
1150
HLA-
92.3
0
2
No
No
NA



c.161del
p.Pro54His

RCVGNG

C*12:










fsTer58

SVEWDG

03












PPSPHW














TLYSDG














SSSILS














TNNA













552
NM_006514.3:
NP_006505.3:
2595
SEDLAP
1151
HLA-
53.28
0
2
No
No
NA



c.3218del
p.Val1073Ala

SLGETW

A*33:










fsTer20

KDESVP

01












QVPAEG














VDDTSS














SEGSTV














DCLD













553
NM_138703.4:
NP_619648.1:
2633
IQATNA
1152
HLA-
89.
0
2
Yes
No
NA



c.133del
p.Gln45Ser

SGSPTS

B*53:










fsTer27

MLVVDA

01












PQCPQA














PINSQC














VNTSQA














VQDP













554
NM_000033.3:
NP_000024.2:
2650
RAFSPK
1153
HLA-
27.18
0
2
No
No
NA



c.832del
p.Glu278Ser

FGELVA

B*53:










fsTer58

EEARRK

01












GELRYM














HSRVVA














NSEEIA














FYGG













555
NM_153274.2:
NP_695006.1:
2697
APAAQT
1154
HLA-
78.82
0
2
No
No
NA



c.1268del
pPro423Arg

PLLGRF

B*53:










fsTer97

LGVGAP

01












SPAISL














RNFGRV














RGTPRP














PHLL













556
NM_012285.2:
NP_036417.1:
2808
NVFEPK
1155
HLA-
388.96
0
2
No
No
NA



c.641_642insG
p.Ser215Val

PSVPEY

A*11:










fsTer39

KVASVG

01












GSRCLL














LHYSVS














KAIWDG














LILL













557
NM_001136265.1:
NP_001129737.1:
2810
METCRR
1156
HLA-
133.72
0
2
No
No
NA



c.1464de1
p.Ser489Ala

LIKGSA

A*11:










fsTer32

DRNSPS

01












PSSVAS














SDSGST














DEIQDE














FERE













558
NM_203487.2:
NP_982354.1:
2829
FFRLIK
1157
HLA-
93.61
0
2
No
No
NA



c.420del
p.Met141Cys

IKIIVK

C*12:










fsTer16

DTNDNA

03












PMFPSP














VINISI














PENTLI














NSRF













559
NM_019589.2:
NP_062535.2:
2875
LQPHHL
1158
HLA-
63.56
0
2
No
No
NA



c.284del
p.Gly95Ala

PPPPLP

B*53:










fsTer124

PPPVMP

01












GGGYGD














WQPPPP














PMPPPP














GPAL













560
NM_004431.3:
NP_004422.2:
2976
KVRLEG
1159
HLA-
43.85
0
2
Yes
No
NA



c.1379del
p.Pro460Arg

RSTTSL

A*11:










fsTer33

SVSWSI

01












PPPQQS














RVWKYE














VTYRKK














GDSN













561
NM_001042724.1:
NP_001036189.1
2987
AEEDED
1160
HLA-
37.69
0
2
No
No
NA



c.1236de1
:p.Ala413Arg

LEGPPS

A*11:










fsTer82

YKPPTP

01












KAKLEA














QEMPSQ














LFTLGA














SEHS













562
NM_007186.5:
NP_009117.2:
3014
GERDTL
1161
HLA-
185.42
0
2
No
No
NA



c.1382_1383del
pLeu461Gln

AGQTVD

A*11:










fsTer80

LQGEVD

01












SLSKER














ELLQKA














REELRQ














QLEV













563
NM_001851.4:
NP_001842.3:
3030
TTDERG
1162
HLA-
3.52
0
2
No
No
NA



c.848del
pPro283Leu

PPGEQG

A*68:










fsTer45

PPGPPG

01












PPGVPG














IDGIDG














DRGPKG














PPGP













564
NM_138300.3:
NP_612157.1:
3059
RQPPPF
1163
HLA-
147.32
0
2
No
No
NA



c.448dup
p.Gln150Pro

PPNPMG

A*11:










fsTer27

PAFNMP

01












PQGPGY














PPPGNM














NFPSQP














FNQP













565
NM_005994.3:
NP_005985.3:
3075
CKPERD
1164
HLA-
408.47
0
2
No
No
NA



c.987del
p.Ala330Arg

GAESDA

A*74:










fsTer38

SSCDPP

01












PAREPP














TSPGAA














PSPLRL














HRAR













566
NM_014727.1:
NP_055542.1:
3198
KHKTTP
1165
HLA-
303.52
0
2
No
No
NA



c.521del
p.Pro174Gln

LPPPRL

C*12:










fsTer20

ADVAPT

03












PPKTPA














RKRGEE














GTERMV














QALT













567
NM_001271223.2:
NP_001258152.2:
3214
PSSEAC
1166
HLA-
10.87
0
2
No
No
NA



c.23848del
p.Ala7950Pro

GEAQRL

B*07:










fsTer79

PSAPSG

02












GAPIRD














MGHPQG














SKQLPS














TGGH













568
NM_004947.4:
NP_004938.1:
3229
KGHYSL
877
HLA-
16.83
0
2
Yes
Yes
No



c.5555del
pPro1852Gln

HFDAFH

A*68:










fsTer45

HPLGDT

01












PPALPA














RTLRKS














PLHPIP














ASPT













569
NM_001145168.1:
NP_001138640.1:
3279
TDGSPH
1167
HLA-
107.53
0
2
Yes
No
NA



c.2183de1
p.Gly728Val

CVFWDH

C*12:










fsTer46

SLFQGR

03












GGWSKE














GCQAQV














ASASPT














AQCL













570
NM_001271875.1:
NP_001258804.1:
3418
SGGGGT
1168
HLA-
165.61
0
2
No
No
NA



c.91del
p.Gln31Arg

AGARGG

B*53:










fsTer57

GGGTAA

01












PQELNN














SRPARQ














VRRLEF














NQAM













571
NM_021954.3:
NP_068773.2:
3555
ERQPPA
1169
HLA-
134.62
0
2
No
No
NA



c.1056del
p.Ser353Ala

LKAYPA

A*33:










fsTer46

ASTPAA

01












PSPVGS














SSPPLA














HEAEAG














AAPL













572
NM_005811.3:
NP_005802.1:
3605
PKRYKA
1170
HLA-
159.34
0
2
No
No
NA



c.1056del
pLys352Asn

NYCSGQ

C*12:










fsTer131

CEYMFM

03












QKYPHT














HLVQQA














NPRGSA














GPCC













573
NM_173566.2:
NP_775837.2:
3633
GLDELD
1171
HLA-
222.46
0
2
No
No
NA



c.5987del
pPro1996Gln

GVKAAC

A*11:










fsTer42

PCPQSS

01












PPEQKE














AEPEKR














PKKVSQ














IRIR













574
NM_001271875.1:
NP_001258804.1:
3647
MTSLFR
1172
HLA-
204.08
0
2
Yes
No
NA



c.44del
p.Gly15Val

RSSSGS

A*11:










fsTer73

GGGGTA

01












GARGGG














GGTAAP














QELNN













575
NM_030661.4:
NP_109377.1:
3670
PPPPQK
1173
HLA-
32.16
0
2
No
No
NA



c.1020del
p.Asp341Thr

RYTAAG

C*12:










fsTer35

AGAGGT

03












PDYDPH














AHGLQG














NGSYGT














PHIQ













576
NM_014614.2:
NP_055429.2:
3730
LMNLSA
1174
HLA-
145.44
0
2
No
No
NA



c.5412_5413del
p.Lys1804Asn

HLNDPQ

C*12:










fsTer11

PIEMTV

03












KKTLSN














FRRTHH














DNWQEH














KQQF













577
NM_020700.1:
NP_065751.1:
3860
TPANSR
1175
HLA-
178.69
0
2
No
No
NA



c.652dup
p.Ala218Gly

TLTRAA

B*53:










fsTer21

SLRGGV

01












GAPGSP














STPPTR














FFTEKK














IPHE













578
NM_018273.2:
NP_060743.2:
3894
ELWLRL
1176
HLA-
445.99
0
2
No
No
NA



c.66_67insG
pVal23Gly

RGKGLA

A*74:










fsTer105

MLHVTR

01












GVWGSR














VRVWPL














LPALLG














PPRA













579
NM_198517.3:
NP_940919.1:
4106
RGACPG
954
HLA-
220.38
0
2
Yes
No
NA



c.960del
pAla321Arg

LLETLG

A*33:










fsTer100

ALRAIP

01












PAQLQE














EAFMSQ














VHSVVL














SERD













580
NM_014909.4:
NP_055724.1:
4161
RYIREL
1177
HLA-
266.97
0
2
No
No
NA



c.437_439del
pLys146del

QYNHTG

A*33:












TQFFEI

01












KKSRPL














TGLMDL














AKEMTK














EALP













581
NM_172238.3:
NP_758438.2:
4512
GSQYGM
1178
HLA-
312.69
0
2
No
No
NA



c.507del
pLeu170Trp

HPDQRL

B*53:










fsTer27

LPGPSL

01












GLAAAG














ADDLQG














SVEAQC














GLVL













582
NM_001029882.2:
NP_001025053.1:
4520
VCSSPD
1179
HLA-
335.61
0
2
No
No
NA



c.99del
p.Thr34Pro

YLREPK

A*33:










fsTer83

YYPGGP

01












PTPRPL














LPTRPP














ASPPDK














AFST













583
NM_018357.2:
NP_060827.2:
4556
TPQKNG
1180
HLA-
371.96
0
2
No
No
NA



c.663del
p.Phe221Leu

RVQEKV

B*53:










fsTer56

MEHLLK

01












LFGTFG














VISSVR














ILKPGR














ELPP













584
NM_012293.1:
NP_036425.1:
4957
HCSNVC
1181
HLA-
230.37
0
2
No
No
NA



c.2592del
p.Asn865Met

SNDPPC

C*12:










fsTer25

FSVMIP

03












PNDSRA














RSGARC














MFFVRS














SPVC













585
NM_133448.2:
NP_597705.2:
5019
DLGLCV
901
HLA-
342.49
0
2
No
No
NA



c.618del
p.Thr207Arg

AELELL

B*53:










fsTer75

SSWFSP

01












PTVVAG














RRKSVD














QPEGTP














VELY













586
NM_000243.2:
NP_000234.1:
5037
EVRLRR
1182
HLA-
643.06
0
2
No
No
NA



c.655del
p.Gly219Ala

NASSAG

A*74:










fsTer43

RLQGLA

01












GGAPGQ














KECRPF














EVYLPS














GKMR













587
NM_001039753.2:
NP_001034842.2:
5191
NPSIRA
1183
HLA-
353.07
0
2
No
No
NA



c.2930del
p.Asn977Met

ITLGHG

A*74:










fsTer13

HILVGT

01












KNGEIL














EIDKSG














PMTLLV














QGHM













588
NM_001783.3:
NP_001774.1:
5332
NESYQQ
1184
HLA-
153.03
0
2
No
No
NA



c.390del
p.Arg131Gly

SCGTYL

A*11:










fsTer61

RVRQPP

01












PRPFLD














MGEGTK














NRIITA














EGII













589
NM_016274.4:
NP_057358.2:
5544
ASSLSR
1185
HLA-
478.42
0
2
No
No
NA



c.766del
p.Gln256Arg

PWEKTD

A*74:










fsTer6

KGATYT

01












PQAPKK














LTPTEK














GRCASL














EEIL













590
NM_032836.2:
NP_116225.2:
5776
MDDVPA
1186
HLA-
380.41
0
2
No
No
NA



c.15del
p.Ala6Pro

PTPAPA

C*12:










fsTer61

PPAAAA

03












PRVPFH














CS













591
NM_014943.3:
NP_055758.1:
6090
KLRDSM
1187
HLA-
352.11
0
2
No
No
NA



c.1800del
p.Gly601Ala

EQAVLD

C*12:










fsTer22

SMGSGK

03












KGQDVG














APNGAL














SRLDQL














SGAQ
















SUPPLEMENTARY TABLE 10





List of the Top 100 most immunogenic predicted MHC-II neoAgs, with higher immunogenicity, obtained from


the computational methods in the validation set.

































Reference

Altered

Pep-


Mutant





Micro-
MS

MS
Number 
tide


Epitope
SEQ ID
Gene
Chromo-


satellite
lengths
Variant
Length 
deleted
Len-


Sequence
NO
Name
some
Start
Stop
motif
(repeats)
Type
(repeats)
nucleotides
gth





CQKKLMLLRL
592
SEC31A
chr4
83785564
83785565
T
9
FS
8
−1
15


NLRKM
















DSQHVNLFLT
593
CEP162
chr6
84896232
84896233
T
8
FS
7
−1
15


KMMRM
















TYKVKAAASA
594
TCF7L2
chr10
114925316
114925317
A
9
FS
8
−1
15


HPLQM
















QLFVMSDTTY
595
TTK
chr6
80751896
80751897
A
9
FS
8
−1
15


KIYWT
















EPVLSSLTSL
596
RNF43
chr17
56448297
56448298
G
6
FS
5
−1
15


RIELL
















RLIIQNLKSV
597
TGS1
chr8
56711598
56711599
A
6
FS
5
−1
15


RAYLQ
















LGGLIKLKLN
598
ALMS1
chr2
73800080
73800081
A
7
FS
6
−1
15


RLNLI
















IISLFITKAY
599
ZBTB41
chr1
197145702
197145703
T
7
FS
6
−1
15


TLERK
















SILLHLIVLN
600
SREK1IP1
chr5
64020297
64020298
A
7
FS
6
−1
15


SPESN
















SFLFLRQRAT
601
EPC2
chr2
149447828
149447829
A
8
FS
7
−1
15


STITI
















ELGILTSFGV
602
YLPM1
chr14
75283720
75283721
T
6
FS
5
−1
15


QQKPR
















GNINLTFFTT
603
LIPT1
chr2
99778780
99778781
A
8
FS
7
−1
15


KKSMI
















QARLCLIVSR
604
MSH3
chr5
79970914
79970915
A
8
FS
7
−1
15


TLLLV
















VSFWTLLPTT
605
SLC3A2
chr11
62649528
62649529
A
8
FS
7
−1
15


GVRTR
















RSLTCVLSVG
606
ZNF585B
chr19
37676332
37676333
A
6
FS
5
−1
15


RPLAT
















RPRLLLARTS
607
MED19
chr11
57479666
57479667
G
13
FS
12
−1
15


QELAV
















GKLMHVLYFS
608
KDM4C
chr9
7170005
7170006
A
7
FS
ins G
−1
15


SNEVT
















LQEWSRAISG
609
TNRC6A
chr16
24802365
24802366
G
7
FS
6
−1
15


GIAKR
















RGPLTSAPSA
610
ZBTB20
chr3
114058002
114058003
G
7
FS
6
−1
15


QQSLT
















KKNLCLLKSG
611
ANTXR2
chr4
80905989
80905990
C
8
FS
7
−1
15


QLWML
















KTEIQLTMND
612
BMPR2
chr2
203420129
203420130
A
7
FS
6
−1
15


SKHKL
















QKGILMLQNC
613
SETD5
chr3
9486784
9486785
A
6
FS
5
−1
15


HSYHL
















PGMLFFFATW
614
FBXO34
chr14
55818554
55818554
T
8
FS
7
1
15


SALVR
















KKKGLMTLSK
615
RNPC3
chr1
104076466
104076467
A
12
FS
11
−1
15


MIKKK
















DQKILLLLEE
616
AKAP13
chr15
86273791
86273794
GA
5
FS
4
−2
15


KMIFR
















GTALIVHMTI
617
PPRC1
chr10
103907123
103907124
C
13
FS
12
−1
15


TKGKE
















VKPRKLTKVR
618
ATM
chr11
108121536
108121536
G
4
FS
5
1
15


FIKTL
















LIWKRVFILL
619
SGO1
chr3
20216067
20216068
T
7
FS
6
−1
15


LSDKK
















IVHFLLFKTS
620
SLFN13
chr17
33771843
33771843
T
5
FS
6
1
15


GRVQH
















PLRISLSLSN
621
RBM33
chr7
155531072
155531072
CA
6
FS
7
1
15


LSNSP
















VAWFYKSLWA
622
SLC28A2
chr15
45558287
45558288
T
5
FS
4
−1
15


PLLQR
















EKKLKKTPSL
623
NSD3
chr8
38146944
38146944
A
7
FS
8
1
15


QTHQS
















MYSIRMENST
624
STAT5A
chr17
40461419
40461420
G
5
FS
4
−1
15


WMRPW
















GKNGILEDSQ
625
ZC3H13
chr13
46543501
46543501
A
6
FS
7
1
15


KKRRY
















WLKKKMLKNV
626
CCDC34
chr11
27362972
27362973
T
8
FS
7
−1
15


RGRRK
















GSFRFFGSRM
627
KIAA0100
chr17
26971122
26971123
T
7
FS
6
−1
17


SVLSFSN
















VGKLVTLRNV
628
SUGP2
chr19
19136393
19136394
A
8
FS
7
−1
15


STKKY
















RMQLCTQLAR
629
RNF43
chr17
56435160
56435161
G
7
FS
6
−1
15


FFPIT
















GTFMVIDCLS
630
MYO3B
chr2
171509586
171509587
T
7
FS
6
−1
15


LRKKA
















LKTLFHLRGI
631
CDC16
chr13
115037719
115037720
A
6
FS
5
−1
15


SGNLK
















IWNRIEPAST
632
GART
chr21
34882121
34882121
A
9
FS
10
1
15


YRQYS
















FWQICHIKKH
633
SLC35F5
chr2
114500276
114500277
T
10
FS
9
−1
15


FQTHK
















NEWVKSDQVK
634
AKAP7
chr6
131481275
131481276
A
8
FS
7
−1
15


KRKKR
















SIPWAPTSSR
635
C1RL
chr12
7249399
7249400
C
5
FS
4
−1
15


SVCPI
















ELRHVVPAPA
636
IGSF9B
chr11
133790744
133790744
C
6
FS
7
1
15


HRGAL
















WGFLHLVSPS
637
SLC39A8
chr4
103189224
103189224
A
7
FS
8
1
15


GTQYF
















LPTLRPTRPL
638
NFIC
chr19
3453852
3453853
C
6
FS
5
−1
15


QTVPL
















PAAYLLGLPG
639
RNF43
chr17
56436054
56436055
G
3
FS
2
−1
15


VQWLG
















LFFFVRQWGV
640
ERVMER34-1
chr4
53610788
53610788
T
8
FS
9
1
15


QRVST
















SKMYTTSMAM
641
ARID1A
chr1
27100175
27100176
C
6
FS
5
−1
15


PILPL
















DIGEVSQFLT
642
MET
chr7
116418873
116418876
CAT
2
FS
1
−2
15


EGIMK
















PLMIKNRISP
643
SYNE2
chr14
64450477
64450478
A
7
FS
6
−1
15


LLTIL
















YFINFIYLAK
644
ERMP1
chr9
5801291
5801292
A
8
FS
7
−1
15


STKKP
















VLLQMFLRGL
645
BARD1
chr2
215646084
215646085
A
7
FS
6
−1
15


KRLLQ
















LWELRFHQDR
646
NOL4L
chr20
31041555
31041555
C
7
FS
8
1
15


GQRLP
















RPLKCMATLP
647
ZNF573
chr19
38229650
38229651
A
6
FS
5
−1
15


NIRKF
















KEKKKNLAIV
648
MLH3
chr14
75514603
75514604
T
9
FS
8
−1
16


EEEMFL
















EPGVLAAAAE
649
MRPL54
chr19
3767280
3767280
C
4
FS
5
1
14


TEHL
















YKKKAAICTT
650
RNF103
chr2
86831014
86831014
A
8
FS
9
1
15


PALVK
















TLETLVKDLK
651
RBM43
chr2
152108087
152108088
T
10
FS
9
−1
15


KKSRV
















HVSVYPKRSF
652
ST7L
chr1
113084681
113084682
A
6
FS
5
−1
15


LCSSI
















RIRKKKVKSS
653
TDRD6
chr6
46659362
46659363
A
7
FS
6
−1
15


VLOLK
















QPRLMILCSC
654
CDH1
chr16
68867215
68867216
C
4
FS
3
−1
15


LTMKE
















RIAFGMMSMA
655
PRMT3
chr11
20483595
20483596
T
5
FS
4
−1
15


SRCPA
















GLFYLLFCSK
656
RNF128
chrX
106016280
106016280
T
7
FS
8
1
15


ATECK
















LVQSVLSSRG
657
MGME1
chr20
17950704
17950705
G
4
FS
3
−1
15


VAQTR
















FPLAEKVKAL
658
RPLP0
chr12
120634723
120634726
CCT
2
FS
1
−2
17


ADPSAFV
















AWHFSRAATE
659
ITGB4
chr17
73733649
73733650
C
5
FS
4
−1
15


VTWWA
















RNSEITMQQI
660
ZMAT3
chr3
178748779
178748780
A
5
FS
4
−1
15


AVLLL
















LSLIMLAQAQ
661
PDCD6IP
chr3
33866810
33866810
T
7
FS
8
1
15


EVFFF
















QEYLPLEFHK
662
YLPM1
chr14
75248387
75248388
C
5
FS
4
−1
15


GYLLS
















VTNFLKATGL
663
NEPRO
chr3
112727097
112727098
A
6
FS
5
−1
15


NIWKL
















GFELLRKNGL
664
GPATCH1
chr19
33585104
33585104
T
8
FS
9
1
15


ERRTR
















FSGICYLLSS
665
SLC16A4
chr1
110906426
110906427
T
9
FS
8
−1
15


VSFFL
















PGILQQKMQF
666
ANKRD12
chr18
9257835
9257836
A
7
FS
6
−1
15


RLLVL
















ATTIRLCWKA
667
DENND4B
chr1
153908615
153908616
NA
NA
FS
NA
−1
15


SGRLA
















QRASALLASC
668
FBXO34
chr14
55817785
55817785
A
6
FS
7
1
15


SKKLH
















ESAVTALVPP
669
KIAA1549
chr7
138602055
138602055
C
6
FS
8
1
15


PALSL
















ALPRIHNMSK
670
KIAA1211
chr4
57179502
57179503
A
7
FS
6
−1
15


AALRV
















ELQLSVLSAE
671
PIK3C2A
chr11
17111375
17111376
T
6
FS
5
−1
17


SLRENFS
















VSGWVVVKSE
672
TIAL1
chr10
121339505
121339509
NA
NA
FS
NA
−3
15


PIGPL
















RHRLNDIMTA
673
DEPDC7
chr11
33047307
33047308
A
4
FS
3
−1
15


LLVQK
















PRRKTWKMRK
674
THAP5
chr7
108205525
108205526
T
9
FS
8
−1
15


KYAQK
















YLIKLLSRDL
675
CHD1
chr5
98206408
98206409
A
7
FS
6
−1
15


AKKKL
















PYLNTTGYPA
676
APC
chr5
112173779
112173780
NA
NA
FS
NA
−1
15


PLHQE
















QFVISPPALR
677
AHCTF1
chr1
247007130
247007131
T
7
FS
6
−1
15


SRQKT
















QLGSGSSEAS
678
KMT2D
chr12
49426112
49426115
TCT
2
FS
1
−2
15


SVPHL
















PYFATYKAKM
679
C5orf42
chr5
37182874
37182875
T
6
FS
5
−1
15


PLLRW
















FCKIKVSSAI
680
TTF2
chr1
117633228
117633228
T
6
FS
7
1
15


LSKKT
















AKVLLVRLKK
681
PRKCI
chr3
169998127
169998127
A
8
FS
9
1
15


NRSYL
















TAVTVMAGSV
682
C7orf50
chr7
1037310
1037311
C
7
FS
6
−1
16


PSAQSV
















FYLGYNAMQD
683
UBA5
chr3
132394148
132394148
T
7
FS
8
1
15


FFSYY
















NLLLKDQKPK
684
HIVEP1
chr6
12121227
12121227
A
7
FS
8
1
15


KTRKI
















QDTVIIKKNP
685
SACS
chr13
23912863
23912864
A
9
FS
8
−1
15


ALPKH
















AGWVGKWAGL
686
CLSTN3
chr12
7310657
7310658
C
7
FS
6
−1
15


QLPFY
















LMLQHITLMC
687
GNPAT
chr1
231406646
231406649
CTC
2
FS
1
−2
15


SAYRN
















KKKRKIIEFR
688
MBD4
chr3
129155547
129155547
A
10
FS
11
1
15


IKFLF
















FLDIHNIHVM
689
MTM1
chrX
149818283
149818283
A
7
FS
8
1
17


RESLKKS
















LRVLVLMNSK
690
PPP4R3B
chr2
55800797
55800800
AGA
2
FS
1
−2
15


HTFLA
















ECIEVYGYHN
691
MICU2
chr13
22069321
22069322
T
6
FS
5
−1
15


IRVYK
































Predicted
Eli-
Eli-


SEQ


Immuno-

SEQ

Binding
Tumor
Sample
in the
spot
spot


ID


genicity
Wildtype
ID
HLA
Affinity
Abundance
Recur-
Discovery
test-
reac-


NO
HGVSc
HGVSp
Score
sequence
NO
Allele
(nM)
(TPM)
rence
Set
ed
tive





592
NM_001318120.1:
NP_001305049.1:
1
DQLQQAVQSQGFINYC
789
HLA-
79.61
113.4902951
2
Yes
No
NA



c.1384del
p.Ile462Leufs

QKKIDASQTEFEKNVW

DRB1*04:04










Ter16

SFLKVNFE













593
NM_014895.2:
NP_055710.2:
4
PLKMNPNILSQDSQHV
1188
HLA-
101.64
142.8962183
1
No
No
NA



c.1218del
p.Phe406Leufs

NLFFDKNDENVILQKT

DRB1*04:04










Ter8

TNESMENS













594
NM_001146274.1:
NP_001139746.1:
7
ALFGLDRQTLWCKPCR
788
HLA-
101.49
1476.901717
1
No
No
NA



c.1403del
p.Lys468Serfs

RKKKCVRYIQGEGSCL

DRB1*01:02










Ter23

SPPSSDGS













595
NM_003318.4:
NP_003309.2:
8
HYSGGESHNSSSSKTF
1017
HLA-
42.84
75.69082705
3
No
No
NA



c.2560del
p.Arg854Glyfs

EKKRGKK

DRB1*03:01










Ter39















596
NM_017763.4:
NP_060233.3:
10
NLEPGFISIVKLESPR
1189
HLA-
30.18
145.0109385
1
Yes
No
NA



c.349del
p.Arg117Alafs

RAPRPCLSLASKARMA

DRB1*15:01










Ter41

GERGASAV













597
NM_024831.6:
NP_079107.6:
22
VHDASTSSDSEEQDMS
1023
HLA-
9.31
96.32369965
1
No
No
NA



c.1674del
p.Gly559Valfs

VKKGDDLLETNNPEPE

DRB1*04:04










Ter35

KCQSVSSA













598
NM_015120.4:
NP_055935.4:
68
KKRFKSLEKSHKNTGE
1019
HLA-
99.23
244.2464458
1
No
No
NA



c.11080del
p.Ser3696Alafs

LKKSKVLSHHRAGRSN

DRB1*04:04










Ter27

QIKIEQIK













599
NM_194314.2:
NP_919290.2:
101
CDECGKTFIRHDHLTK
1020
HLA-
42.88
117.8015983
1
No
No
NA



c.1870del
p.Ile624Tyrfs

HKKIHSGEKAHQCEEC

DRB1*01:02










Ter88

GKCFGRRD













600
NM_173829.3:
NP_776190.1:
118
QKYQKKEKKKEKKSKS
1069
HLA-
23.65
8.043683467
1
No
No
NA



c.381del
p.Lys129Asnfs

KKGKHHKKEKKKRKKE

DRB1*04:04










Ter29

KHSSTPNS













601
NM_015630.3:
NP_056445.3:
141
SEHHLQRAISAQQVFR
1018
HLA-
153.22
90.76268639
1
No
No
NA



c.207del
p.Glu70Argfs

EKKESMVIPVPEAESN

DRB1*04:04










Ter39

VNYYNRLY













602
NM_019589.2:
NP_062535.2:
143
YRTSMFKTFKKTLDDG
1038
HLA-
105.62
34.88988455
1
No
No
NA



c.5778del
p.Phe1928Serfs

FFPFIILDAINDRVRH

DRB1*04:04










Ter33

FDQFWSAA













603
NM_145199.2:
NP_660200.1:
164
GTVYHDMGNINLTFFT
1190
HLA-
78.61
38.76618055
1
Yes
No
NA



c.368del
p.Lys123Serfs

TKKKYDRMENLKLIVR

DRB1*04:04










Ter8

ALNAVQPQ













604
NM_002439.4:
NP_002430.3:
198
STSYLLCISENKENVR
830
HLA-
120.22
53.93262102
2
Yes
No
NA



c.1148del
p.Lys383Argfs

DKKKGNIFIGIVGVQP

DRB1*04:04










Ter32

ATGEVVFD













605
NM_001012662.2:
NP_001012680.1:
207
DPNFGSKEDFDSLLQS
1046
HLA-
120.54
18.29583114
1
Yes
No
NA



c.902del
p.Lys301Argfs

AKKKSIRVILDLTPNY

DRB1*15:01










Ter31

RGENSWFS













606
NM_152279.3:
NP_689492.3:
228
IHTGEKPYECSDCGKS
1059
HLA-
64.98
26.87688773
2
No
No
NA



c.2106del
p.Lys702Asnfs

FTKKSQLQVHQRIHTG

DRB1*01:02










Ter32

EKPYVCAE













607
NM_001317078.1:
NP_001304007.1:
229
MKITNGRHGDSAGAEG
1191
HLA-
17.96
1.382080259
1
No
No
NA



c.36del
p.Ala14Argfs

TMENFTALFGAQAD

DRB1*04:10










Ter72

PPPP













608
NM_001146694.1:
NP_001140166.1:
231
HVSQAQQETYLGFWIN
1085
HLA-
107.14
25.68193545
2
Yes
No
NA



c.3110del
p.Ser1037Thrfs

SKKSQCNIFLSGTY

DRB1*04:04










Ter37















609
NM_014494.2:
NP_055309.2:
285
DPKPALRWGDSKGSNC
1043
HLA-
17.59
12.55742051
1
No
No
NA



c.2409del
p.Trp804Glyfs

QGGWEDDSAATGMVKS

DRB1*01:01










Ter99

NQWGNCKE













610
NM_001164342.2:
NP_001157814.1:
324
HKTLLERHVALHSASN
951
HLA-
68.89
15.82316283
2
Yes
No
NA



c.2075del
p.Pro692Leufs

GTPPAGTPPGARAGPP

DRB1*04:04










Ter43

GVVACTEG













611
NM_001145794.1:
NP_001139266.1:
330
WWFWPLCCKVVIKDPP
1057
HLA-
99.32
16.01766224
1
Yes
No
NA



c.1069del
p.Ala357Profs

PPPAPAPKEEEEEPLP

DRB1*04:04










Ter52

TKKWPTVD













612
NM_001204.6:
NP_001195.2:
341
KNISSEHSMSSTPLTI
879
HLA-
246.82
177.84929
2
Yes
No
NA



c.1748del
p.Asn583Thrfs

GEKNRNSINYERQQAQ

DRB1*04:04










Ter44

ARIPSPET













613
NM_001080517.2:
NP_001073986.1:
402
NYKVDCACHKGNRNCP
1032
HLA-
54.54
117.8533251
2
No
No
NA



c.1246del
p.Arg416Glyfs

IQKRNPNATELPLLPP

DRB1*08:04










Ter34

PPSLPTIG













614
NM_017943.3:
NP_060413.2:
407
DQPSILNSCEDPVPGM
1021
HLA-
190.47
23.76940308
1
No
No
NA



c.1454dup
p.Leu485Phefs

LFFLPPGQHLSDYSQL

DRB1*04:04










Ter15

NESTTKES













615
NM_017619.3:
NP_060089.1:
446
KEQDRVHSPCPTSGSE
1025
HLA-
104.33
3.364743162
1
No
No
NA



c.358del
p.Arg 120Glyfs

KKKRSDDPVEDDKEKK

DRB1*01:02










Ter18

ELGYLTVE













616
NM_006738.5:
NP_006729.4:
447
LKEQLHQKDQKILLLL
1192
HLA-
151.25
541.8271176
1
No
No
NA



c.7150_7152del
p.Glu2384del

EEKEMIFRDMAECSTP

DRB1*15:01












LPEDCSPT













617
NM_015062.3:
NP_055877.3:
461
ASSSSSSSSSSSRSRS
1041
HLA-
38.69
13.85913686
1
Yes
No
NA



c.4375del
p.Ser1459Profs

RSLSPPHKRWRRSSCS

DRB1*04:04










Ter81

SSGRSRRC













618
NM_000051.3:
NP_000042.3:
467
ELSPLLMILSQLLPQQ
1050
HLA-
49.12
5.88459648
1
No
No
NA



c.1348dup
p.Glu450Glyfs

RHGERTPYVLRCLTEV

DRB1*13:04










Ter37

ALCQDKRS













619
NM_001199252.1:
NP_001186181.1:
482
RRKSKRMSKYKENKSE
1022
HLA-
158.07
30.61283787
1
No
No
NA



c.955del
p.Thr319Leufs

NKKTVPQKKMHKSVSS

DRB1*04:04










Ter34

NDAYNFNL













620
NM_144682.5:
NP_653283.3:
534
DSLKNVIARAISKLPI
1106
HLA-
65.69
4.067830853
1
No
No
NA



c.856dup
p.Cys286Leufs

VHFCSSKPRVEYSTKI

DRB1*04:04










Ter30

VEVFCGKE













621
NM_053043.2:
NP_444271.2:
558
PPRQPFLPGPGQPFLP
1092
HLA-
14.72
1.676333054
1
No
No
NA



c.1723_1724dup
p.Gln575Hisfs

THTQPNLQGPLHPPLP

DRB1*04:04










Ter76

PPHQPQPQ













622
NM_004212.3:
NP_004203.2:
560
SILYYLGLVQWVVQKV
1047
HLA-
21
2.268710501
1
No
No
NA



c.875del
p.Leu292Tyrfs

AWFLQITMGTTATETL

DRB1*01:02










Ter23

AVAGNIFV













623
NM_023034.1:
NP_075447.1:
621
RFQELKAQRESKEALE
1193
HLA-
186.9
13.63782303
1
No
No
NA



c.3197dup
p.Asn1066Lysfs

IEKNSRKPPPYKHIKA

DRB1*04:04










Ter14

NKVIGKVQ













624
NM_001288718.1:
NP_001275647.1:
636
KPQIKQVVPEFVNASA
1044
HLA-
82.04
5.537065595
2
No
No
NA



c.2144del
p.Gly715Alafs

DAGGSSATYMDQAPSP

DRB1*01:02










Ter101

AVCPQAPY













625
NM_001330564.1:
NP_001317493.1:
651
ELVEMCNGKNGILEDS
1027
HLA-
115.12
12.49563374
1
No
No
NA



c.3177dup
p.Glu1060Argfs

QKKEDTAFSDWSDEDV

DRB1*03:01










Ter7

PDRTEVTE













626
NM_030771.1:
NP_110398.1:
663
KEYLQEKAKEKYQEWL
1194
HLA-
225.75
18.5208182
1
No
No
NA



c.731del
p.Asn244Metfs

KKKNAEECERKKKEKE

DRB1*04:04










Ter28

KEKQQQAE













627
NM_014680.3:
NP_055495.2:
701
KWCQRKLQAELKIGSF
1045
HLA-
27.14
69.33014247
1
No
No
NA



c.151del
p. Trp51Glyfs

RFFWIQNVSLKFQQHQ

DRB1*15:01










Ter77

QTVEIDNL













628
NM_001321699.1:
NP_001308628.1:
707
TAKGGVGKLVTLRNVS
1195
HLA-
41.1
473.2706382
1
No
No
NA



c.805del
p.Ile269Tyrfs

TKKIPTVNRITPKTQG

DRB1*15:01










Ter4

TNQIQKNT













629
NM_017763.4:
NP_060233.3:
728
FNLQKSSLSARHPQRK
784
HLA-
187.79
105.9103245
4
Yes
No
NA



c.1976del
p.Gly659Valfs

RRGGPSEPTPGSRPQD

DRB1*15:01










Ter41

ATVHPACQ













630
NM_138995.4:
NP_620482.3:
793
LSPVDCIPEENNSAHP
1063
HLA-
22.47
0.086419346
1
No
No
NA



c.3988del
p.Ser1330Leufs

SFFSSSSKGDSFAQH

DRB1*03:01










Ter102















631
NM_001078645.2:
NP_001072113.1:
847
IKDKLKCYDFDVHTMK
1058
HLA-
17.33
5.570944675
1
No
No
NA



c.1670del
p.Asn557Thrfs

TLKNIISPPWDFREFE

DRB1*01:02










Ter14

VEKQTAEE













632
NM_001136005.1:
NP_001129477.1:
855
GSVLKNGSLTNHFSFE
1196
HLA-
95.55
1.793248073
1
Yes
No
NA



c.2420dup
p.Ala808Glyfs

KKKARVAVLISGTGSN

DRB1*04:04










Ter26

LQALIDST













633
NM_001330315.1:
NP_001317244.1:
1007
LKTVGKLTATQVAKIS
1094
HLA-
116.99
4.256775848
1
No
No
NA



c.742del
p.Cys248Alafs

FFFCFVWFLANLSYQE

DRB1*08:04










Ter22

ALSDTQVA













634
NM_016377.3:
NP_057461.2:
1148
KRSQENEWVKSDQVKK
1197
HLA-
94.72
4.000178708
1
No
No
NA



c.236del
p.Lys79Argfs

RKKKRKDYQPNYFLSI

DRB1*03:01










Ter21

PITNKEII













635
NM_016546.2:
NP_057630.2:
1151
ESHNFSGDIALLELQH
1062
HLA-
28.48
11.30657953
1
No
No
NA



c.1051del
p.Leu351Trpfs

SIPLGPNVLPVCLPDN

DRB1*07:01










Ter35

ETLYRSGL













636
NM_001277285.1:
NP_001264214.1:
1167
PGGLEGRLQATGQARP
1198
HLA-
107.49
0.493888385
1
No
No
NA



c.2875dup
p.Arg959Profs

PAPRPFHHGQYYGYLS

DRB1*04:04










Ter80

SSSPGEVE













637
NM_001135146.1:
NP_001128618.1:
1168
NGHIHFDNVSVVSLQD
1101
HLA-
46.75
0.711403012
1
No
No
NA



c.852dup
p.Glu285Argfs

GKKEPSSCTCLKGPKL

DRB1*04:04










Ter59

SEIGTIAW













638
NM_001245002.1:
NP_001231931.1:
1189
LSAQMLAPPPPGLPRL
1071
HLA-
257.68
234.3696439
1
No
No
NA



c.1367del
p.Pro456Leufs

ALPPATKPATTSEGGA

DRB1*08:01










Ter36

TSPTSPSY













639
NM_017763.4:
NP_060233.3:
1206
IRQHPGHAHYHLPAAY
1087
HLA-
27.16
4.044168867
1
No
No
NA



c.1082del
p.Pro361Leufs

LLGPSRSAVARPPRPG

DRB1*01:01










Ter58

PFLPSQEP













640
NM_024534.5:
NP_078810.1:
1244
WWLTGSNLTLSVNNSG
1199
HLA-
129.84
1.413244379
1
No
No
NA



c.899dup
p.Leu300Phefs

LFFLCGNGVYKGFPPK

DRB1*04:04










Ter13

WSGRCGLG













641
NM_006015.4:
NP_006006.3:
1267
PNLMPSNPDSGMYSPS
1074
HLA-
5.07
23.15821122
1
No
No
NA



c.3977del
p.Pro1326Argfs

RYPPQQQQQQQQRHDS

DRB1*07:01










Ter155

YGNQFSTQ













642
NM_001127500.2:
NP_001120972.1:
1341
SLNRITDIGEVSQFLT
1040
HLA-
191.18
58.26789883
1
No
No
NA



c.34443446del
p.Ile1148del

EGIIMKDFSHPNVLSL

DRB1*15:01












LGICLRSE













643
NM_182914.2:
NP_878918.2:
1376
WRKLVSKTQLEMNLPL
1060
HLA-
42.91
266.371014
1
No
No
NA



c.2031del
p.Lys677Asnfs

MIKKQDQPTFDNSGNI

DRB1*15:01










Ter30

LSKEEKAT













644
NM_024896.2:
NP_079172.2:
1397
MILSSYFINFIYLAKS
1200
HLA-
56.24
11.3357601
1
Yes
No
NA



c.1951del
p.Thr651Profs

TKKTMLTLTLVCAITF

DRB1*04:04










Ter3

LLVCSGTF













645
NM_000465.2:
NP_000456.2:
1427
KVRYVVSKASVQTQPA
1201
HLA-
56.16
56.02073863
1
No
No
NA



c.513del
p.Asp172Metfs

IKKDASAQQDSYEFVS

DRB1*15:01










Ter40

PSPPADVS













646
NM_001256798.1:
NP_001243727.1:
1524
DGLRSRVKYGVKTTPE
912
HLA-
190.16
1.526850439
1
Yes
No
NA



c.1128dup
p.Tyr377Leufs

SPPYSSGSYDSIKTEV

DRB1*03:01










Ter18

SGCPEDLT













647
NM_001172690.1:
NP_001166161.1:
1544
KTFRRSSHLTAHQSIH
1202
HLA-
76.78
3.993223122
1
No
No
NA



c.1740del
p.Lys580Asnfs

ADKKPYECKECGKAFK

DRB1*08:04










Ter84

MYGYLTQH













648
NM_001040108.1:
NP_001035197.1:
1560
FATTLWGVHSAQTEKE
1203
HLA-
228.7
45.52954185
1
No
No
NA



c.1755del
p.Glu586Asnfs

KKKESSNCGRRNVFSY

DQA1*04:01/










Ter24

GRVKLCST

DQB1*04:02











649
NM_172251.2:
NP_758455.1:
1564
KPDAEYPEWLFEMNLG
1055
HLA-
133.38
0.803405824
1
No
No
NA



c.311dup
p.Thr106Aspfs

PPKTLEELDPESREYW

DQA1*05:01/










Ter42

RRLRKQNI

DQB1*02:01











650
NM_005667.3:
NP_005658.1:
1580
LAGGRHCCPVCRWPSY
1029
HLA-
244.93
4.998220761
1
No
No
NA



c.2009dup
p.Gln671Alafs

KKKQPYAQHQPLSNDV

DRB1*04:04










Ter12

PS













651
NM_198557.2:
NP_940959.1:
1630
SVFGKEVTLETLVKDL
1204
HLA-
110.88
3.382487536
1
Yes
No
NA



c.406del
p.Ile136Serfs

KKKIPSLSFSPLKPNG

DRB1*03:01










Ter4

RISVEGSF













652
NM_017744.4:
NP_060214.2:
1652
ETADRELLPTFHHVSV
1205
HLA-
161.24
1.850059667
1
No
No
NA



c.1520del
p.Lys507Argfs

YPKKELPLFIHFTAGF

DRB1*15:01










Ter19

CSSTAMIA













653
NM_001010870.2:
NP_001010870.1:
1678
ASINKKLGLLSYKDRI
1206
HLA-
51.19
1.875783751
1
No
No
NA



c.3504del
p.Glu1169Lysfs

RKKESEVLCSTTETLE

DRB1*07:01










Ter19

EKNENMKL













654
NM_004360.3:
NP_004351.1:
1720
PDEIGNFIDENLKAAD
1035
HLA-
221.04
9.292722995
1
No
No
NA



c.2466del
p.Thr823Glnfs

TDPTAPPYDSLLVFDY

DRB1*15:01










Ter23

EGSGSEAA













655
NM_005788.3:
NP_005779.1:
1797
TISLVAVSDVNKHADR
1093
HLA-
27.42
22.74415789
1
No
No
NA



c.1147del
p.Trp383Glyfs

IAFWDDVYGFKMSCMK

DRB1*01:01










Ter12

KAVIPEAV













656
NM_194463.1:
NP_919445.1:
1823
VIEVGKKHGPWVNHYS
1034
HLA-
233.26
0.648212697
1
No
No
NA



c.629dup
p.Val211Argfs

IFFVSVSFFIITAATV

DRB1*04:04










Ter42

GYFIFYSA













657
NM_001310338.1:
NP_001297267.1:
1850
EKYSNLVQSVLSSRGV
1117
HLA-
122.63
19.27029849
2
No
No
NA



c.206del
p.Pro69Argfs

AQTPGSVEEDALLCGP

DRB1*01:02










Ter14

VSKHKLPN













658
NM_053275.3:
NP_444505.1:
1857
LALSVETDYTFPLAEK
1068
HLA-
107.27
2.141099432
1
No
No
NA



c.804_806del
p.Phe268del

VKAFLADPSAFVAAAP

DRB1*04:04












VAAATTAA













659
NM_000213.4:
NP_000204.3:
1896
VLVHKKKDCPPGSFWW
1073
HLA-
311.52
44.63939167
2
No
No
NA



c.2149del
p.Leu717Cysfs

LIPLLLLLLPLLALLL

DRB1*01:02










Ter52

LLCWKYCA













660
NM_022470.3:
NP_071915.1:
1927
LCNVTLNSAQQAQAHY
1075
HLA-
143.99
0.567026138
1
No
No
NA



c.278del
p.Asn93Ilefs

QGKNHGKKLRNYYAAN

DRB1*04:04










Ter21

SCPPPARM













661
NM_001162429.2:
NP_001155901.1:
1999
DTVGTLSLIMLAQAQE
1207
HLA-
129.23
2.252648934
1
No
No
NA



c.602dup
p.Leu201Phefs

VFFLKATRDKMKDAII

DRB1*04:04










Ter7

AKLANQAA













662
NM_019589.2:
NP_062535.2:
2010
LPTMPPPVLPPSLPPP
1107
HLA-
24.09
74.31176528
1
No
No
NA



c.1646del
p.Pro549Leufs

VMPPALPATVPPPGMP

DRB1*15:01










Ter98

PPVMPPSL













663
NM_015412.3:
NP_056227.2:
2025
SFTQLSEEIQMAVVWC
1091
HLA-
61.14
12.3569003
1
No
No
NA



c.1155del
p.Lys385Asnfs

RSKKLKAQAIFLGNKL

DRB1*15:01










Ter33

LKSNRLKH













664
NM_018025.2:
NP_060495.2:
2033
LDDLITPAKLSVGFEL
1208
HLA-
258.78
2.106070591
1
No
No
NA



c.487dup
p.Met163Asnfs

LRKMGWKEGQGVGPRV

DRB1*03:01










Ter23

KRRPRRQK













665
NM_0046962:
NP_004687.1:
2079
NGSFYFSGICYLLSSV
1033
HLA-
44.74
7.365770553
1
No
No
NA



c.1425del
p.Phe475Leufs

SFFFVPLAERWKNSLT

DRB1*04:04










Ter12















666
NM_015208.4:
NP_056023.3:
2129
KHMSLSYVANQEPGIL
1088
HLA-
112.11
38.36741167
1
Yes
No
NA



c.4577del
p.Asn1526Metfs

QQKNAVQIISSALDTD

DRB1*15:01










Ter10

NESTKDTE













667
NM_014856.2:
NP_055671.2:
2203
PDEVCYRVLMQLCSHY
1209
HLA-
240.68
1.560387719
1
No
No
NA



c.2488del
p.Val830Cysfs

GQPVLSVRVMLEMRQA

DRB1*04:04










Ter62

GIVPNTIT













668
NM_017943.3:
NP_060413.2:
2213
QMVAFLEQRASALLAS
1056
HLA-
316.78
18.7306847
1
No
No
NA



c.683dup
p.Asn228Lysfs

CSKNCTNSPAIVRESG

DRB1*04:04










Ter23

QSRGVPAV













669
NM_001164665.1:
NP_001158137.1:
2237
YLESSLISHESAVTAL
1079
HLA-
126.92
0.685593482
1
No
No
NA



c.23152316dup
p.Gly773Profs

VPPGSESFDILTAGIQ

DRB1*04:04










Ter9

ATSPLTTV













670
NM_020722.1:
NP_065773.1:
2270
AIARLDNSAAKHKLAV
1065
HLA-
239.4
18.50746611
1
No
No
NA



c.501del
p.Lys167Asnfs

KPKKQRVSKKHRRLAQ

DRB1*04:04










Ter82

DPQHEQGG













671
NM_001321378.1:
NP_001308307.1:
2328
RQRELQLSVLSAESLR
1061
HLA-
33.07
3.403730165
1
No
No
NA



c.4970del
p.Phe1657Serfs

ENFFLGGVTLPLKDFN

DRB1*01:01










Ter5

LSKETVKW













672
NM_001033925.1:
NP_001029097.1:
2329
TEDIKSAFAPFGKISD
1210
HLA-
9.15
1.541755407
1
No
No
NA



c.436439del
p.Val146Lysfs

ARVVKDMATGKSKGYG

DRB1*01:01










Ter62

FVSFYNKL













673
NM_001077242.1:
NP_001070710.1:
2341
SIINTLQTQVEVKKRR
1211
HLA-
97.91
5.378949565
1
No
No
NA



c.180del
p.Lys60Asnfs

HRLKRHNDCFVGSEAV

DRB1*04:04










Ter20

DVIFSHLI













674
NM_001130475.1:
NP_001123947.1:
2359
VPTIFSLPEDNQGKDP
1026
HLA-
342.13
43.93258991
1
No
No
NA



c.297del
p.Lys99Asnfs

SKKKSQKKNLEDEKEV

DRB1*08:01










Ter25

CPKAKSEE













675
NM_001270.2:
NP_001261.2:
2365
LQTRADYLIKLLSRDL
1082
HLA-
32.95
33.14096218
1
No
No
NA



c.3960del
p.Glu1321Lysfs

AKKEALSGAGSSKRRK

DRB1*01:02










Ter22

ARAKKNKA













676
NM_000038.5:
NP_000029.2:
2424
SDNFNTGNMTVLSPYL
1212
HLA-
191.81
151.270049
1
No
No
NA



c.2489del
p.Val830Glyfs

NTTVLPSSSSSRGSLD

DQA1*05:05/










Ter12

SSRSEKDR

DQB1*03:19











677
NM_015446.4:
NP_056261.4:
2685
SDLSSQFVISPPALRS
1077
HLA-
156.86
5.324297496
1
No
No
NA



c.6518del
p.Asn2173Thrfs

RQKNTSNKNKLEDELK

DRB1*08:04










Ter12

DDAQSVET













678
NM_003482.3:
NP_003473.3:
2725
SLLHTAGGGSHGQLGS
1213
HLA-
69.52
34.38722995
1
No
No
NA



c.12373_12375del
p.Ser4125del

GSSSEASSVPHLLAQP

DQA1*05:05/












SVSLGDQP

DQB1*03:19











679
NM_023073.3:
NP_075561.3:
2729
ILTSLWLLEQPYFATY
1024
HLA-
315.66
169.4167381
1
No
No
NA



c.5408del
p.Asn1803Metfs

KAKNAIIKMVENRDTG

DRB1*04:04










Ter7

CQIGPNIE













680
NM_003594.3:
NP_003585.3:
2732
QLHHLKLSEDEETVYN
1214
HLA-
33.55
1.977505051
1
No
No
NA



c.2577dup
p.Ala860Cysfs

VFFARSRSALQSYLKR

DRB1*04:04










Ter15

HESRGNQS













681
NM_002740.5:
NP_002731.4:
2737
LRVIGRGSYAKVLLVR
1215
HLA-
125.2
1.097724896
1
No
No
NA



c.826dup
p.Thr276Asnfs

LKKTDRIYAMKVVKKE

DRB1*04:04










Ter16

LVNDDEDI













682
NM_001318252.1:
NP_001305181.1:
2744
VQKAEALMRELDEEGS
1076
HLA-
193.88
0.153634394
2
No
No
NA



c.535del
p.Leu179Cysfs

DPPLPGRAQRIRQVLQ

DQA1*05:01/










Ter136

LLS

DQB1*03:02











683
NM_024818.3:
NP_079094.1:
2769
LNFGTVSFYLGYNAMQ
1072
HLA-
110.93
1.455171443
1
No
No
NA



c.876dup
p.Pro293Serfs

DFFPTMSMKPNPQCDD

DRB1*04:04










Ter12

RNCRKQQE













684
NM_002114.2:
NP_002105.2:
2770
NQSVEQMCNLLLKDQK
1216
HLA-
303.42
12.762296
1
No
No
NA



c.1206dup
p.Gln403Thrfs

PKKQGKYICEYCNRAC

DRB1*03:01










Ter7

AKPSVLLK













685
NM_014363.5:
NP_055178.3:
2771
LKIEETNPSLAQDTVI
1064
HLA-
289.02
12.01526875
1
No
No
NA



c.5151del
p.Lys1717Asnfs

IKKKSCSSKALNTPVL

DRB1*01:02










Ter8

SVLKEAAK













686
NM_014718.3:
NP_055533.2:
2774
DSEVADSPSSDERRII
1108
HLA-
88.41
45.25526815
1
Yes
No
NA



c.2858del
p.Pro953Hisfs

ETPPHRY

DRB1*15:01










Ter106















687
NM_014236.3:
NP_055051.1:
2776
VDSGDSEVVDGLMLQH
1217
HLA-
38.74
2.267287363
1
No
No
NA



c.1426_1428del
p.Leu476del

ITLLMCSAYRNQLLNI

DRB1*01:01












FVRPSLVA













688
NM_003925.2:
NP_003916.1:
2787
ACGETLSVTSEENSLV
834
HLA-
325.4
3.950365507
1
No
No
NA



c.939dup
p.Glu314Argfs

KKKERSLSSGSNFCSE

DRB1*04:04










Ter13

QKTSGIIN













689
NM_000252.2:
NP_000243.1:
2837
ELFFLDIHNIHVMRES
1218
HLA-
188.64
1.927864858
1
No
No
NA



c.969dup
p.Val324Serfs

LKKVKDIVYPNVEESH

DRB1*04:04










Ter8

WLSSLEST













690
NM_001122964.1:
NP_001116436.1:
2849
VEHHTYHIKNYIMNKD
1122
HLA-
55.57
5.084704108
2
No
No
NA



c.17201722del
p.Arg574del

LLRRVLVLMNSKHTFL

DRB1*08:04












ALCALRFM













691
NM_152726.2:
NP_689939.1:
2915
FDLDGDECLSHEEFLG
1219
HLA-
11.7
3.130971359
1
No
No
NA



c.1178del
p.Asn393Thrfs

VLKNRMHRGLWVPQHQ

DRB1*15:01










Ter22

SIQEYWKC
















SUPPLEMENTARY TABLE 11





List of the Top 100 most recurrent predicted MHC-II neoAgs, with immunogenic score, obtained from


the computational methods in the validation set.

































Reference

Altered
Number
Pep-


Mutant





Micro-
MS

MS
deleted
tide


Epitope
SEQ
Gene
Chromo-


satellite
lengths
Variant
Length
nucleo-
Len-


Sequence
ID NO
Name
some
Start
Stop
motif
(repeats)
Type
(repeats)
tides
gth





CFFFFCYILNT
692
CNOT1
chr16
58577316
58577328
A
13
FS
12
−1
15


MFDR
















RMQLCTQLARF
629
RNF43
chr17
56435160
56435161
G
7
FS
6
−1
15


FPIT
















APLRLWSWCGT
693
BCORL1
chrX
129190010
129190011
C
7
FS
6
−1
15


SQTY
















PKKKRSAFPSR
379
MARCKS
chr6
114181210
114181220
A
11
FS
10
−1
15


SLSS
















TRLMAPVGSVM
694
XYLT2
chr17
48433967
48433973
C
7
FS
6
−1
15


SCSL
















FFFSVIFSTRC
695
CNOT1
chr16
58577316
58577328
A
13
FS
11
−1
15


LTDS
















QLFVMSDTTYK
595
TTK
chr6
80751896
80751897
A
9
FS
8
−1
15


IYWT
















KKRKIIEFRIK
696
MBD4
chr3
129155547
129155547
A
10
FS
11
1
14


FLF
















QVPALAPQAWW
697
ZBTB20
chr3
114058002
114058003
G
7
FS
6
−1
15


PARR
















EFLSHPFAVTL
698
LRP1
chr12
57572241
57572241
G
7
FS
8
1
15


YGGG
















MSVCFFFLLYS
699
CNOT1
chr16
58577316
58577328
A
13
FS
12
−2
15


QHDV
















PSQVWTAATLR
700
DOCK3
chr3
51417604
51417610
C
7
FS
6
−1
15


CPAV
















KEALFLQEVFQ
336
MARCKS
chr6
114181210
114181220
A
11
FS
12
1
15


AERL
















RGRMLTWRSSL
701
MXRA8
chr1
1290109
1290110
C
7
FS
6
−1
15


WLQG
















PQSLRPVRVRA
702
TSC22D4
chr7
100075074
100075075
G
6
FS
5
−1
15


HPGL
















RSKFTGLCRPL
703
TCF7
chr5
133451702
133451703
C
5
FS
4
−1
15


TSLA
















RSSTTAGLPAR
704
CUEDC1
chr17
55962834
55962835
C
6
FS
5
−1
15


CAAW
















RGEAMGSGQAT
705
TMEM132D
chr12
130184704
130184705
C
7
FS
6
−1
16


VTSMS
















NHIVVSAEGNI
706
GLTSCR1L
chr6
42832626
42832627
A
7
FS
6
−1
15


SKKQ
















IPPLHLRTSAR
707
TCF7
chr5
133473764
133473765
C
7
FS
6
−1
15


SKFT
















GEAMGSGQATV
708
TMEM132D
chr12
130184704
130184704
C
6
FS
8
1
16


TSMSP
















TNMEIPHFFVI
709
OR7C2
chr19
15052828
15052829
T
7
FS
6
−1
15


LPKS
















CQKKLMLLRLN
592
SEC31A
chr4
83785564
83785565
T
9
FS
8
−1
15


LRKM
















QARLCLIVSRT
604
MSH3
chr5
79970914
79970915
A
8
FS
7
−1
15


LLLV
















RSLTCVLSVGR
606
ZNF585B
chr19
37676332
37676333
A
6
FS
5
−1
15


PLAT
















GKLMHVLYFSS
608
KDM4C
chr9
7170005
7170006
A
7
FS
ins G
−1
15


NEVT
















KTEIQLTMNDS
612
BMPR2
chr2
203420129
203420130
A
7
FS
6
−1
15


KHKL
















QKGILMLQNCH
613
SETD5
chr3
9486784
9486785
A
6
FS
5
−1
15


SYHL
















MYSIRMENSTW
624
STAT5A
chr17
40461419
40461420
G
5
FS
4
−1
15


MRPW
















LVQSVLSSRGV
657
MGME1
chr20
17950704
17950705
G
4
FS
3
−1
15


AQTR
















AWHFSRAATEV
659
ITGB4
chr17
73733649
73733650
C
5
FS
4
−1
15


TWWA
















TAVTVMAGSVP
682
C7orf50
chr7
1037310
1037311
C
7
FS
6
−1
16


SAQSV
















LRVLVLMNSKH
690
PPP4R3B
chr2
55800797
55800800
AGA
2
FS
1
−2
15


TFLA
















KKKTYTCAITT
710
SEC63
chr6
108214773
108214773
A
9
FS
10
1
15


VKAT
















NIDLCTALSAL
711
USP15
chr12
62783241
62783244
NA
NA
FS
NA
−2
15


SGIP
















VPQLLHLPQFH
712
KMT2B
chr19
36211898
36211899
C
7
FS
6
−1
15


SLRR
















SSLITMLTPRQ
713
ITGA6
chr2
173330355
173330356
G
5
FS
4
−1
15


KARK
















LOGFIQDRAGR
714
BAX
chr19
49458970
49458971
G
8
FS
7
−1
15


MGGR
















REKIINPTISC
715
AKAP7
chr6
131481275
131481276
A
8
FS
7
−1
15


PFQS
















VGTMSSSWRLW
716
SH3BGRL3
chr1
26607374
26607375
C
4
FS
3
−1
15


NKTR
















QTPASLMITRA
717
WRAP53
chr17
7606714
7606714
G
6
FS
8
1
15


RKGR
















SPLPRGSGAAP
718
TEAD3
chr6
35446236
35446237
C
4
FS
3
−1
16


LSWDS
















KTYTCAITTVK
719
SEC63
chr6
108214773
108214775
T
9
FS
7
−1
16


ATETK
















QLLDLKSSLLK
720
CRYBG3
chr3
97593629
97593630
A
5
FS
4
−1
15


RPIH
















FRQDKLKVMRK
721
ZBTB7A
chr19
4053969
4053972
NA
NA
FS
NA
−2
15


HTG
















VQSLLMYKDGD
722
DENND1C
chr19
6468935
6468936
G
7
FS
6
−1
18


SVLQRGA
















IKGSESATYVP
723
LARP1
chr5
154173389
154173389
C
7
FS
8
1
16


VAPPH
















EETQEKMTILQ
724
ATP6V1G1
chr9
117359886
117359889
NA
NA
FS
NA
−2
15


TYFR
















MLGNVESGGPH
725
BCL9
chr1
147094075
147094076
C
6
FS
5
−1
16


LLQPA
















ENALLNGSSFL
726
SPECC1L
chr22
24718455
24718456
NA
NA
FS
NA
−1
16


VSSSI
















RPFFLPVYRQT
727
CCDC168
chr13
103381996
103382004
T
9
FS
8
−1
15


HWRL
















MCTWLTMAPSC
728
TGM6
chr20
2384126
2384131
C
6
FS
5
−1
15


LRRS
















TLPVQRLRALS
729
GATA3
chr10
8100728
8100734
C
7
FS
8
1
15


QNER
















PPAALRSGIPR
730
CARMIL2
chr16
67682131
67682136
C
6
FS
7
1
15


LLHQ
















SGWRRLHRAMP
731
SPTBN5
chr15
42145897
42145902
G
6
FS
5
−1
15


SSGA
















PPPLQRLQGHL
732
KCNH4
chr17
40328259
40328265
G
7
FS
8
1
15


GRPY
















QAPFFCLRVRC
733
ABCC5
chr3
183665257
183665265
A
9
FS
8
−1
15


GGWL
















VWMASASVTAS
734
TNR
chr1
175372615
175372620
G
6
FS
5
−1
16


TAGMT
















LVAISFKTVFK
735
AVPR1A
chr12
63541343
63541348
T
6
FS
5
−1
15


ASHA
















NVTFLMQATLC
736
PKHD1
chr6
51890015
51890021
T
7
FS
6
−1
15


ARQE
















ASITSISRTTS
737
PRELP
chr1
203452549
203452554
C
6
FS
5
−1
15


SLSS
















QVIVSRGGALS
738
GLYR1
chr16
4862229
4862236
C
8
FS
9
1
16


GSPRL
















GVQGPSMATVA
739
TMEM143
chr19
48866745
48866750
C
6
FS
7
1
16


RAPRA
















ESTPTASSAMA
740
ENTPD2
chr9
139945517
139945522
C
6
FS
5
−1
16


VTRSS
















TTLWLGPASVA
741
ZDHH
chr22
20130522
20130527
C
6
FS
5
−1
16


PATLP

C8














SDGTPGGAPAQ
742
ARAF
chrX
47426415
47426420
C
6
FS
5
−1
16


PACPR
















RLQGLAGAPRG
743
MEFV
chr16
3304412
3304417
G
6
FS
5
−1
15


RRSA
















GPELRRSRAPR
744
TBX2
chr17
59482061
59482066
C
6
FS
5
−1
15


TATR
















PSTAVATWRRC
745
TULP4
chr6
158923337
158923342
C
6
FS
5
−1
15


AGPA
















AMMNGKVPFFS
746
C22orf24
chr22
32334105
32334113
A
9
FS
8
−1
15


ALKV
















PLTSGGSAAAT
747
LARP6
chr15
71125203
71125204
T
5
FS
4
−1
15


AKWG
















HTGTQFFEIKS
748
VASH1
chr14
77237566
77237569
AGA
2
FS
1
−2
15


RPLT
















LGQILILPPWA
749
PRR14L
chr22
32099548
32099549
C
6
FS
5
−1
15


FLDP
















RSWRFLRAAPS
750
THEMIS2
chr1
28208611
28208612
C
5
FS
4
−1
15


SSAR
















GPQLLLSHRAV
751
ATG4D
chr19
10662979
10662981
CT
2
FS
1
−1
15


PHVH
















TNLRVQLLKRQ
752
NTN4
chr12
96131808
96131810
NA
NA
FS
NA
−1
15


LSLS
















QGEVDSQQGAR
753
CEP250
chr20
34061365
34061367
TC
3
FS
2
−1
15


AAAE
















AILLQVIAKKM
754
TDRD15
chr2
21362231
21362232
A
7
FS
6
−1
15


TSTL
















LEQLFLCALKA
755
BEST4
chr]
45250035
45250036
C
4
FS
3
−1
15


RAFR
















QERVRLIPRLR
756
BARHL1
chr9
135464864
135464865
C
7
FS
6
−1
15


SLPR
















SPSTPGAATAA
757
APCDD1
chr18
10485691
10485692
C
4
FS
3
−1
16


ASSRP
















RTFCLTARRGA
758
PRX
chr19
40900434
40900436
TC
2
FS
1
−1
15


LAIR
















EEVVCLLFPAS
759
COL4A2
chr13
111156324
111156330
C
7
FS
6
−1
15


GEMK
















RRRATLSAAFA
760
GZF1
chr20
23345851
23345852
A
5
FS
4
−1
15


RRRF
















STLPRPFRTRM
761
MAGEE2
chrX
75004753
75004754
C
6
FS
5
−1
15


TWRS
















PMFLALDRRGG
762
FGF22
chr19
643527
643528
G
8
FS
7
−1
15


PGQA
















PTCLLLSRPLR
763
YLPM1
chr14
75230470
75230471
G
6
FS
5
−1
15


SPHL
















LREWTTQAPLR
764
SCN10A
chr3
38766674
38766675
NA
NA
FS
NA
−1
15


AARW
















FLPWVPERGVA
765
C14orf80
chr14
105964215
105964216
G
5
FS
4
−1
15


SWTW
















VQMRSRMSSSA
766
IFFO2
chr1
19235144
19235145
C
5
FS
4
−1
15


RRMW
















GPLVPGLVLGG
767
DDX51
chr12
132628264
132628270
G
7
FS
8
1
16


VREEE
















LPALSILQRSP
768
ZFR2
chr19
3831692
3831693
C
6
FS
5
−1
15


RLPR
















AQSSWRSLEAS
769
SPG7
chr16
89598370
89598371
C
7
FS
6
−1
15


ALPV
















PESFKRQARAR
770
FDX1L
chr19
10426563
10426564
G
11
FS
10
−1
15


LERR
















SPVTQITGAAA
771
PNPLA7
chr9
140414400
140414401
A
5
FS
4
−1
15


RQLL
















YAGGVGAQLM
772
SRRT
chr7
100479331
100479332
G
14
FS
13
−1
15


APLSP





































VTELAQVIVSR
773
GLYR1
chr16
4862229
4862236
G
8
FS
10
1
15


GGGA
















PTHVRAAARVS
774
FIZ1
chr19
56109216
56109217
C
4
FS
3
−1
15


STAS
















RRPCCWMGAAA
775
GJA3
chr13
20716371
20716372
C
5
FS
4
−1
15


VWRG
















HDLGLHVLSCR
776
PAPPA
chr9
119097161
119097173
NA
NA
FS
NA
−11
15


IIPV
































Predicted
Eli-



SEQ


Immuno-

SEQ

Binding
Tumor
Sample
in the
spot
re-


ID


genicity
Wildtype
ID
HLA
Affinity
Abundance
Recur-
Discovery
test-
ac-


NO
HGVSc
HGVSp
Score
sequence
NO
Allele
(nM)
(TPM)
rence
Set
ed
tive





692
NM_206999.2:
NP_996882.1:
17493
ILDCNSVRQSIMSVCF
1109
HLA-
117.44
0
6
No
No
NA



c.4628del
p.Leu1544Cysfs

FFFLLYSQHDV

DRB1*04:10










Ter11















629
NM_017763.4:
NP_060233.3:
728
FNLQKSSLSARHPQRK
784
HLA-
187.79
105.910325
4
Yes
No
NA



c.1976del
p.Gly659Valfs

RRGGPSEPTPGSRPQD

DRB1*15:01










Ter41

ATVHPACQ













693
NM_001184772.2:
NP_001171701.1:
10739
SSQLLTPAERPGGLDD
898
HLA-
858.42
111.813323
4
Yes
No
NA



c.5264del
p.Pro1755Glnfs

RSPPGSSETVELVRYE

DRB1*01:02










Ter20

PDLLRLLG













379
NM_002356.5:
NP_002347.5:
18560
PKAEDGATPSPSNETP
888
HLA-
135.1
0
4
Yes
No
NA



c.464del
p.Lys155Argfs

KKKKKRFSFKKSFKLS

DRB1*01:01










Ter12

GFSFKKNK













694
NM_022167.2:
NP_071450.2:
19163
VNQEVLEILDFHLYGS
859
HLA-
48.56
0
4
Yes
No
NA



c.1584del
p.Gly529Alafs

YPPGTPALKAYWENT

DRB1*01:01










Ter78

YDAADGPSG













695
NM_206999.2:
NP_996882.1:
19690
IILDCNSVRQSIMSVC
1110
HLA-
343.44
0
4
No
No
NA



c.4627_4628del
p.Phe1543Serfs

FFFFLLYSQHDV

DRB1*04:04










Ter22















595
NM_003318.4:
NP_003309.2:
8
HYSGGESHNSSSSKTF
1017
HLA-
42.84
75.6908271
3
No
No
NA



c.2560del
p.Arg854Glyfs

EKKRGKK

DRB1*03:01










Ter39















696
NM_003925.2:
NP_003916.1:
9889
ACGETLSVTSEENSLV
834
HLA-
722.91
3.95036551
3
No
No
NA



c.939dup
p.Glu314Argfs

KKKERSLSSGSNFCSE

DRB1*04:04










Ter13

QKTSGIIN













697
NM_001164342.2:
NP_001157814.1:
11670
HKTLLERHVALHSASN
951
HLA-
822.45
15.8231628
3
Yes
No
NA



c.2075del
p.Pro692Leufs

GTPPAGTPPGARAGPP

DRB1*04:04










Ter43

GVVACTEG













698
NM_002332.2:
NP_002323.2:
11876
VLRGHEFLSHPFAVTL
1220
HLA-
621.05
9.35558875
3
No
No
NA



c.4468dup
p.Glu1490Glyfs

YGGEVYWTDWRTNTLA

DRB1*01:02










Ter6

KANKWTGH













699
NM_206999.2:
NP_996882.1:
19617
IILDCNSVRQSIMSVC
1110
HLA-
183.48
0
3
No
No
NA



c.4626_4628del
p.Phe1543del

FFFFLLYSQHDV

DRB1*04:04











700
NM_004947.4:
NP_004938.1:
20560
KGHYSLHFDAFHHPLG
877
HLA-
392.31
0
3
Yes
No
NA



c.5555del
p.Pro1852Glnfs

DTPPALPARTLRKSPL

DRB1*04:04










Ter45

HPIPASPT













336
NM_002356.5:
NP_002347.5:
22504
KAEDGATPSPSNETPK
1221
HLA-
36.89
0
3
Yes
Yes
No



c.464_465insA
p.Lys156Glufs

KKKKRFSFKKSFKLSG

DRB1*01:01










Ter28

FSFKKNKK













701
NM_001282585.1:
NP_001269514.1:
23519
HERRVFHLTVAEPHAE
1111
HLA-
41.22
0
3
Yes
No
NA



c.901del
p.Arg301Glyfs

PPPRGSPGNGSSHSGA

DRB1*15:01










Ter107

PGPDPTLA













702
NM_030935.3:
NP_112197.1:
26121
SKAKAEKPPLSASSPQ
1222
HLA-
85.01
0
3
No
No
NA



c.587del
p.Pro196Glnfs

QRPPEPETGESAGTSR

DRB1*08:04










Ter21

AATPLPSL













703
NM_001346425.1:
NP_001333354.1:
32044
SAFNLLMHYPPPSGAG
1223
HLA-
22.25
0
3
Yes
No
NA



c.424del
p.Gln142Serfs

QHPQPQPPLHKANQPP

DRB1*11:04










Ter57

HGVPQLSL













704
NM_001271875.1:
NP_001258804.1:
33061
SGGGGTAGARGGGGGT
1168
HLA-
233.88
0
3
No
No
NA



c.91del
p.Gln31Argfs

AAPQELNNSRPARQVR

DQA1*04:01/










Ter57

RLEFNQAM

DQB1*03:19











705
NM_133448.2:
NP_597705.2:
33402
DLGLCVAELELLSSWF
901
HLA-
197.65
0
3
No
No
NA



c.618del
p.Thr207Argfs

SPPTVVAGRRKSVDQP

DQA1*04:01/










Ter75

EGTPVELY

DQB1*03:19











706
NM_001318819.1:
NP_001305748.1:
35854
FHLVPNHIVVSAEGNI
1224
HLA-
28.4
0
3
No
No
NA



c.2689del
p.Thr897GInfs

SKKTECLGRALKFDKV

DRB1*01:01










Ter8

GLVQYQST













707
NM_001346425.1:
NP_001333354.1:
38991
GAGQHPQPQPPLHKAN
1113
HLA-
44.38
0
3
Yes
No
NA



c.463del
p.His155Thrfs

QPPHGVPQLSLYEHFN

DRB1*08:04










Ter44

SPHPTPAP













708
NM_133448.2:
NP_597705.2:
75709
DLGLCVAELELLSSWF
901
HLA-
818.06
0
3
No
No
NA



c.617_618dup
p.Thr207Profs

SPPTVVAGRRKSVDQP

DQA1*05:01/










Ter76

EGTPVELY

DQB1*03:02











709
NM_012377.1:
NP_036509.1:
90913
TLTILRLSFCTNMEIP
1225
HLA-
766.53
0
3
No
No
NA



c.535del
p.Cys179Valfs

HFFCDPSEVLKLACSD

DRB1*08:04










Ter7

TFINNIVM













592
NM_001318120.1:
NP_001305049.1:
1
DQLQQAVQSQGFINYC
789
HLA-
79.61
113.490295
2
Yes
No
NA



c.1384del
p.Ile462Leufs

QKKIDASQTEFEKNVW

DRB1*04:04










Ter16

SFLKVNFE













604
NM_002439.4:
NP_002430.3:
198
STSYLLCISENKENVR
830
HLA-
120.22
53.932621
2
Yes
No
NA



c.1148del
p.Lys383Argfs

DKKKGNIFIGIVGVQP

DRB1*04:04










Ter32

ATGEVVFD













606
NM_152279.3:
NP_689492.3:
228
IHTGEKPYECSDCGKS
1059
HLA-
64.98
26.8768877
2
No
No
NA



c.2106del
p.Lys702Asnfs

FTKKSQLQVHQRIHTG

DRB1*01:02










Ter32

EKPYVCAE













608
NM_001146694.1:
NP_001140166.1:
231
HVSQAQQETYLGFWIN
1085
HLA-
107.14
25.6819355
2
Yes
No
NA



c.3110del
p.Ser1037Thrfs

SKKSQCNIFLSGTY

DRB1*04:04










Ter37















612
NM_001204.6:
NP_001195.2:
341
KNISSEHSMSSTPLTI
878
HLA-
246.82
177.84929
2
Yes
No
NA



c.1748del
p.Asn583Thrfs

GEKNRNSINYERQQAQ

DRB1*04:04










Ter44

ARIPSPET













613
NM_001080517.2:
NP_001073986.1:
402
NYKVDCACHKGNRNCP
1032
HLA-
54.54
117.853325
2
No
No
NA



c.1246del
p.Arg416Glyfs

IQKRNPNATELPLLPP

DRB1*08:04










Ter34

PPSLPTIG













624
NM_001288718.1:
NP_001275647.1:
636
KPQIKQVVPEFVNASA
1044
HLA-
82.04
5.5370656
2
No
No
NA



c.2144del
p.Gly715Alafs

DAGGSSATYMDQAPSP

DRB1*01:02










Ter101

AVCPQAPY













657
NM_001310338.1:
NP_001297267.1:
1850
EKYSNLVQSVLSSRGV
1117
HLA-
122.63
19.2702985
2
No
No
NA



c.206del
p.Pro69Argfs

AQTPGSVEEDALLCGP

DRB1*01:02










Ter14

VSKHKLPN













659
NM_000213.4:
NP_000204.3:
1896
VLVHKKKDCPPGSFWW
1073
HLA-
311.52
44.6393917
2
No
No
NA



c.2149del
p.Leu717Cysfs

LIPLLLLLLPLLALLL

DRB1*01:02










Ter52

LLCWKYCA













682
NM_001318252.1:
NP_001305181.1:
2744
VQKAEALMRELDEEGS
1076
HLA-
193.88
0.15363439
2
No
No
NA



c.535del
p.Leu179Cysfs

DPPLPGRAQRIRQVLQ

DQA1*05:01/










Ter136

LLS

DQB1*03:02











690
NM_001122964.1:
NP_001116436.1:
2849
VEHHTYHIKNYIMNKD
1122
HLA-
55.57
5.08470411
2
No
No
NA



c.1720_1722del
p.Arg574del

LLRRVLVLMNSKHTFL

DRB1*08:04












ALCALRFM










710
NM_007214.4:
NP_009145.1:
2942
GGWQQKSKGPKKTAKS
1119
HLA-
243.34
0.68754272
2
No
No
NA



c.1586dup
p.Lys530Glufs

KKKKPLKKKPTPVLLP

DRB1*04:04










Ter30

QSKQQKQK













711
NM_001252078.1:
NP_001239007.1:
3734
DPLTKPMQYKVVVPKI
1226
HLA-
292.6
34.6079337
2
No
No
NA



c.1507_1509del
p.Leu503del

GNILDLCTALSALSGI

DRB1*08:04












PADKMIVT













712
NM_014727.1:
NP_055542.1:
4042
ARSSRVIKTPRRFMDE
1099
HLA-
114.95
9.7861849
2
No
No
NA



c.1656del
p.Lys553Asnfs

DPPKPPKVEVSPVLRP

DRB1*15:01










Ter52

PITTSPPV













713
NM_001079818.1:
NP_001073286.1:
4242
LQRANRTGGLYSCDIT
1121
HLA-
22.49
1.32218459
2
No
No
NA



c.276del
p.Pro93Hisfs

ARGPCTRIEFDNDADP

DRB1*08:04










Ter37

TSESKEDQ













714
NM_001291428.1:
NP_001278357.1:
4860
TGALLLQGFIQDRAGR
904
HLA-
270.69
2.768255100
2
No
No
NA



c.121del
p.Glu41Argfs

MGGEAPELALDPVPQD

DRB1*01:02










Ter19

ASTKKLSE













715
NM_016377.3:
NP_057461.2:
5005
KRSQENEWVKSDQVKK
1227
HLA-
502.02
4.00017871
2
No
No
NA



c.236del
p.Lys79Argfs

RKKKRKDYQPNYFLSI

DRB1*04:04










Ter21

PITNKEII













716
NM_031286.3:
NP_112576.1:
5130
DISQDNALRDEMRALA
1114
HLA-
255.11
8.75580723
2
No
No
NA



c.171del
p.Lys58Argfs

GNPKATPPQIVNGDQY

DRB1*08:04










Ter33

CGDYELFV













717
NM_001143990.1:
NP_001137462.1:
5339
LSTRHVHLECRLQLWW
1228
HLA-
189.23
0.08469557
2
Yes
No
NA



c.1563_1564dup
p.Ala522Glyfs

CGGAPDSSIPDDHQGE

DRB1*04:04










Ter27

KGQGGTEG













718
NM_003214.3:
NP_003205.2:
6685
QIVSASVLQNKFSPPS
1120
HLA-
188.93
1.40943535
2
No
No
NA



c.454del
p.Gln152Argfs

PLPQAVFSTSSRFWSS

DQA1*04:01/










Ter115

PPLLGQQP

DQB1*03:19











719
NM_007214.4:
NP_009145.1:
7135
KGGWQQKSKGPKKTAK
1104
HLA-
322.18
0.87823747
2
No
No
NA



c.1585_1586del
p.Lys529Glufs

SKKKKPLKKKPTPVLL

DQA1*01:02/










Ter30

PQSKQQKQ

DQB1*06:02











720
NM_153605.3:
NP_705833.3:
8663
EARRRAHDQLLDLKSS
1229
HLA-
199.6
4.9165498
2
No
No
NA



c.3596del
p.Lys1199Argfs

LLKKADTLIGEIFNSV

DRB1*08:04










Ter5

REELKFKH













721
NM_015898.3:
NP_056982.1:
8824
IRTHTGEKPYECNICK
1230
HLA-
503.64
26.6214875
2
No
No
NA



c.1259_1261del
p.Thr420del

VRFTRQDKLKVHMRKH

DRB1*08:04












TGEKPYLC













722
NM_024898.3:
NP_079174.2:
10932
KGVQSLLMYKDGDSVL
1231
HLA-
435.67
4.8082823
2
No
No
NA



c.1436del
p.Gly479Alafs

QRGGSLRAPALPSRSD

DQA1*01:01/










Ter3

RLQQRLPI

DQB1*05:01











723
NM_015315.4:
NP_056130.2:
11054
NRGEIKGSESATYVPV
1232
HLA-
633.37
3.84716807
2
No
No
NA



c.675dup
p.Thr226Hisfs

APPTPAWQPEIKPEPA

DQA1*05:01/










Ter19

WHDQDETS

DQB1*03:02











724
NM_004888.3:
NP_004879.1:
11574
KAKEAAALGSRGSCST
1118
HLA-
512.33
0.31139164
2
No
No
NA



c.223_225del
p.Lys75del

EVEKETQEKMTILQTY

DRB1*01:02












FRQNRDEV













725
NM_004326.3:
NP_004317.2:
11829
APLTMASPAMLGNVES
1233
HLA-
528.57
3.2282781
2
No
No
NA



c.2912del
p.Pro971Hisfs

GGPPPPTASQPASVNI

DQA1*04:01/










Ter11

PGSLPSST

DQB1*03:19











726
NM_015330.4:
NP_056145.4:
13006
KSGRYMELEQRYMDLA
1115
HLA-
551.26
3.43298181
2
No
No
NA



c.1508del
p.Arg503Leufs

ENARFEREQLLGVQQH

DQA1*04:01/










Ter14

LSNTLKMA

DQB1*03:19











727
NM_001146197.1:
NP_001139669.1:
17445
PHHDDINFYSERKQNR
1125
HLA-
107.46
0
2
No
No
NA



c.21050del
p.Phe7017Leufs

PFFFACVPADSLEVIP

DRB1*08:04










Ter25

KTIRWTIP













728
NM_198994.2:
NP_945345.2:
17650
ARQDLGPSYNGWQVLD
1126
HLA-
59.98
0
2
Yes
No
NA



c.1078del
p.Gln360Argfs

ATPQEESEGVFRCGPA

DRB1*01:02










Ter99

SVTAIREG













729
NM_001002295.1:
NP_001002295.1:
17795
PITTYPPYVPEYSSGL
1123
HLA-
125.99
0
2
No
No
NA



c.708_709insC
p.Ser237Glnfs

FPPSSLLGGSPTGFGC

DRB1*04:04










Ter67

KSRPKARS













730
NM_001013838.1:
NP_001013860.1:
18086
RAGRGGLGPPAGVANS
1133
HLA-
50.64
0
2
No
No
NA



c.1253_1254insC
p.Gln419Alafs

LPPQLFAAVSRGCCTS

DRB1*01:02










Ter112

LTHLDASR













731
NM_016642.3:
NP_057726.4:
18152
ARLQTEACRLGQLHPA
1141
HLA-
114.87
0
2
No
No
NA



c.9862del
p.Gly3288Alafs

APGGLAKVQEAWATLQ

DRB1*08:04










Ter40

AKAQERGQ













732
NM_012285.2:
NP_036417.1:
18191
NVFEPKPSVPEYKVAS
1155
HLA-
50.95
0
2
No
No
NA



c.641_642insG
p.Ser215Valfs

VGGSRCLLLHYSVSKA

DRB1*01:02










Ter39

IWDGLILL













733
NM_005688.3:
NP_005679.2:
18205
QEFLHRYQELLDDNQA
1234
HLA-
163.54
0
2
No
No
NA



c.3268del
p.Leu1090Cysfs

PFFLFTCAMRWLAVRL

DRB1*01:02










Ter26

DLISIALI













734
NM_003285.2:
NP_003276.3:
18315
WFGKNCSEPYCPLGCS
1128
HLA-
79.6
0
2
No
No
NA



c.636del
p.Val213Cysfs

SRGVCVDGQCICDSEY

DQA1*04:01/










Ter52

SGDDCSEL

DQB1*03:19











735
NM_000706.4:
NP_000697.1:
18393
ITALLGSLNSCCNPWI
1124
HLA-
154.59
0
2
No
No
NA



c.1052del
p.Phe351Leufs

YMFFSGHLLQDCVQSF

DRB1*04:04










Ter19

PCCQNMKE













736
NM_138694.3:
NP_619639.3:
18520
TADEPMVFVDDQLPCN
1131
HLA-
102.6
0
2
No
No
NA



c.4592del
p.Phe1531Leufs

VTFFNASHVVCQTRDL

DRB1*08:04










Ter61

APGPHYLS













737
NM_002725.3:
NP_002716.1:
18768
LPPGPPSIFPDCPREC
1127
HLA-
57.73
0
2
No
No
NA



c.242del
p.Pro81Leufs

YCPPDFPSALYCDSRN

DRB1*08:04










Ter61

LRKVPVIP













738
NM_001324098.1:
NP_001311027.1:
19046
TVDADTVTELAQVIVS
1235
HLA-
195.06
0
2
No
No
NA



c.1154_1155insG
p.Arg386Alafs

RGGRFLEAPVSGNQQL

DQA1*04:01/










Ter15

SNDGMLVI

DQB1*03:19











739
NM_018273.2:
NP_060743.2:
19289
ELWLRLRGKGLAMLHV
1176
HLA-
79.21
0
2
No
No
NA



c.66_67insG
p.Val23Glyfs

TRGVWGSRVRVWPLLP

DQA1*04:01/










Ter105

ALLGPPRA

DQB1*03:19











740
NM_203468.2:
NP_982293.1:
19310
WVGRWFRPRKGTLGAM
1130
HLA-
95.78
0
2
No
No
NA



c.610del
p.Gly204Valfs

DLGGASTQITFETTSP

DQA1*04:01/










Ter171

AEDRASEV

DQB1*03:19











741
NM_001185024.1:
NP_001171953.1:
19339
RRGGDHVALQPLRSEG
1129
HLA-
102.52
0
2
No
No
NA



c.1374del
p.Thr459Argfs

GPPTPHRSIFAPHALP

DQA1*04:01/










Ter177

NRNGSLSY

DQB1*03:19











742
NM_001256196.1:
NP_001243125.1:
19536
GQSFSTDAAGSRGGSD
1135
HLA-
134.08
0
2
No
No
NA



c.772del
p.Arg258Glyfs

GTPRGSPSPASVSSGR

DQA1*04:01/










Ter37

KSPHSKSP

DQB1*03:19











743
NM_000243.2:
NP_000234.1:
20291
EVRLRRNASSAGRLQG
1182
HLA-
202.1
0
2
No
No
NA



c.655del
p.Gly219Alafs

LAGGAPGQKECRPFEV

DRB1*08:04










Ter43

YLPSGKMR













744
NM_005994.3:
NP_005985.3:
21084
CKPERDGAESDASSCD
1164
HLA-
283.29
0
2
No
No
NA



c.987del
p.Ala330Argfs

PPPAREPPTSPGAAPS

DRB1*08:04










Ter38

PLRLHRAR













745
NM_0202454:
NP_064630.2:
21593
CLKKGDFSLYPTSVHY
1132
HLA-
329.04
0
2
No
No
NA



c.2647del
p.Leu883Trpfs

QTPLGYERITTFDSSG

DRB1*08:04










Ter43

NVEEVCRP













746
NM_001302819.1:
NP_001289748.1:
22642
DFLSVKWEAAMMNGKV
931
HLA-
407.8
0
2
Yes
No
NA



c.148del
p.Phe50Serfs

PFFFSSESLGYFATGR

DRB1*08:04










Ter6

PADNVMTT













747
NM_018357.2:
NP_060827.2:
23329
TPQKNGRVQEKVMEHL
1180
HLA-
62.97
0
2
No
No
NA



c.663del
p.Phe221Leufs

LKLFGTFGVISSVRIL

DQA1*04:01/










Ter56

KPGRELPP

DQB1*03:19











748
NM_014909.4:
NP_055724.1:
23707
RYIRELQYNHTGTQFF
1177
HLA-
46.32
0
2
No
No
NA



c.437_439del
p.Lys146del

EIKKSRPLTGLMDLAK

DRB1*01:02












EMTKEALP













749
NM_173566.2:
NP_775837.2:
23718
GLDELDGVKAACPCPQ
1171
HLA-
61.89
0
2
No
No
NA



c.5987del
p.Pro1996Glnfs

SSPPEQKEAEPEKRPK

DRB1*01:02










Ter42

KVSQIRIR













750
NM_001105556.1:
NP_001099026.1:
23857
HFIKPLLLSEVLAWEG
1139
HLA-
13.68
0
2
No
No
NA



c.781del
p.Leu261Cysfs

PFPLSMEILEVPEGRP

DRB1*01:02










Ter34

IFLSPWVG













751
NM_032885.5:
NP_116274.3:
23893
DPSCTVGFYAGDRKEF
1236
HLA-
50.2
0
2
No
No
NA



c.1224_1225del
p.Cys409Leufs

ETLCSELTRVLSSSSA

DRB1*08:04










Ter60

TERYPMFT













752
NM_021229.3:
NP_067052.2:
23998
KVQEQLKITNLRVQLL
1237
HLA-
23.92
0
2
No
No
NA



c.698_699del
p.Ser233Leufs

KRQSCPCQRNDLNEEP

DRB1*08:04










Ter7

QHFTHYAI













753
NM_007186.5:
NP_009117.2:
24061
GERDTLAGQTVDLQGE
1161
HLA-
126.48
0
2
No
No
NA



c.1382_1383del
p.Leu461Glnfs

VDSLSKERELLQKARE

DRB1*01:02










Ter80

ELRQQLEV













754
NM_001306137.1:
NP_001293066.1:
25091
YFKKLVLNKAILLQVI
1140
HLA-
42.25
0
2
No
No
NA



c.1899del
p.Asp634Metfs

AKKDDKYTVNIQSVEA

DRB1*08:04










Ter6

SENIDVIS













755
NM_153274.2:
NP_695006.1:
25096
APAAQTPLLGRFLGVG
1154
HLA-
52.51
0
2
No
No
NA



c.1268del
p.Pro423Argfs

APSPAISLRNFGRVRG

DRB1*08:04










Ter97

TPRPPHLL













756
NM_020064.3:
NP_064448.1:
25170
RILIHGLQGASEPPPP
1145
HLA-
10.04
0
2
No
No




c.946del
p.Leu316Trpfs

LPPLAGVLPRAAQPR

DRB1*08:04










Ter184









NA





757
NM_153000.4:
NP_694545.1:
25569
NNTWEGHYYHYSDPVC
1238
HLA-
48.95
0
2
No
No
NA



c.1011del
p.Thr338Profs

KHPTFSIYARGRYSRG

DQA1*04:01/










Ter29

VLSSRVMG

DQB1*03:19











758
NM_181882.2:
NP_870998.2:
26377
VGGEGAEEQPPGAERT
1142
HLA-
108.71
0
2
No
No
NA



c.3823_3824del
p.Ser1275Thrfs

FCLSLPDVELSPSGGN

DRB1*01:02










Ter49

HAEYQVAE













759
NM_001846.2:
NP_001837.2:
26603
QGRRGPPGAPGEMGPQ
1136
HLA-
516.9
0
2
No
No
NA



c.4275del
p.Gly1426Glufs

GPPGEPGFRGAPGKAG

DRB1*08:04










Ter33

PQGRGGVS













760
NM_001317012.1:
NP_001303941.1:
26692
CPQDQSPDRVGTEMEQ
1147
HLA-
67.84
0
2
No
No
NA



c.836del
p.Asn279Metfs

VSKNEGCQAGAELEEL

DRB1*01:02










Ter55

SKKAGPEE













761
NM_138703.4:
NP_619648.1:
26706
IQATNASGSPTSMLVV
1152
HLA-
138.2
0
2
Yes
No
NA



c.133del
p.Gln45Serfs

DAPQCPQAPINSQCVN

DRB1*08:04










Ter27

TSQAVQDP













762
NM_020637.1:
NP_065688.1:
27356
RWRRRGQPMFLALDRR
1239
HLA-
154.69
0
2
No
No
NA



c.444del
p.Arg150Glyfs

GGPRPGGRTRRYHLSA

DRB1*03:01










Ter?

HFLPVLVS













763
NM_019589.2:
NP_062535.2:
27397
LQPHHLPPPPLPPPPV
1158
HLA-
42.2
0
2
No
No
NA



c.284del
p.Gly95Alafs

MPGGGYGDWQPPPPPM

DRB1*08:04










Ter124

PPPPGPAL













764
NM_006514.3:
NP_006505.3:
27465
SEDLAPSLGETWKDES
1151
HLA-
89.65
0
2
No
No
NA



c.3218del
p.Val1073Alafs

VPQVPAEGVDDTSSSE

DRB1*01:02










Ter20

GSTVDCLD













765
NM_001134875.1:
NP_00112834.1:
27826
EVPAAASQPTFLPWVP
1240
HLA-
169.37
0
2
No
No
NA



c.857del
7p.Gly286Valfs

ERGGGELDLVVRELQA

DRB1*01:02










Ter7

LEEELREA













766
NM_001136265.1:
NP_001129737.1:
27879
METCRRLIKGSADRNS
1156
HLA-
196.25
0
2
No
No
NA



c.1464del
p.Ser489Alafs

PSPSSVASSDSGSTDE

DRB1*01:02










Ter32

IQDEFERE













767
NM_175066.3:
NP_778236.2:
28278
GPALEEAAGPLVPGLV
1241
HLA-
442.34
0
2
No
No
NA



c.494_495insG
p.Phe166Valfs

LGGFGKRKAPKVQPFL

DQA1*04:01/










Ter19

PRWLAEPN

DQB1*03:19











768
NM_015174.1:
NP_055989.1:
28419
PTATGVQPESSASIVT
1148
HLA-
70.33
0
2
No
No
NA



c.563del
p.Pro188Argfs

SYPPPSYNPTCTAYTA

DRB1*08:04










Ter239

PSYPNYDA













769
NM_003119.2:
NP_003110.1:
29159
RFLQLGAKVPKGALLL
1146
HLA-
65.83
0
2
No
No
NA



c.1053del
p.Gly352Alafs

GPPGCGKTLLAKAVAT

DRB1*01:02










Ter87

EAQVPFLA













770
NM_001031734.3:
NP_001026904.2:
29317
AARGTWWNRPGGTSGS
1242
HLA-
141.89
0
2
No
No
NA



c.118del
p.Val40Trpfs

GEGVALGTTRKFQATG

DRB1*08:04










Ter32

SRPAGEED













771
NM_001098537.1:
NP_001092007.1:
29431
VAAGKAKKQVFYGEEE
1243
HLA-
32.48
0
2
No
No
NA



c.1052del
p.Lys351Serfs

RLKKPPRLQESCDSDH

DRB1*01:02










Ter25

GGGRPAAA













772
NM_015908.5:
NP_056992.4:
29544
DEHSSDPYHSGYEMPY
1244
HLA-
219.11
0
2
No
No
NA



c.310del
p.Gly104Valfs

AGGGGGPTYGPPQPWG

DQA1*01:02/










Ter45

HPDVHIMQ

DQB1*06:02











773
NM_001324098.1:
NP_001311027.1:
29614
TVDADTVTELAQVIVS
1235
HLA-
208.96
0
2
No
No
NA



c.1154_1155insGG
p.Arg386Glyfs

RGGRFLEAPVSGNQQL

DRB1*04:04










Ter21

SNDGMLVI













774
NM_032836.2:
NP_116225.2:
29701
MDDVPAPTPAPAPPAA
1186
HLA-
58.7
0
2
No
No
NA



c.15del
p.Ala6Profs

AAPRVPFHCS

DRB1*08:04










Ter61















775
NM_021954.3:
NP_068773.2:
29936
ERQPPALKAYPAASTP
1169
HLA-
106.76
0
2
No
No
NA



c.1056del
p.Ser353Alafs

AAPSPVGSSSPPLAHE

DRB1*01:02










Ter46

AEAGAAPL













776
NM_002581.3:
NP_002572.2:
30038
LLDTKDQSHDLGLHVL
1245
HLA-
134.84
0
2
No
No
NA



c.3422_3433del
p.Asn1141_Leu

SCRNNPLIIPVVHDLS

DRB1*01:02










1144del

QPFYHSQAVRV



















Supplementary Table 12. List of other MHC-I neoAgs, with low predicted immunogenicity and low or no recurrency, obtained from the


computational methods in the discovery set.


























Mutant





Micro-
Reference

Altered




Epitope
SEQ
Gene
Chromo-


satellite 
MS lengths
Variant
MS Length
Number deleted
Peptide


Sequence
ID NO
Name
some
Start
Stop
motif
(repeats)
Type
(repeats)
nucleotides
Length





KLFEKKYSV
  6
TAF1B
chr2
 10045013
 10045014
NA
NA
FS
NA
−1
 9





FLAPCNFYL
 16
RNF128
chrX
105937255
105937255
T
 8
FS
9
 1
 9





FLIDDNFKV
 10
TTLL10
chr1
  1116222
  1116223
G
 8
FS
7
−1
 9





FLMDGFDEL
 11
NLRP3
chr1
247582212
247582213
C
 5
FS
4
−1
 9





FLWNSLLAV
 12
ABCA7
chr19
  1056082
  1056083
G
 6
FS
5
−1
 9





LTFCTNATI
200
SCNN1D
chr1
  1221421
  1221424
TCT
 2
inframe_
1
−2
 9










del








SLVRLSSCVP
  4
TGFBR2
chr3
 30691871
 30691872
A
10
FS
9
−1
11


V
















YLFAKAYLV
201
LANCL3
chrX
 37431308
 37431309
G
 7
FS
6
−1
 9





VPACSHVPM
202
CRIPAK
chr4
  1388622
  1388622
AC
 2
FS
1
 1
 9





VPTWSARLL
203
CRIPAK
chr4
  1388622
  1388622
AC
 2
FS
1
 1
 9





LLNPVTMNK
204
BCOR
chrX
 39922887
 39922891
NA
NA
FS
NA
−3
 9





SELLNPVTMN
205
BCOR
chrX
 39922887
 39922891
NA
NA
FS
NA
−3
11


K
















LLNPVTMNK
206
BCOR
chrX
 39922887
 39922891
NA
NA
FS
NA
−3
10


A
















ELLNPVTMN
207
BCOR
chrX
 39922887
 39922891
NA
NA
FS
NA
−3
10


K
















SPAIPPRPL
  7
BCOR
chrX
 39933761
 39933763
NA
NA
FS
NA
−1
 9





HPARHLCRL
208
ADGRB2
chr1
 32203322
 32203322
C
 5
FS
6
 1
 9





APSLTPMHSL
209
GJA1
chr6
121768924
121768925
NA
NA
FS
NA
−1
10





SPMITRIL
210
GJA1
chr6
121768924
121768925
NA
NA
FS
NA
−1
 8





TPMHSLLISP
211
GJA1
chr6
121768924
121768925
NA
NA
FS
NA
−1
11


M
















TPMHSLLIS
212
GJA1
chr6
121768924
121768925
NA
NA
FS
NA
−1
 9





RLYKYDHNF
213
CTSC
chr11
 88068107
 88068108
T
 6
FS
5
−1
10


V
















RQMLPTLSTL
214
SPECC1
chr17
 20108262
 20108263
A
 8
FS
7
−1
10





RLDKGNFAG
215
CELSR2
chr1
109803706
109803707
G
 3
FS
2
−1
10


A
















MLLELSPAQL
216
UBR5
chr8
103289348
103289349
A
 8
FS
7
−1
10





MLLELSPAQL
216
UBR5
chr8
103289348
103289349
T
 8
FS
7
−1
10





RPRMRAASPL
 13
CAMKK2
chr12
121678626
121678626
C
 6
FS
7
 1
10





RPLCSSLGPL
 15
CHAT
chr10
 50827791
 50827792
C
 5
FS
4
−1
10





KPIAGRHTL
  8
ZNF684
chr1
 41012499
 41012499
A
 5
FS
7
 1
 9





TAPVASASPK
 17
RBM15
chr1
110882872
110882873
C
 6
FS
5
−1
11


L
















RPVRGRGSL
 14
DIDO1
chr20
 61512626
 61512627
C
 5
FS
4
−1
 9





SMMPPPPAL
  2
TCF7L2
chr10
114925316
114925317
A
 9
FS
8
−1
 9





HPPPPCLLLL
217
SCAF4
chr21
 33073335
 33073336
C
 6
FS
5
−1
10





















SEQ


Immuno-

SEQ

Binding
Tumor
Sample

Elispot


ID


genicity
Wildtype
ID
HLA
Affinity
Abundance
Re-
Elispot
re-


NO
HGVSc
HGVSp
Score
sequence
NO
Allele
(nM)
(TPM)
currence
tested
active





  6
NM_005680.2:
NP_005671.2:p.
 16889
YGRDRGIFGIESWPDYEDI
962
HLA-
  3.8
  7.27
2
Tested
No



c.834del
Tyr278Ter

YKKTIEVGTFLDLPRFPDIT

A*02:











E

01










 16
NM_024539.3:
NP_078815.3:p.
 77072
MNQENRSSFFWLLVIFTFL
963
HLA-
  1.9
 11.79
1
Tested
No



c.31dup
Trp11LeufsTer11

LKITASFSMSAY

A*02:













01










 10
NM_001130045.1:
NP_001123517.1:
 55580
STLRGRARAMSKASKVPG
964
HLA-
  1.9
  0.93
2
Tested
Yes



c.745del
p.Val249SerfsTer31

GVQARLEKDAAAPALEDL

C*02:











PWTS

02










 11
NM_001079821.2:
NP_001073289.1:
 62255
LKKFKMHLEDYPPQKGCIP
965
HLA-
  1.9
  1.32
1
Tested
No



c.121del
p.Leu41SerfsTer14

LPRGQTEKADHVDLATLM

A*02:











IDF

01










 12
NM_019112.3:
NP_061985.2:p.
 64179
GLKTKKWVNEVRYGGFSL
966
HLA-
  2.2
  6.39
1
Tested
No



c.4262del
Gly1421AlafsTer23

GGRDPGLPSGQELGRSVEE

A*02:











LWA

01










200
NM_001130413.3:
NP_001123885.2:
 34240
GHQEGLVELPASFRELLTF
967
HLA-
 14.8
1.00E−04
2
Tested
No



c.680_682del
p.Phe227del

FCTNATIHGAIRLVCSRGN

B*15:











RL

17










  4
NM_001024847.2:
NP_001020018.1:
  1961
HDFILEDAASPKCIMKEKK
884
HLA-
 55.3
  7.63
5
Tested
No



c.458del
p.Lys153SerfsTer35

KPGETFFMCSCSSDECNDN

A*02:











II

01










201
NM_001170331.1:
NP_001163802.1:
 77068
GGGAEARGATAGASACQ
968
HLA-
  1.7
  0.19
1
Tested
No



c.192del
p.Leu65PhefsTer129

GGLYGGVAGVAYMLYHV

A*02:











SQSPLF

01










202
NM_175918.3:
NP_787114.2:p.
 62476
DVECHLLTHVPMWSARLL
969
HLA-
 10.2
121.38
1
Tested
No



c.325_326dup
Cys110ArgfsTer81

TCPCGVPACSHVPMRSAR

B*35:











LLTR

01










203
NM_175918.3:
NP_787114.2:p.
132827
DVECHLLTHVPMWSARLL
969
HLA-
941.1
121.38
1
Tested
No



c.325_326dup
Cys110ArgfsTer81

TCPCGVPACSHVPMRSAR

B*35:











LLTR

01










204
NM_00112338
NP_001116857.1:
 70858
EEKPGRKRAEAKGNRSWS
970
HLA-
 10.2
  7.89
1
Tested
No



5.1:c.3817_
p.Glu1273LeufsTer20

EESLKPSDNEQGLPVFSGS

A*03:








3820del


PPM

01










205
NM_00112338
NP_001116857.1:
 81099
EEKPGRKRAEAKGNRSWS
970
HLA-
 59
  7.89
1
Tested
No



5.1:c.3817_
p.Glu1273LeufsTer20

EESLKPSDNEQGLPVFSGS

A*03:








3820del


PPM

01










206
NM_00112338
NP_001116857.1:
 87472
EEKPGRKRAEAKGNRSWS
970
HLA-
 98.1
  7.89
1
Tested
No



5.1:c.3817_
p.Glu1273LeufsTer20

EESLKPSDNEQGLPVFSGS

A*03:








3820del


PPM

01










207
NM_00112338
NP_001116857.1:
 76661
EEKPGRKRAEAKGNRSWS
970
HLA-
 36.7
  7.89
1
Tested
No



5.1:c.3817_
p.Glu1273LeufsTer20

EESLKPSDNEQGLPVFSGS

A*03:








3820del


PPM

01










  7
NM_00112338
NP_001116857.1:
 53128
SLASPMRLSTPSASPAIPPL
971
HLA-
  5.9
  3.7
1
Tested
No



5.1:c.836_
p.Leu279ArgfsTer21

VHCADKSLPWKMGVSPG

B*07:








837del


NPV

02










208
NM_001294335.1:
NP_001281264.1:
 54855
LAQPPKDLTLELAGSPSVP
972
HLA-
 26.8
  1.46
1
Tested
No



c.2806dup
p.Leu936ProfsTer29

LVIGCAVSCMALLTLLAIY

B*07:











AA

02



Tested






209
NM_000165.3:
NP_000156.1:p.
 77153
DRNNSSCRNYNKQASEQN
973
HLA-
 27.6
 43.46
1

No



c.932del
Ala311ValfsTer37

WANYSAEQNRMGQAGSTI

B*07:



Tested







SNSH

02










210
NM_000165.3:
NP_000156.1:p.
 74261
DRNNSSCRNYNKQASEQN
973
HLA-
 15.
 43.46
1
Tested
No



c.932del
Ala311ValfsTer37

WANYSAEQNRMGQAGSTI

B*07:











SNSH

02










211
NM_000165.3:
NP_000156.1:p.
 77007
DRNNSSCRNYNKQASEQN
973
HLA-
 26.9
 43.46
1
Tested
No



c.932del
Ala311ValfsTer37

WANYSAEQNRMGQAGSTI

B*07:











SNSH

02










212
NM_000165.3:
NP_000156.1:p.
126154
DRNNSSCRNYNKQASEQN
973
HLA-
530.9
 43.46
1
Tested
No



c.932del
Ala311ValfsTer37

WANYSAEQNRMGQAGSTI

B*07:











SNSH

02










213
NM_001814.4:
NP_001805.3:p.P
   497
IIYNQGFEIVLNDYKWFAF
799
HLA-
 33.
 77.33
1
Tested
No



c.315del
he105LeufsTer10

FKYKEEGSKVTTYCNETM

A*02:











TGW

01










214
NM_00124343
NP_001230368.1:
   769
SFGSPTGNQMSSDIDEYKK
817
HLA-
  7.3
  5.55
3
Tested
No



9.1:c.908del
p.Asn303ThrfsTer

NIHGNALRTSGSSSSDVTK

B*15:









63

AS

03










215
NM_001408.2:
NP_001399.1:p.
140624
DGYTGEHCEVSARSGRCT
974
HLA-
983.9
  1.67
1
Tested
No



c.4004del
Gly1335ValfsTer33

PGVCKNGGTCVNLLVGGF

A*02:











KCDC

01










216
NM_015902.5:
NP_056986.2:p.
   150
MSYAANLKNVMNMQNRQ
797
HLA-
 12
 61.73
4
Tested
No



c.6360del
Glu2121LysfsTer28

KKEGEEQPVLPEETESSKP

A*02:











GPSA

01










216
NM_015902.5:
NP_056986.2:p.
   150
MSYAANLKNVMNMQNRQ
797
HLA-
 12
 61.73
4
Tested
No



c.6360del
Glu2121LysfsTer28

KKEGEEQPVLPEETESSKP

A*02:











GPSA

01










 13
NM_006549.3:
NP_006540.3:p.
 69164
SELKEARQRRQPPGHRPAP
975
HLA-
  2
 23.89
2
Tested
No



c.1642dup
Arg548ProfsTer66

RGGGGSALVRGSPCVESC

B*07:











WAP

02










 15
NM_020549.4
NP_065574.3:p.
 76087
MAAKTPSSEESGLPKLPVP
976
HLA-
  6.4
  0.54
1
Tested
No



c.413del
Pro138ArgfsTer62

PLQQTLATYLQCMRHLVS

B*07:











EEQ

02










  8
NM_152373.3:
NP_689586.3:p.
 53278
SYTVENAYECSECGKAFK
977
HLA-
  4.1
  1.08
1
Tested
No



c.508_509dup
Lys171ArgfsTer93

KKFHFIRHEKNHTRKKPFE

B*07:











CND

02










 17
NM_022768.4:
NP_073605.4:p.
140585
TYPPSASVVGASVGGHRH
978
HLA-
978.6
  8.51
1
Tested
No



c.851del
Pro284LeufsTer98

PPGGGGGQRSLSPGGAAL

B*07:











GYRD

02










 14
NM_00119336
NP_001180298.1:
 74888
ADKPASLPPASQASNHRDP
979
HLA-
  2.4
 46.37
1
Tested
No



9.1:c.4681del
p.Arg1561GlyfsTer303

RQARRLATETGEGEGEPLS

B*07:











RL

02










  2
NM_00114627
NP_001139746.1:
    65
ALFGLDRQTLWCKPCRRK
788
HLA-
  8.9
 44.54
5
Tested
No



4.1:c.1403del
p.Lys468SerfsTer23

KKCVRYIQGEGSCLSPPSS

C*03:











DGS

03










217
NM_020706.2:
NP_065757.1:p.
140625
TAQLKTTPTQPSEQKAAFP
980
HLA-
995.6
 41.16
2
Tested
No



c.749del
Pro250HisfsTer96

PPEQKTAFDKKLLDRFDY

B*07:











DDE

02



















Supplementary Table 13. Pooling of selected neoAgs for in vitro validation of immunogenicity using ELISpot assay..
























SEQ















ID

Re-
Molecular


Top
Top

ELISpot


Pool
HLA Type
Gene
Description
NO
Rank
current
Weight
mg
MHC
Immunogenic
Recurrent
Others
reactive





 1
HLA-
TAF1B
KLFEKKYSV
  6
 58541
2
1141.37
4.9
I


X




A*02:01















HLA-
RNF128
FLAPCNFYL
 16
 79323
1
1087.3
4.4
I


X




A*02:01















HLA-
TTLL10
FLIDDNFKV
 10
 77276
2
1110.27
4.8
I


X
yes



A*02:01















HLA-
NLRP3
FLMDGFDEL
 11
 63244
1
1086.22
4.2
I


X




A*02:01















HLA-
WDR6
FMNSTVFHV
  3
   904
2
1081.25
4.8
I
X






A*02:01















HLA-
ABCA7
FLWNSLLAV
 12
 65469
1
1062.27
4.8
I


X




A*02:01















HLA-
SCNN1D
FLGHHSFSV

128784
2
1030.14
4.9
I


X




A*02:01















HLA-
MARCKS
FLQEVFQA
  5
 74290
4
 981.11
4.7
I

X





A*02:01















HLA-
TGFBR2
SLVRLSSCVPV
  4
  1927
5
1159.41
4.1
I


X




A*02:01















HLA-
LANCL3
YLFAKAYLV
201
 77068
1
1087.32
4.7
I


X




A*02:01

















 2
HLA-
CRIPAK-2
VPACSHVPM
202
 63413
1
 940.15
4.1
I


X




B*35:01















HLA-
CRIPAK-1
VPTWSARLL
203
138880
1
1042.24
4.6
I


X




B*35:01















HLA-
BCOR-4
LLNPVTMNK
204
 72894
1
1029.26
4.9
I







A*03:01















HLA-
BCOR-2
SELLNPVTMNK
205
 83980
1
1245.45
4.9
I


X




A*03:01















HLA-
BCOR-1
LLNPVTMNKA
206
 90887
1
1100.34
4
I


X
yes



A*03:01















HLA-
BCOR-3
ELLNPVTMNK
207
 79229
1
1158.37
4.1
I


X




A*03:01















HLA-
ADGRB2
HPARHLCRL
208
 55619
1
1102.32
4.8
I


X




B*07:02















HLA-
GJA1-2
APSLTPMHSL
209
 79637
1
1053.24
4.1
I


X




B*07:02















HLA-
GJA1-4
SPMITRIL
210
 76488
1
 930.17
4
I


X




B*07:02















HLA-
GJA1-3
TPMHSLLISPM
211
 79465
1
1226.52
4
I


X




B*07:02















HLA-
CTSC
IQKSWTATTY
 39
   139
1
1198.33
4.7
I
X


yes



B*15:03

















 3
HLA-
CLCA1
SLINLTWTA
 66
   413
1
1018.17
4
I
X


yes



A*02:01















HLA-
SMARCAD1
NMIQVLMSV
 49
   238
1
1034.3
4.7
I
X






A*02:01















HLA-
CTSC
RLYKYDHNFV
213
   502
1
1354.52
4.6
I


X




A*02:01















HLA-
ALG8
FLALNQLPQV
112
  1139
1
1142.35
4
I
X






A*02:01















HLA-
SPECC1
RQMLPTLSTL
214
   706
4
1159.41
4.8
I


X




B*15:03















HLA-
TGFBR2
SQKNITPAI
122
  1605
5
 971.11
4.9
I

X





B*15:03















HLA-
CELSR2
RLDKGNFAGA
215
147448
1
1048.16
4.8
I


X
yes



A*02:01















HLA-
UBR5
MLLELSPAQL
216
   147
5
1114.36
4.7
I


X




A*02:01















HLA-
PAWR
APREGAAATPL
 18
     1
1
1053.18
4.9
I
X






B*07:02















HLA-
GJA1-1
TPMHSLLIS
212
132175
1
 998.2
4.3
I


X




B*07:02

















4
HLA-
GOLIM4
KMMKILMIK
 19
     2
2
1135.6
4.8
I
X






A*03:01















HLA-
SPINK5
LSAPEKITLF
 20
     8
3
1118.33
4.6
I
X
X





B*15:17















HLA-
P4HB
SLWSSMPHGV
 23
    19
2
1100.25
4.5
I
X






A*02:01















HLA-
SEC31A
MLLRLNLRK
 29
    62
3
1156.49
4.6
I
X
X





A*03:01















HLA-
UBR5
RLYVPLYSSK
 37
   119
4
1225.44
4.2
I
X
X

yes



A*03:01















HLA-
SPECC1
KTYMEMHY
 57
   345
3
1102.29
4.6
I
X
X

yes



B*15:17















HLA-
PTEN
KANRYFSPNF
 62
   391
3
1243.38
4.8
I
X
X





B*15:17















HLA-
TMEM94
KPLWRKSPL
137
 10241
4
1124.38
4.4
I

X





B*07:02















HLA-
CELSR1
SPSRSTTAPV
134
  3456
4
1002.09
4
I

X





B*07:02















HLA-
NOL4L
AMAENILAA
150
  4368
3
 903.06
4.7
I

X





A*02:01















HLA-
GPBP1L1
KLSSVVPSV
 22
    13
1
 915.09
4.6
I
X






A*02:01

















 5
HLA-
TCF7L2
IAQPSTSSL
 28
    53
5
 902.99
4.9
I
X
X





C*03:03















HLA-
WDTC1
FLATSGIDPV
 44
   178
6
1019.15
4.9
I
X
X





A*02:01















HLA-
AP1S1
RSVLEEMGL
 58
   360
4
1033.21
4.6
I
X
X





B*15:17















HLA-
ELMSA
GMVPLIIPV
116
 14559
7
 938.23
4.2
I

X





A*02:01
N1














HLA-
BMPR2
TPQDSRQVL
117
  3845
6
1043.14
4.9
I

X





B*07:02















HLA-
ARID1A
LTHPAHQPL
124
  5556
5
1013.16
4.2
I

X





B*15:17















HLA-
CASP5
LKLCSKVSF
132
  1697
5
1024.28
4.3
I

X





B*15:03















HLA-
RNF43
TQLARFFPI
 24
    26
8
1092.3
4.1
I
X
X

yes



A*02:01















HLA-
TCF20
RVPAHASTSI
 27
    42
5
1038.16
4.9
I
X
X

yes



B*07:02















HLA-
SCAF4
HPPPPCLLLL
217
147447
2
1099.4
4.1
I


X




B*07:02

















 6
HLA-
BCOR
SPAIPPRPL
  7
 53801
1
 947.14
4.4
I


X
yes



B*07:02















HLA-
CAMKK2
RPRMRAASPL
 13
 77293
2
1154.4
4.9
I







B*07:02















HLA-
CHAT
RPLCSSLGPL
 15
 78296
1
1042.26
4.1
I


X




B*07:02















HLA-
ZNF684
KPIAGRHTL
  8
 53955
1
 992.18
4.4
I


X




B*07:02















HLA-
RBM15
TAPVASASPKL
 17
147404
1
1041.2
4.6
I


X




B*07:02















HLA-
DIDO1
RPVRGRGSL
 14
 77059
1
 997.16
4.7
I


X




B*07:02















HLA-
USP9Y
YMMDDLELI
  1
    17
1
1142
4
I
X






A*02:01















HLA-
TCF7L2
SMMPPPPAL
  2
    65
5
 940
4.4
I


X




C*03:03

















 7
HLA-
TET2
YLRFIKSLAERT
231
   301
2
1814.17
4.2
II
X






DRB1*07:01

MSV













HLA-
CAMTA2
SPPLHLCQPL
 95
   935
3
1104.33
4
I
X
X





B*07:02















HLA-
CLDN4
ASLAHSDNF
106
  1072
3
 960.99
4.3
I
X
X





B*15:17















HLA-
STAMBPL1
KRAFIHTPR
131
  1679
4
1125.33
4.4
I

X





B*27:05















HLA-
PRDM2
KVDTHHLQV
133
  2434
4
1076.21
4.7
I

X





C*05:01















HLA-
CHD3
KADQSESSL
123
  2604
5
 963.99
4.2
I

X





C*05:01















HLA-
CNKSR1
RRPLRSWTPR
152
  4500
3
1324.54
4.6
I

X





B*27:05















HLA-
COL9A2
RAWRAGMPL
153
  4763
3
1057.28
4.6
I

X





B*15:17















HLA-
PGD
MPCFTTALLL
155
  5554
3
1109.41
4.2
I

X





B*51:01















HLA-
LARP4B
RTLLVTCILY
125
  5649
5
1194.49
3.6
I

X





A*30:02

















 8
HLA-
CRIM1
QTIEERLTW
156
  5940
3
1175.3
4.9
I

X

yes



B*15:17















HLA-
AASDH
VMANVLTLNL
157
  6022
3
1087.34
4
I

X

yes



A*02:01















HLA-
CCDC186
VLEDTLLKI
158
  6671
3
1043.26
4
I

X

yes



A*02:01















HLA-
HOXA11
AGIGWGASY
160
  7459
3
 880.95
4.3
I

X

yes



A*30:02















HLA-
ZFP36L2
RMASTSCAA
161
  7672
3
 897.04
4.1
I

X





A*02:01















HLA-
BCORL1
WSWCGTSQTY
136
  8277
4
1218.3
4.7
I

X





B*15:17















HLA-
R3HDM2
WLPKMPPFV
163
 10387
3
1114.41
4.9
I

X

yes



A*02:01















HLA-
MRI1
SQNWGSLPL
164
 13130
3
1001.1
4.8
I

X





B*15:01















HLA-
SLC23A2
RLSCAPPPI
138
 15302
4
 953.17
4.3
I

X

yes



A*02:01















HLA-
PTEN
ANRYFSPNFKV
290
  2546
3
1894.19
4
II
X
X





DRB1*13:02

KLYF















 9
HLA-
MYO10
GLLHAVQEKL
165
 18568
3
1107.31
4.9
I

X





A*02:01















HLA-
MAPRE3
LSNVAPPAF
168
 23926
3
 915.05
4.2
I

X

yes



B*15:17















HLA-
C22orf24
KVPFFSALK
169
 26241
3
1036.27
4.1
I

X





A*03:26















HLA-
PLOD3
RFCPASCSGCY
170
 27472
3
1193.38
4.6
I

X

yes



A*30:02















HLA-
USF2
RTHPYSPKK
171
 28137
3
1113.28
4.3
I

X





A*03:26















HLA-
CLCA2
VSNIAQAPLY
172
 29458
3
1075.22
4.4
I

X





B*15:17















HLA-
TMEM132D
LSSWFSPTV
139
 29938
4
1023.14
4.7
I

X





B*15:17















HLA-
OR1K1
YVAIRPLPY
173
 30248
3
1091.31
4.8
I

X





B*15:17















HLA-
AP1S1
KKSVLKAIEQAD
335
 11891
4
1684
4.1
II

X





DRB1*10:01

LLQ













HLA-
MARCKS
KEALFLQEVFQA
336
 16707
4
1821.09
4.5
II

X





DRB1*04:05

ERL















10
HLA-
OR7E24
ILFFFSSK
175
 32261
3
 988.18
4
I

X





A*03:26















HLA-
DAZAP1
HNVQGFHPY
178
 34622
3
1098.18
4
I

X





A*30:02















HLA-
CACNA1G
SMAASPSPK
179
 34903
3
 875.01
4.5
I

X





A*03:26















HLA-
OR4M1
SWMGGLHSFY
121
 48030
6
1184.33
4.2
I

X





A*30:02















HLA-
RNF43
QLARFFPITPPV
234
   381
8
1822.17
4.4
II
X
X





DRB1*04:05

WHI













HLA-
MARCKS
RSAFPSRSL
126
  6932
5
1020.15
4.5
I

X





B*15:17















HLA-
USP35
TPRKLVGRAV
162
  9425
3
1096.33
4.2
I

X





B*07:02















HLA-
ZBED6CL
LAYWEKREAW
177
 34279
3
1351.51
4
I

X





B*15:17















HLA-
CAD
ATLVTPPTRY
166
 21546
3
1118.29
4.3
I

X





A*30:02















HLA-
MICAL3
RFPLLMMWRTP
321
 10447
6
1937.41
1
II

X





DRB1*13:01

MTTR













HLA-
OR4M1
ILVALSWMGGL
325
143257
6
1694.01
3
II

X





DRB1*01:01

HSFY















11
HLA-
ELMSAN1
LRGGVIQSTRRR
319
 36602
7
1782.08
4
II

X





DRB1*13:01

RRA













HLA-
ACVR2A
EDMQEVVVHKK
320
  4522
6
1815.11
4.2
II

X





DRB1*13:01

RGLF













HLA-
TCF7L2
PALLLAEATHK
229
   263
5
1505.76
4.7
II
X
X





DRB1*13:01

ASAL













HLA-
P4HB
RWMVLRNSWR
218
     1
2
1932.34
4.9
II
X


yes



DRB1*13:01

AVARM













HLA-
SLC4A11
SLDNVLRTMLR
230
   288
2
1848.19
4.5
II
X






DRB1*13:01

RFAR













HLA-
RNF213
LSSPFREQM
 38
   143
3
1094.25
4.1
I
X
X





B*15:17















HLA-
ACVR2A
VVHKKRGLF
127
 10038
5
1083.34
4.2
I

X





B*15:17















HLA-
MFRP
TSSPRTMSW
120
 37818
6
1052.17
4.8
I

X





B*15:17















HLA-
MYCN
RTRSAWGDW
141
 36344
4
1134.21
4.2
I

X





B*15:17















HLA-
KLHL29
HTCKVCVSF
176
 34025
3
1023.24
4.1
I

X





B*15:17

















12
HLA-
ASTE1
RIPAVLRTEGEP
323
 51952
6
1688.93
4.1
II

X

yes



DRB1*07:01

LHT













HLA-
USP9Y
FQVHFLKSGGLP
221
    15
1
1655
4
II
X


yes



DRB1*07:01

LVL













HLA-
BTBD7
PSKRSLLSVGNL
248
   734
2
1553.85
4.9
II
X






DRB1*07:01

IGL













HLA-
RABGAP1
KKTVLSLVTISR
260
  1123
2
1704.11
4.1
II
X






DRB1*07:01

FVL













HLA-
TGFBR2
KSLVRLSSCVPV
311
  3869
5
1603.01
4.9
II
X
X





DRB1*07:01

ALM













HLA-
XYLT2
RPACTCISM
 97
   969
3
 981.22
4.4
I
X
X





B*07:02















HLA-
OR52N5
MYFFWPCSL
174
 32050
3
1193.44
4.5
I

X





C*07:01















HLA-
FAM83D
YLGTPTWNC
151
  4370
3
1054.18
4.5
I

X

yes



A*02:01















HLA-
CDC7
KLYEAVPQL
159
  7375
3
1060.25
4.5
I

X





A*02:01















HLA-
SIN3A
HSWRFCTHIR
154
  5021
3
1342.54
4.4
I

X





A*31:01

















13
HLA-
ATP8A2
FGILNVLEFSSD
324
133802
6
1753.02
4.3
II

X





DRB1*01:01

RKK













HLA-
ARID1A
LLHWRIGGGTPL
328
 19520
5
1606.87
4.7
II

X





DRB1*01:01

SIS













HLA-
BMPR2
EIQLTMNDSKH
329
 31532
5
1772.98
4.9
II

X





DRB1*13:01

KLES













HLA-
SEC31A
QKKLMLLRLNL
223
    61
3
1888.47
4.1
II
X
X

yes



DRB1*13:01

RKMC













HLA-
TCERG1
TKFITYRSKKLIQ
238
   461
2
1842.15
4.2
II
X






DRB1*13:01

ES













HLA-
TSPAN7
IAFSQLIGM
167
 23216
3
 979.2
4.5
I

X





C*03:04















HLA-
DOCK3
SQVWTAATLR
115
 34851
8
1132.28
4.5
I

X





A*03:01















HLA-
COBLL1
CRREYRVTM
135
  6489
4
1213.44
4.8
I

X





C*06:02















HLA-
MICAL3
RAWRRFPLL
118
  7352
6
1214.47
4.8
I

X





C*16:01















HLA-
ASTE1
VGMRETTGL
119
 24474
6
 963.12
4
I

X





C*16:01

















14
HLA-
TCF20
TVEMRRWWTL
250
   785
5
2051.45
4.7
II
X
X





DRB1*15:01

VMEWK













HLA-
UBR5
RHVIKVLLGRK
233
   375
4
1855.25
4.7
II
X
X





DRB1*15:01

VNWH













HLA-
CELSR1
ALGLRILPPPLTS
334
 11687
4
1531.85
4.5
II

X





DRB1*15:01

PS













HLA-
WDTC1
LEVMLLNMGYR
239
   476
6
1723.12
4.4
II
X
X

yes



DRB1*15:01

ITGL













HLA-
WDR74
NSVIVGNTHGQL
261
  1133
2
1551.71
4.4
II
X






DRB1*13:02

AEI













HLA-
GOLIM4
KTGLQLLRNHIE
222
    30
2
1792.1
4.1
II
X






DRB1*13:02

ELK













HLA-
SPECC1
PVTPLRVQSVLL
354
  6292
3
1590.96
4
II

X





DRB1*13:02

LGV













HLA-
RAD50
IDNIKRNHNLAL
219
    10
2
1761.99
4.6
II
X






DRB1*13:02

GRQ













HLA-
KMT2C
LINIHHRKNPLLP
224
   167
2
1852.27
4
II
X






DRB1*13:02

MR













HLA-
KLHL7
TARISVNSNNVQ
243
   561
2
1615.79
4.1
II
X






DRB1*13:02

SLL













HLA-
SPINK5
SINVLCVRASLIE
240
   499
3
1658.02
4.3
II
X
X

yes



DRB1*13:02

KL















15
HLA-
CASP5
GVRILKLCSKVS
332
  5659
4
1705.13
4.2
II

X





DRB1*01:02

FRV













HLA-
DOCK3
PCASLLSTLSQPP
319
 78669
7
1538.77
2.3
II

X





DRB1*04:03

PQ













HLA-
DAZAP1
FHPYRRYPPPAA
256
   936
2
1726.99
4.6
II
X






DRB1*10:01

AAL













HLA-
VPS13A
FEEIIKNDGALL
236
   442
2
1746.07
4.5
II
X






DRB1*03:01

KKK













HLA-
CHD3
PVLFKADQSESS
322
 15344
6
1594.73
4.7
II

X





DRB1*03:01

LSS













HLA-
ANO10
NONLYLVGASKI
255
   892
2
1720.05
2
II
X






DRB1*07:01

RML













HLA-
MFN2
EDIEFHFSLGWT
227
   190
2
1824.07
4.3
II
X






DRB1*07:01

MLV













HLA-
WDR59
NKKMLTALPPA
251
   792
2
1618.05
4.5
II
X






DRB1*07:01

MTAM













HLA-
ZFR
PKMQVTITLTSPI
220
    14
2
1698.09
4.5
II
X






DRB1*07:01

IR













HLA-
SLC22A9
MSSIWGTMF
140
 32386
4
1059.27
4.7
I

X





B*15:17



















Supplementary Table 14. List of the validated ELISpot-reactive peptides


























Mutant
SEQ




Micro-
Reference

Altered
Number



Epitope
ID
Gene
Chromo-


satellite 
MS lengths
Variant
MS Length
deleted
Peptide


Sequence
NO
Name
some
Start
Stop
motif
(repeats)
Type
(repeats)
nucleotides
Length





FLIDDNFKV
 10
TTLL10
chr1
  1116222
  1116223
G
 8
FS
 7
-1
 9





RIPAVLRTEG
323
ASTE1
chr3
130733046
130733047
A
11
FS
10
-1
15


EPLHT
















FQVHFLKSGG
221
USP9Y
chrY
 14847610
 14847611
T
 7
FS
 6
-1
15


LPLVL
















FLATSGIDPV
 44
WDTC1
chr1
 27621107
 27621108
G
 8
FS
 7
-1
10





RVPAHASTSL
 27
TCF20
chr22
 42564715
 42564716
C
 7
FS
 6
-1
10





QTIEERLTW
156
CRIM1
chr2
 36764627
 36764628
C
 6
FS
 5
-1
 9





RLYVPLYSSK
 37
UBR5
chr8
103289348
103289349
A
 8
FS
 7
-1
10





LSNVAPPAF
168
MAPRE3
chr2
 27248516
 27248517
C
 8
FS
 7
-1
 9





LSAPEKITLF
 20
SPINK5
chr5
147499874
147499875
A
10
FS
 9
-1
10





WLPKMPPFV
163
R3HDM2
chr12
 57648749
 57648750
G
13
FS
12
-1
 9





MLLRLNLRK
 29
SEC31A
chr4
 83785564
 83785565
A
 9
FS
 8
-1
 9


WSWCGTSQT
136
BCORL1
chrX
129190010
129190011
C
 7
FS
 6
-1
10


Y





































TQLARFFPI
 24
RNF43
chr17
 56435160
 56435161
G
 7
FS
 6
-1
 9





KANRYFSPNF
 62
PTEN
chr10
 89720811
 89720812
A
 6
FS
 5
-1
10





RLSCAPPPI
138
SLC23A2
chr20
  4850568
  4850569
C
 9
FS
 8
-1
 9





VMANVLTLN
157
AASDH
chr4
 57220268
 57220269
T
10
FS
 9
-1
10


L
















AGIGWGASY
160
HOXA11
chr7
 27222461
 27222462
A
 9
FS
 8
-1
 9





YLGTPTWNC
151
FAM83D
chr20
 37580942
 37580943
CA
 3
FS
 2
-1
 9





VLEDTLLKI
158
CCDC186
chr10
115885657
115885658
A
 6
FS
 5
-1
 9





SLWSSMPHG
 23
P4HB
chr17
 79803763
 79803764
A
 8
FS
 7
-1
10


V
















IQKSWTATTY
 39
CTSC
chr11
 88068107
 88068108
T
 6
FS
 5
-1
10





KTYMEMHY
 57
SPECC1
chr17
 20108262
 20108263
A
 8
FS
 7
-1
 8


































Present


SEQ


Immuno-

SEQ

Binding
Tumor
Sample


the Vali-


ID


genicity
Wildtype 
ID
HLA
Affinity
Abundance
Recur-
Elispot
Elispot
dation


NO
HGVSc
HGVSp
Score
sequence
NO
Allele
(nM)
(TPM)
rence
tested
reactive
Set





 10
NM_001130045.1:
NP_001123517.1:
55580
STLRGRARAMSKASKV
964
HLA-
  1.9
  0.93
2
Tested
Yes
No



c.745del
p.

PGGVQARLEKDAAAPA

C*02:










Val249SerfsTer31

LEDLPWTS

02











323
NM_001288950.1:
NP_001275879.1:
51952
SYAPAEIFLPKGRSNSK
881
HLA-
359.76
  4.09
6
Tested
Yes
No



c.1969del
p.

KKRQKKQNTSCSKNRG

DRB1*










Arg657GlyfsTer33

RTTAHTK

07:01











221
NM_004654.3:
NP_004645.2:
   15
DLINKFGTLNGFQILHD
782
HLA-
  9.4
 30.44
1
Tested
Yes
No



c.729del
p.Phe243LeufsTer6

RFFNGSALNIQIIAALIK

DRB1*












PFGQC

07:01











 44
NM_001276252.1:
NP_001263181.1:
  178
ATYVTFSPNGTELLVN
804
HLA-
  4.4
 10.01
6
Tested
Yes
No



c.868del
p.Glu290AsnfsTer8

MGGEQVYLFDLTYKQR

A*02:












PYTFLLPR

01











 27
NM_005650.2:
NP_005641.1:
   42
NFSVRCPKHKPPLPCPL
787
HLA-
  4.8
 39.27
5
Tested
Yes
No



c.5826del
p.

PPLQNKTAKGSLSTEQS

B*07:










Leu1943CysfsTer118

ERG

02











156
NM_016441.2:
NP_057525.1:
 5940
CTHCYCLQGQTLCSTV
918
HLA-
  6
 20.02
3
Tested
Yes
No



c.2567del
p.

SCPPLPCVEPINVEGSCC

B*15:










Pro856LeufsTer67

PMCPEM

17











 37
NM_015902.5:
NP_056986.2:p.
  119
MSYAANLKNVMNMQN
797
HLA-
  6.4
 61.73
4
Tested
Yes
No



c.6360del
Glu2121LysfsTer28

RQKKEGEEQPVLPEETE

A*03:












SSKPGPSA

01











168
NM_012326.2:
NP_036458.2:
23926
PTGPKNMQTSGRLSNV
930
HLA-
  6.7
1.00E−04
3
Tested
Yes
No



c.543de1
p.

APPCILRKNPPSARNGG

B*15:










Cys182AlafsTer31

HETDAQI

17











 20
NM_00112
NP_001121170.1:
    8
GNKCTMCKEKLEREAA
779
HLA-
 12.2
461.65
3
Tested
Yes
yes



7698.1:c.24
p.

EKKKKEDEDRSNTGER

B*15:









68del
Lys823ArgfsTer119

SNTGERSN

17











163
NM_00133
NP_001317050.1:
10387
GAKIQWLKDAQGLPGG
925
HLA-
 13.3
 37.29
3
Tested
Yes
No



0121.1:c.28
p.

GGGDNSGTAENGRHSD

A*02:









39del
Asp947ThrfsTer41

LAALYTIV

01











 29
NM_00131
NP_001305049.1:
   62
DQLQQAVQSQGFINYC
789
HLA-
 14.9
 24.08
3
Tested
Yes
yes



8120.1:c.13
p.

QKKIDASQTEFEKNVW

A*03:









84del
Ile462LeufsTer16

SFLKVNFE

01











136
NM_00118
NP_001171701.1:
 8277
SSQLLTPAERPGGLDDR
898
HLA-
 15.2
  4.54
4
Tested
Yes
yes



4772.2:c.52
p.

SPPGSSETVELVRYEPD

B*15:









64del
Pro1755GlnfsTer20

LLRLLG

17











 24
NM_017763.4:
NP_060233.3:
   26
FNLQKSSLSARHPQRKR
784
HLA-
 16.7
 79.41
8
Tested
Yes
yes



c.1976del
p.

RGGPSEPTPGSRPQDAT

A*02:










Gly659ValfsTer41

VHPACQ

01











 62
NM_001304717.2:
NP_001291646.2:
  391
CSIERADNDKEYLVLTL
822
HLA-
 17.1
 66.83
3
Tested
Yes
No



c.1487del
p.

TKNDLDKANKDKANR

B*15:










Asn496MetfsTer21

YFSPNFKV

17











138
NM_005116.5:
NP_005107.4:
15302
ESIGDYYACARLSCAPP
900
HLA-
 44.4
  3.56
4
Tested
Yes
No



c.1233del
p.Ile412SerfsTer4

PPIHAINRGIFVEGLSCV

A*02:












LDGIF

01











157
NM_001323890.1:
NP_001310819.1:
 6022
GTMRATGDFVTVKDGE
919
HLA-
 59.4
 12.85
3
Tested
Yes
No



c.1319del
p.

IFFLGRKDSQIKRHGKR

A*02:










Leu440TrpfsTer43

LNIELVQ

01











160
NM_005523.5:
NP_005514.1:
 7459
LTDRQVKIWFQNRRMK
922
HLA-
 60.7
 11.57
3
Tested
Yes
No



c.895del
p.

EKKINRDRLQYYSANP

A*30:










Ile299LeufsTer30

LL

02











151
NM_030919.2:
NP_112181.2:
 4370
SIRTTDFHNPGYPKYLG
913
HLA-
141.4
 20.3
3
Tested
Yes
No



c.1633del
p.His545ThrfsTer6

TPHLELYLSDSLRNLNK

A*02:












ERQFHF

01











158
NM_001321829.1:
NP_001308758.1:
 6671
LSLEINRKLQAVLEDTL
920
HLA-
347.5
 32.63
3
Tested
Yes
No



c.2600del
p.Asn867IlefsTer4

LKNITLKENLQTLGTEI

A*02:












ERLIKH

01











 23
NM_000918.3:
NP_000909.2:
   19
PVKVLVGKNFEDVAFD
783
HLA-
  9.3
368.51
2
Tested
Yes
No



c.1160del
p.

EKKNVFVEFYAPWCGH

A*02:










Asn387ThrfsTer118

CKQLAPIW

01











 39
NM_001814.4:
NP_001805.3:
  144
IIYNQGFEIVLNDYKWF
799
HLA-
  4.8
 77.33
1
Tested
Yes
No



c.315del
p.

AFFKYKEEGSKVTTYC

B*15:










Phe105LeufsTer10

NETMTGW

03











 57
NM_001243439.1:
NP_001230368.1:
  345
SFGSPTGNQMSSDIDEY
817
HLA-
 19.8
 25.32
3
Tested
Yes
No



c.908del
p.

KKNIHGNALRTSGSSSS

B*15:










Asn303ThrfsTer63

DVTKAS

17









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The following references, to the extent that they provide exemplary procedural or other details supplementary to those set forth herein, are specifically incorporated herein by reference.

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  • 48. McLaren W. Gil L, Hunt S E, Riat H S, Ritchie G R, Thormann A, et al. The Ensembl Variant Effect Predictor. Genome Biol. 2016; 17(1):122.
  • 49. Jurtz V, Paul S, Andreatta M, Marcatili P. Peters B, and Nielsen M. NetMHCpan-4.0: Improved Peptide-MHC Class I Interaction Predictions Integrating Eluted Ligand and Peptide Binding Affinity Data. J Immunol. 2017; 199(9):3360-8.
  • 50. Reynisson B, Alvarez B, Paul S. Peters B, and Nielsen M. NetMHCpan-4.1 and NetMHCIIpan-4.0: improved predictions of MHC antigen presentation by concurrent motif deconvolution and integration of M S MHC eluted ligand data. Nucleic Acids Res. 2020; 48(W1):W449-W54.
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All of the methods disclosed and claimed herein can be made and executed without undue experimentation in light of the present disclosure. While the compositions and methods of this invention have been described in terms of preferred embodiments or aspects, it will be apparent to those of skill in the art that variations may be applied to the methods and in the steps or in the sequence of steps of the method described herein without departing from the concept, spirit and scope of the invention. More specifically, it will be apparent that certain agents which are both chemically and physiologically related may be substituted for the agents described herein while the same or similar results would be achieved. All such similar substitutes and modifications apparent to those skilled in the art are deemed to be within the spirit, scope and concept of the invention as defined by the appended claims. The references and patent applications cited herein are specifically incorporated herein by reference.

Claims
  • 1. A peptide comprising at least 70% sequence identity to a peptide of one of SEQ ID NOS:10, 323, 221, 44, 27, 156, 37, 168, 20, 163, 29, 136, 24, 62, 138, 157, 160, 151, 158, 23, 39, or 57.
  • 2. A peptide comprising at least 70% sequence identity to a peptide of one of SEQ ID NOS:1-776.
  • 3. The peptide of claim 1 or 2, wherein the peptide comprises at least 6 contiguous amino acids of a peptide of one of SEQ ID NOS: 1-776.
  • 4. The peptide of any one of claims 1-3, wherein the peptide is 15 amino acids or fewer in length.
  • 5. The peptide of claim 4, wherein the peptide consists of 9 amino acids.
  • 6. The peptide of claim 4, wherein the peptide consists of 15 amino acids.
  • 7. The peptide of any one of claims 1-6, wherein the peptide is immunogenic.
  • 8. The peptide of any one of claims 1-7, wherein the peptide is modified.
  • 9. The peptide of claim 8, wherein the modification comprises conjugation to a molecule.
  • 10. The peptide of claim 8 or 9, wherein the molecule comprises an antibody, a lipid, an adjuvant, or a detection moiety.
  • 11. The peptide of any of claims 1-10, wherein the peptide has at least 90% sequence identity to a peptide of one of SEQ ID NOS:1-776.
  • 12. The peptide of any of claims 1-11, wherein the peptide has 1, 2 or 3 substitutions relative to a peptide of one of SEQ ID NOS:1-776.
  • 13. The peptide of any one of claims 1-11, wherein the peptide comprises 100% sequence identity to a peptide of one of SEQ ID NOS:1-776.
  • 14. A polypeptide comprising the peptide of any one of claims 1-13.
  • 15. The polypeptide of claim 14, wherein the polypeptide comprises at least 2 peptides of any one of claims 1-13.
  • 16. The polypeptide of claim 14 or 15, wherein the polypeptide comprises a cell-penetrating peptide (CPP).
  • 17. The polypeptide of claim 16, wherein the CPP comprises the Z13 variant of ZEBRA CPP Z12.
  • 18. The polypeptide of any one of claims 14-17, wherein the polypeptide further comprises one or more TLR agonists.
  • 19. The polypeptide of claim 18, wherein the TLR agonist comprises a TLR2, TLR4, TLR2/4 agonist, or combinations thereof.
  • 20. The polypeptide of claim 18 or 19, wherein the TLR agonist comprises one or both of extra domain A (EDA) and Anaxa.
  • 21. The polypeptide of any one of claims 16-20, wherein the polypeptide comprises, from amino-proximal position to carboxy-proximal position: a cell penetrating peptide, one or more peptides of claims 1-13, and a TLR agonist.
  • 22. The polypeptide of claim 21, wherein the polypeptide further comprises a TLR agonist amino-proximal to the cell penetrating peptide.
  • 23. A molecular complex comprising the peptide of any one of claims 1-13 and a MHC polypeptide.
  • 24. A pharmaceutical composition comprising one or more peptide(s) or polypeptide(s) of any one of claims 1-22 or the molecular complex of claim 23 and a pharmaceutical carrier.
  • 25. The pharmaceutical composition of claim 24, wherein the pharmaceutical composition is formulated for parenteral administration, intravenous injection, intramuscular injection, inhalation, or subcutaneous injection.
  • 26. The pharmaceutical composition of claim 24 or 25, wherein the composition comprises at least 2 peptides.
  • 27. The pharmaceutical composition of any one of claims 24-26, wherein the peptide is comprised in a liposome, lipid-containing nanoparticle, or in a lipid-based carrier.
  • 28. The pharmaceutical composition of claim 27, wherein the pharmaceutical preparation is formulated for injection or inhalation as a nasal spray.
  • 29. The pharmaceutical composition of any one of claims 24-28, wherein the composition is formulated as a vaccine.
  • 30. The pharmaceutical composition of any one of claims 24-29, wherein the composition further comprises an adjuvant.
  • 31. A nucleic acid encoding for the peptide or polypeptide of any one of claims 1-22.
  • 32. The nucleic acid of claim 31, wherein the nucleic acid is DNA.
  • 33. The nucleic acid of claim 31, wherein the nucleic acid is RNA.
  • 34. An expression vector comprising the nucleic acid of any one of claims 31-33.
  • 35. The expression vector of claim 34, wherein the expression vector comprises an adenoviral backbone.
  • 36. The expression vector of claim 35, wherein the viral backbone comprises a simian adenoviral backbone.
  • 37. A host cell comprising the nucleic acid of any one of claims 31-33 or the expression vector of any one of claims 34-36.
  • 38. The host cell of claim 37, wherein the host cell comprises a viral packaging cell.
  • 39. A virus produced from the host cell of claim 38.
  • 40. An in vitro dendritic cell comprising the peptide of any one of claims 1-13, the nucleic acid of any one of claims 31-33, or the expression vector of any one of claims 34-36.
  • 41. The dendritic cell of claim 40, wherein the dendritic cell is a mature dendritic cell.
  • 42. The dendritic cell of claim 40 or 41, wherein the cell is a cell with an HLA-A, HLA-B, or HLA-C type.
  • 43. A peptide-specific binding molecule, wherein the molecule specifically binds to a peptide or polypeptide of any one of claim 1-22 or the molecular complex of claim 23.
  • 44. The binding molecule of claim 43, wherein the binding molecule is an antibody, TCR mimic antibody, scFV, camelid, aptamer, or DARPIN.
  • 45. A method of making a cell comprising transferring the nucleic acid of any one of claims 31-33 or the expression vector of any one of claims 34-36 into the cell.
  • 46. The method of claim 45, wherein the method further comprises isolating the expressed peptide or polypeptide.
  • 47. A method of producing cancer-specific immune effector cells comprising: (a) contacting a starting population of immune effector cells with a peptide or polypeptide of any one of claims 1-22 or the molecular complex of claim 23, thereby generating peptide-specific immune effector cells.
  • 48. The method of claim 47, wherein contacting is further defined as co-culturing the starting population of immune effector cells with antigen presenting cells (APCs), artificial antigen presenting cells (aAPCs), or an artificial antigen presenting surface (aAPSs); wherein the APCs, aAPCs, or the aAPSs present the peptide on their surface.
  • 49. The method of claim 48, wherein the APCs are dendritic cells.
  • 50. The method of any one of claims 47-49, wherein the immune effector cells are T cells, peripheral blood lymphocytes, NK cells, invariant NK cells, NKT cells.
  • 51. The method of any one of claims 47-50, wherein the immune effector cells have been differentiated from mesenchymal stem cell (MSC) or induced pluripotent stem (iPS) cells.
  • 52. The method of claim 50, wherein the T cells are CD8+ T cells, CD4+ T cells, or γδ T cells.
  • 53. The method of claim 50, wherein the T cells are cytotoxic T lymphocytes (CTLs).
  • 54. The method of any one of claims 47-53, wherein obtaining comprises isolating the starting population of immune effector cells from peripheral blood mononuclear cells (PBMCs).
  • 55. The method of any one of claims 47-54, wherein the starting population of immune effector cells is obtained from a subject.
  • 56. The method of claim 55, wherein the subject is a human.
  • 57. The method of claim 55 or 56, wherein the subject has a cancer.
  • 58. The method of claim 57, wherein the cancer comprises tumor cells that are positive for expression of the peptide.
  • 59. The method of claim 58, wherein the cancer comprises leukemia, lung cancer, or skin cancer.
  • 60. The method of any one of claims 49-59, wherein the method further comprises introducing the peptide or a nucleic acid encoding the peptide into the dendritic cells prior to the co-culturing.
  • 61. The method of claim 60, where the peptide or nucleic acids encoding the peptide are introduced by electroporation.
  • 62. The method of claim 60, wherein the peptide or nucleic acids encoding the peptide are introduced by adding the peptide or nucleic acid encoding the peptide to the dendritic cell culture media.
  • 63. The method of claim 60, wherein the immune effector cells are co-cultured with a second population of dendritic cells into which the peptide or the nucleic acid encoding the peptide has been introduced.
  • 64. The method of claim 60, wherein a population of CD8 or CD4-positive and peptide MHC tetramer-positive T cells are purified from the immune effector cells following the co-culturing.
  • 65. The method of claim 64, wherein a clonal population of peptide-specific immune effector cells are generated by limiting or serial dilution followed by expansion of individual clones by a rapid expansion protocol.
  • 66. The method of claim 65, wherein the method further comprises cloning of a T cell receptor (TCR) from the clonal population of peptide-specific immune effector cells.
  • 67. The method of claim 66, wherein cloning of the TCR is cloning of a TCR alpha and a beta chain.
  • 68. The method of claim 66 or claim 67, wherein the TCR is cloned using a 5′-Rapid amplification of cDNA ends (RACE) method.
  • 69. The method of claim 68, wherein the cloned TCR is subcloned into an expression vector.
  • 70. The method of claim 69, wherein the expression vector is a retroviral or lentiviral vector.
  • 71. The method of claim 70, where a host cell is transduced with the expression vector to generate an engineered cell that expresses the TCR.
  • 72. The method of claim 71, wherein the host cell is an immune cell.
  • 73. The method of any one of claims 49-72, wherein the immune cell is a T cell and the engineered cell is an engineered T cell.
  • 74. The method of claim 73, wherein the T cell is a CD8+ T cell, CD4+ T cell, or γδ T cell and the engineered cell is an engineered T cell.
  • 75. The method of claim 74, wherein the starting population of immune effector cells is obtained from a subject with cancer and the host cell is allogeneic or autologous to the subject.
  • 76. The method of claim 75, wherein the cancer is positive for expression of the peptide.
  • 77. The method of claim 73 or 74, wherein a population of CD8 or CD4-positive and peptide MHC tetramer-positive engineered T cells are purified from the transduced host cells.
  • 78. The method of claim 64, wherein a clonal population of peptide-specific engineered T cells are generated by limiting or serial dilution followed by expansion of individual clones by a rapid expansion protocol.
  • 79. A peptide-specific engineered T cell produced according to any one of the methods of claim 47-58 or 71-78.
  • 80. A pharmaceutical composition comprising the peptide-specific T cells produced according to any one of the methods of claim 47-58 or 71-78, the host cell of claim 37 or 38, or the virus of claim 39.
  • 81. A method of treating or preventing cancer in a subject, the method comprising administering an effective amount of the peptide or polypeptide of any one of claims 1-22 or the molecular complex of claim 23, the pharmaceutical composition of any one of claim 24-30 or 80, the nucleic acid or expression vector of any one of claims 31-36, the virus of claim 39, the dendritic cell of any one of claims 40-42, or the peptide-specific T cells of claim 79 to the subject.
  • 82. A method of stimulating an immune response in a subject, the method comprising administering an effective amount of the peptide or polypeptide of any one of claims 1-22 or the molecular complex of claim 23, the pharmaceutical composition of any one of claim 24-30 or 80, the nucleic acid or expression vector of any one of claims 31-36, the virus of claim 39, the dendritic cell of any one of claims 40-42, or the peptide-specific T cells of claim 79 to the subject.
  • 83. The method of claim 81 or 82, wherein the subject is a human.
  • 84. The method of any one of claims 81-83, wherein the peptide-specific T cells are autologous or allogeneic.
  • 85. The method of any one of claims 81-84, further comprising administering at least a second therapeutic agent.
  • 86. The method of claim 85, wherein the second therapeutic agent is an anti-cancer agent.
  • 87. The method of any one of claims 81-86, wherein the subject has been diagnosed with cancer.
  • 88. The method of any one of claims 81-86, wherein the subject has not been diagnosed with cancer.
  • 89. The method of any one of claims 81-88, wherein the subject has been determined to have Lynch Syndrome.
  • 90. The method of claim 87, wherein the cancer comprises a cancer that is positive for expression of the peptide.
  • 91. The method of any one of claims 81-90, wherein the cancer comprises colorectal cancer.
  • 92. The method of claim 91, wherein the colorectal cancer comprises mismatch repair deficient colorectal cancer (MMR-d) and/or microsatellite instability (MSI) positive colorectal cancer.
  • 93. The method of any one of claims 81-92, wherein the subject is treated for stage I or stage II cancer.
  • 94. The method of any one of claims 81-93, wherein the subject has been determined to have mismatch repair deficient colorectal cancer (MMR-d) and/or microsatellite instability (MSI) positive colorectal cancer.
  • 95. The method of any one of claims 81-94, wherein the cancer comprises stage 0, I, II, III, or IV cancer.
  • 96. The method of any one of claims 81-94, wherein the cancer excludes stage 0, I, II, III, or IV cancer.
  • 97. The method of any one of claims 81-96, wherein treating comprises one or more of reducing tumor size; increasing the overall survival rate; reducing the risk of recurrence of the cancer; reducing the risk of progression; and/or increasing the chance of progression-free survival, relapse-free survival, and/or recurrence-free survival.
  • 98. A method of cloning a peptide-specific T cell receptor (TCR), the method comprising (a) obtaining a starting population of immune effector cells;(b) contacting the starting population of immune effector cells with the peptide or polypeptide of any one of claims 1-22, thereby generating peptide-specific immune effector cells;(c) purifying immune effector cells specific to the peptide, and(d) isolating a TCR sequence from the purified immune effector cells.
  • 99. The method of claim 98, wherein contacting is further defined as co-culturing the starting population of immune effector cells with antigen presenting cells (APCs), artificial antigen presenting cells (aAPCs), or an artificial antigen presenting surface (aAPSs); wherein the APCs, aAPCs, or the aAPSs present the peptide on their surface.
  • 100. The method of claim 99, wherein the APCs are dendritic cells.
  • 101. The method of claim 98, wherein the immune effector cells are T cells, peripheral blood lymphocytes, NK cells, invariant NK cells, NKT cells.
  • 102. The method of claim 98, wherein the immune effector cells have been differentiated from mesenchymal stem cell (MSC) or induced pluripotent stem (iPS) cells.
  • 103. The method of claim 101, wherein the T cells are CD8+ T cells, CD4+ T cells, or γδ T cells.
  • 104. The method of claim 101, wherein the T cells are cytotoxic T lymphocytes (CTLs).
  • 105. The method of any one of claims 98-105, wherein obtaining comprises isolating the starting population of immune effector cells from peripheral blood mononuclear cells (PBMCs).
  • 106. The method of any of claims 98-105, wherein the starting population of immune effector cells is obtained from a subject.
  • 107. The method of claim 106, wherein the subject is a human.
  • 108. The method of claim 107, wherein the subject has cancer.
  • 109. The method of any one of claims 106-108, wherein the subject has been diagnosed with cancer.
  • 110. The method of any one of claims 106-108, wherein the subject has not been diagnosed with cancer.
  • 111. The method of any one of claims 106-110, wherein the subject has been determined to have Lynch Syndrome.
  • 112. The method of claim 108, wherein the cancer comprises a cancer that is positive for expression of the peptide.
  • 113. The method of any one of claims 106-112, wherein the cancer comprises colorectal cancer.
  • 114. The method of claim 113, wherein the colorectal cancer comprises mismatch repair deficient colorectal cancer (MMR-d) and/or microsatellite instability (MSI) positive colorectal cancer.
  • 115. The method of any one of claims 106-114, wherein the subject is treated for stage I or stage II cancer.
  • 116. The method of any one of claims 113-115, wherein the subject has been determined to have mismatch repair deficient colorectal cancer (MMR-d) and/or microsatellite instability (MSI) positive colorectal cancer.
  • 117. The method of any one of claims 106-116, wherein the cancer comprises stage 0, I, II, III, or IV cancer.
  • 118. The method of any one of claims 106-116, wherein the cancer excludes stage 0, I, II, III, or IV cancer.
  • 119. The method of any one of claims 100-118, wherein the method further comprises introducing the peptide or a nucleic acid encoding the peptide into the dendritic cells prior to the co-culturing.
  • 120. The method of claim 119, where the peptide or nucleic acid encoding the peptide are introduced by electroporation.
  • 121. The method of claim 119, wherein the peptide or nucleic acid encoding the peptide are introduced by adding the peptide or nucleic acid encoding the peptide to the media of the dendritic cells.
  • 122. The method of claim 119, wherein the immune effector cells are co-cultured with a second population of dendritic cells into which the peptide or a nucleic acid encoding the peptide has been introduced.
  • 123. The method of claim 119, wherein purifying is defined as purifying a population of CD4- or CD8-positive and peptide MHC tetramer-positive T cells from the immune effector cells following the co-culturing.
  • 124. The method of claim 123, wherein the population of CD4- or CD8-positive and peptide MHC tetramer-positive T cells are purified by fluorescence activated cell sorting (FACS).
  • 125. The method of claim 124, wherein purifying further comprises generation of a clonal population of peptide-specific immune effector cells by limiting or serial dilution of sorted cells followed by expansion of individual clones by a rapid expansion protocol.
  • 126. The method of claim 125, wherein isolating is defined as cloning of a T cell receptor (TCR) from the clonal population of peptide-specific immune effector cells.
  • 127. The method of any one of claims 98-126, wherein the method further comprises sequencing the TCR alpha and/or beta gene(s) and/or performing grouping of lymphocyte interactions by paratope hotspots (GLIPH) analysis.
  • 128. The method of claim 126 or 127, wherein cloning of the TCR is cloning of a TCR alpha and a beta chain.
  • 129. The method of claim 128, wherein the TCR alpha and beta chains are cloned using a 5′-Rapid amplification of cDNA ends (RACE) method.
  • 130. The method of claim 129, wherein the cloned TCR is subcloned into an expression vector.
  • 131. The method of claim 130, wherein the expression vector comprises a linker domain between the TCR alpha sequence and TCR beta sequence.
  • 132. The method of claim 131, wherein the linker domain comprises a sequence encoding one or more peptide cleavage sites.
  • 133. The method of claim 132, wherein the one or more cleavage sites are a Furin cleavage site and/or a P2A cleavage site.
  • 134. The method of claim 133, wherein the TCR alpha sequence and TCR beta sequence are linked by an IRES sequence.
  • 135. The method of any of claims 130-134, wherein the expression vector is a retroviral or lentiviral vector.
  • 136. The method of claim 135, where a host cell is transduced with the expression vector to generate an engineered cell that expresses the TCR alpha and beta chains.
  • 137. The method of claim 136, wherein the host cell is an immune cell.
  • 138. A method for prognosing a patient or for detecting T cell responses in a patient, the method comprising: contacting a biological sample from the patient with the peptide or polypeptide of any one of claims 1-21 or the molecular complex of claim 23.
  • 139. The method of claim 138, wherein the biological sample comprises a blood sample or a fraction thereof.
  • 140. The method of claim 139, wherein the biological sample comprises lymphocytes.
  • 141. The method of claim 140, wherein the biological sample comprises a fractionated sample comprising lymphocytes.
  • 142. The method of any one of claims 138-141, wherein the peptide is linked to a solid support.
  • 143. The method of claim 142, wherein the peptide is conjugated to the solid support or is bound to an antibody that is conjugated to the solid support.
  • 144. The method of claim 142, wherein the solid support comprises a microplate, a bead, a glass surface, a slide, or a cell culture dish.
  • 145. The method of any one of claims 138-144, wherein detecting T cell responses comprises detecting the binding of the peptide to the T cell or TCR.
  • 146. The method of any one of claims 138-145, wherein detecting T cell responses comprises an ELISA, ELISPOT, or a tetramer assay.
  • 147. A composition comprising at least one MHC polypeptide and the peptide of any one of claims 1-13.
  • 148. The composition of claim 147, wherein the MHC polypeptide is and/or peptide is conjugated to a detection tag.
  • 149. The composition of claim 147 or 148, wherein the MHC polypeptide and peptide are operatively linked to form a peptide-MHC complex.
  • 150. The composition of claim 149, wherein the MHC polypeptide and peptide are operatively linked through a peptide bond.
  • 151. The composition of claim 149, wherein the MHC polypeptide and peptide are operatively linked through van der Waals forces.
  • 152. The composition of any one of claims 149-151, wherein at least two peptide-MHC complexes are operatively linked to each other.
  • 153. The composition of claim 152, wherein at least 3 or 4 peptide-MHC complexes are operatively linked to each other.
  • 154. The composition of any one of claims 147-153, wherein the average ratio of MHC polypeptides to peptides is 1:1 to 4:1.
  • 155. A method comprising contacting the composition of any one of claims 148-154 with a composition comprising T cells and detecting T cells with bound peptide and/or MHC polypeptide by detecting a detection tag.
  • 156. The method of claim 155, wherein the method further comprises counting the number of T cells bound with peptide and/or MHC.
  • 157. The method of claim 155 or 156, wherein the composition comprising T cells is isolated from a patient having or suspected of having a cancer.
  • 158. The method of claim 157, wherein the cancer comprises a peptide-specific cancer.
  • 159. The method of claim 157, wherein the peptide is selected from a peptide of one of SEQ ID NOS:1-776.
  • 160. The method of any one of claims 155-159, wherein the method further comprises sorting the number of T cells bound with peptide and/or MHC.
  • 161. The method of claim 160, wherein the method further comprises sequencing one or more TCR genes from T cells bound with peptide and/or MHC.
  • 162. The method of claim 161, wherein the method further comprises grouping of lymphocyte interactions by paratope hotspots (GLIPH) analysis.
  • 163. A kit comprising the peptide or polypeptide of any one of claims 1-22 in a container.
  • 164. The kit of claim 163, wherein the peptide is comprised in a pharmaceutical preparation.
  • 165. The kit of claim 164, wherein the pharmaceutical preparation is formulated for parenteral administration or inhalation.
  • 166. The kit of claim 163, wherein the peptide is comprised in a cell culture media.
Parent Case Info

This application claims benefit of priority of U.S. Provisional Application No. 63/171,137, filed Apr. 6, 2021, which is hereby incorporated by reference in its entirety.

PCT Information
Filing Document Filing Date Country Kind
PCT/US2022/023714 4/6/2022 WO
Provisional Applications (1)
Number Date Country
63171137 Apr 2021 US