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1.
Cell ; 184(15): 4032-4047.e31, 2021 07 22.
Article in English | MEDLINE | ID: mdl-34171309

ABSTRACT

Although mutations in DNA are the best-studied source of neoantigens that determine response to immune checkpoint blockade, alterations in RNA splicing within cancer cells could similarly result in neoepitope production. However, the endogenous antigenicity and clinical potential of such splicing-derived epitopes have not been tested. Here, we demonstrate that pharmacologic modulation of splicing via specific drug classes generates bona fide neoantigens and elicits anti-tumor immunity, augmenting checkpoint immunotherapy. Splicing modulation inhibited tumor growth and enhanced checkpoint blockade in a manner dependent on host T cells and peptides presented on tumor MHC class I. Splicing modulation induced stereotyped splicing changes across tumor types, altering the MHC I-bound immunopeptidome to yield splicing-derived neoepitopes that trigger an anti-tumor T cell response in vivo. These data definitively identify splicing modulation as an untapped source of immunogenic peptides and provide a means to enhance response to checkpoint blockade that is readily translatable to the clinic.


Subject(s)
Neoplasms/genetics , Neoplasms/immunology , RNA Splicing/genetics , Animals , Antigen Presentation/drug effects , Antigen Presentation/immunology , Antigens, Neoplasm/metabolism , Cell Line, Tumor , Cell Proliferation/drug effects , Epitopes/immunology , Ethylenediamines/pharmacology , Gene Expression Regulation, Neoplastic/drug effects , Hematopoiesis/drug effects , Hematopoiesis/genetics , Histocompatibility Antigens Class I/metabolism , Humans , Immune Checkpoint Inhibitors/pharmacology , Immunotherapy , Inflammation/pathology , Mice, Inbred C57BL , Peptides/metabolism , Protein Isoforms/metabolism , Pyrroles/pharmacology , RNA Splicing/drug effects , Sulfonamides/pharmacology , T-Lymphocytes/drug effects , T-Lymphocytes/immunology
2.
Cell ; 183(5): 1264-1281.e20, 2020 11 25.
Article in English | MEDLINE | ID: mdl-33091337

ABSTRACT

The HLA-DR15 haplotype is the strongest genetic risk factor for multiple sclerosis (MS), but our understanding of how it contributes to MS is limited. Because autoreactive CD4+ T cells and B cells as antigen-presenting cells are involved in MS pathogenesis, we characterized the immunopeptidomes of the two HLA-DR15 allomorphs DR2a and DR2b of human primary B cells and monocytes, thymus, and MS brain tissue. Self-peptides from HLA-DR molecules, particularly from DR2a and DR2b themselves, are abundant on B cells and thymic antigen-presenting cells. Furthermore, we identified autoreactive CD4+ T cell clones that can cross-react with HLA-DR-derived self-peptides (HLA-DR-SPs), peptides from MS-associated foreign agents (Epstein-Barr virus and Akkermansia muciniphila), and autoantigens presented by DR2a and DR2b. Thus, both HLA-DR15 allomorphs jointly shape an autoreactive T cell repertoire by serving as antigen-presenting structures and epitope sources and by presenting the same foreign peptides and autoantigens to autoreactive CD4+ T cells in MS.


Subject(s)
HLA-DR Serological Subtypes/immunology , Multiple Sclerosis/immunology , T-Lymphocytes/immunology , Adult , Aged , Alleles , Antigens/immunology , B-Lymphocytes/immunology , CD4-Positive T-Lymphocytes/immunology , Cells, Cultured , Cross Reactions/immunology , Female , Humans , Immunologic Memory , Male , Middle Aged , Monocytes/immunology , Peptides/immunology , Proteome/metabolism , Young Adult
3.
Immunity ; 54(4): 737-752.e10, 2021 04 13.
Article in English | MEDLINE | ID: mdl-33740418

ABSTRACT

Acute myeloid leukemia (AML) has not benefited from innovative immunotherapies, mainly because of the lack of actionable immune targets. Using an original proteogenomic approach, we analyzed the major histocompatibility complex class I (MHC class I)-associated immunopeptidome of 19 primary AML samples and identified 58 tumor-specific antigens (TSAs). These TSAs bore no mutations and derived mainly (86%) from supposedly non-coding genomic regions. Two AML-specific aberrations were instrumental in the biogenesis of TSAs, intron retention, and epigenetic changes. Indeed, 48% of TSAs resulted from intron retention and translation, and their RNA expression correlated with mutations of epigenetic modifiers (e.g., DNMT3A). AML TSA-coding transcripts were highly shared among patients and were expressed in both blasts and leukemic stem cells. In AML patients, the predicted number of TSAs correlated with spontaneous expansion of cognate T cell receptor clonotypes, accumulation of activated cytotoxic T cells, immunoediting, and improved survival. These TSAs represent attractive targets for AML immunotherapy.


Subject(s)
Epitopes/genetics , Histocompatibility Antigens Class I/genetics , Leukemia, Myeloid, Acute/genetics , Animals , Antigens, Neoplasm/genetics , Antigens, Neoplasm/immunology , Cell Line , Epigenesis, Genetic/genetics , Epigenesis, Genetic/immunology , Epitopes/immunology , Histocompatibility Antigens Class I/immunology , Humans , Immunotherapy/methods , Leukemia, Myeloid, Acute/immunology , Mice , Mice, Inbred NOD , Mice, SCID , Mutation/genetics , Mutation/immunology , Neoplastic Stem Cells/immunology , Receptors, Antigen, T-Cell/genetics , Receptors, Antigen, T-Cell/immunology , T-Lymphocytes, Cytotoxic/immunology
4.
Mol Cell ; 82(20): 3840-3855.e8, 2022 10 20.
Article in English | MEDLINE | ID: mdl-36270248

ABSTRACT

The use of alternative promoters, splicing, and cleavage and polyadenylation (APA) generates mRNA isoforms that expand the diversity and complexity of the transcriptome. Here, we uncovered thousands of previously undescribed 5' uncapped and polyadenylated transcripts (5' UPTs). We show that these transcripts resist exonucleases due to a highly structured RNA and N6-methyladenosine modification at their 5' termini. 5' UPTs appear downstream of APA sites within their host genes and are induced upon APA activation. Strong enrichment in polysomal RNA fractions indicates 5' UPT translational potential. Indeed, APA promotes downstream translation initiation, non-canonical protein output, and consistent changes to peptide presentation at the cell surface. Lastly, we demonstrate the biological importance of 5' UPTs using Bcl2, a prominent anti-apoptotic gene whose entire coding sequence is a 5' UPT generated from 5' UTR-embedded APA sites. Thus, APA is not only accountable for terminating transcripts, but also for generating downstream uncapped RNAs with translation potential and biological impact.


Subject(s)
Polyadenylation , RNA Isoforms , RNA Isoforms/genetics , 5' Untranslated Regions , 3' Untranslated Regions/genetics , Proto-Oncogene Proteins c-bcl-2/genetics , Exonucleases/genetics
5.
Mol Cell ; 81(10): 2246-2260.e12, 2021 05 20.
Article in English | MEDLINE | ID: mdl-33861991

ABSTRACT

Exitron splicing (EIS) creates a cryptic intron (called an exitron) within a protein-coding exon to increase proteome diversity. EIS is poorly characterized, but emerging evidence suggests a role for EIS in cancer. Through a systematic investigation of EIS across 33 cancers from 9,599 tumor transcriptomes, we discovered that EIS affected 63% of human coding genes and that 95% of those events were tumor specific. Notably, we observed a mutually exclusive pattern between EIS and somatic mutations in their affected genes. Functionally, we discovered that EIS altered known and novel cancer driver genes for causing gain- or loss-of-function, which promotes tumor progression. Importantly, we identified EIS-derived neoepitopes that bind to major histocompatibility complex (MHC) class I or II. Analysis of clinical data from a clear cell renal cell carcinoma cohort revealed an association between EIS-derived neoantigen load and checkpoint inhibitor response. Our findings establish the importance of considering EIS alterations when nominating cancer driver events and neoantigens.


Subject(s)
Epitopes/genetics , Exons/genetics , Gene Expression Profiling , Introns/genetics , Neoplasms/genetics , Oncogenes , RNA Splicing/genetics , Amino Acid Sequence , Cell Line , Cohort Studies , Humans , Mutation/genetics
6.
Semin Immunol ; 67: 101750, 2023 05.
Article in English | MEDLINE | ID: mdl-37003057

ABSTRACT

The repertoire of naturally presented peptides within the MHC (major histocompatibility complex) or HLA (human leukocyte antigens) system on the cellular surface of every mammalian cell is referred to as ligandome or immunopeptidome. This later gained momentum upon the discovery of CD8 + T cells able to recognize and kill cancer cells in an MHC-I antigen-restricted manner. Indeed, cancer immune surveillance relies on T cell recognition of MHC-I-restricted peptides, making the identification of those peptides the core for designing T cell-based cancer vaccines. Moreover, the breakthrough of antibodies targeting immune checkpoint molecules has led to a new and strong interest in discovering suitable targets for CD8 +T cells. Therapeutic cancer vaccines are designed for the artificial generation and/or stimulation of CD8 +T cells; thus, their combination with ICIs to unleash the breaks of the immune system comes as a natural consequence to enhance anti-tumor efficacy. In this context, the identification and knowledge of peptide candidates take advantage of the fast technology updates in immunopeptidome and mass spectrometric methodologies, paying the way to the rational design of vaccines for immunotherapeutic approaches. In this review, we discuss mainly the role of immunopeptidome analysis and its application for the generation of therapeutic cancer vaccines with main focus on HLA-I peptides. Here, we review cancer vaccine platforms based on two different preparation methods: pathogens (viruses and bacteria) and not (VLPs, nanoparticles, subunits vaccines) that exploit discoveries in the ligandome field to generate and/or enhance anti-tumor specific response. Finally, we discuss possible drawbacks and future challenges in the field that remain still to be addressed.


Subject(s)
Cancer Vaccines , Neoplasms , Animals , Humans , Histocompatibility Antigens Class I , Neoplasms/therapy , CD8-Positive T-Lymphocytes , Peptides , Mammals/metabolism
7.
Semin Immunol ; 65: 101702, 2023 01.
Article in English | MEDLINE | ID: mdl-36463711

ABSTRACT

There is a long-standing assumption that naive CD4+ and CD8+ T cells are largely homogeneous populations despite the extraordinary diversity of their T cell receptors (TCR). The self-immunopeptidome plays a key role in the selection of the naive T cell repertoire in the thymus, and self-peptides are also an important driver of differences between individual naive T cells with regard to their subsequent functional contributions to an immune response. Accumulating evidence suggests that as early as the ß-selection stage of T cell development, when only one of the recombined chains of the mature TCR is expressed, signaling thresholds may be established for positive selection of immature thymocytes. Stochastic encounters subsequently made with self-ligands during positive selection in the thymus imprint functional biases that a T cell will carry with it throughout its lifetime, although ongoing interactions with self in the periphery ensure a level of plasticity in the gene expression wiring of naive T cells. Identifying the sources of heterogeneity in the naive T cell population and which functional attributes of T cells can be modulated through post-thymic interventions versus those that are fixed during T cell development, could enable us to better select or generate T cells with particular traits to improve the efficacy of T cell therapies.


Subject(s)
CD8-Positive T-Lymphocytes , Thymus Gland , Humans , Receptors, Antigen, T-Cell/genetics , Signal Transduction , Lymphocyte Activation , Cell Differentiation
8.
Semin Immunol ; 67: 101766, 2023 05.
Article in English | MEDLINE | ID: mdl-37141766

ABSTRACT

The immunopeptidome is the repertoire of peptides bound and presented by the MHC class I, class II, and non-classical molecules. The peptides are produced by the degradation of most cellular proteins, and in some cases, peptides are produced from extracellular proteins taken up by the cells. This review attempts to first describe some of its known and well-accepted concepts, and next, raise some questions about a few of the established dogmas in this field: The production of novel peptides by splicing is questioned, suggesting here that spliced peptides are extremely rare, if existent at all. The degree of the contribution to the immunopeptidome by degradation of cellular protein by the proteasome is doubted, therefore this review attempts to explain why it is likely that this contribution to the immunopeptidome is possibly overstated. The contribution of defective ribosome products (DRiPs) and non-canonical peptides to the immunopeptidome is noted and methods are suggested to quantify them. In addition, the common misconception that the MHC class II peptidome is mostly derived from extracellular proteins is noted, and corrected. It is stressed that the confirmation of sequence assignments of non-canonical and spliced peptides should rely on targeted mass spectrometry using spiking-in of heavy isotope-labeled peptides. Finally, the new methodologies and modern instrumentation currently available for high throughput kinetics and quantitative immunopeptidomics are described. These advanced methods open up new possibilities for utilizing the big data generated and taking a fresh look at the established dogmas and reevaluating them critically.


Subject(s)
Histocompatibility Antigens Class I , Peptides , Humans , Peptides/metabolism
9.
Proc Natl Acad Sci U S A ; 119(31): e2203410119, 2022 08 02.
Article in English | MEDLINE | ID: mdl-35878026

ABSTRACT

Tissue-specific antigens can serve as targets for adoptive T cell transfer-based cancer immunotherapy. Recognition of tumor by T cells is mediated by interaction between peptide-major histocompatibility complexes (pMHCs) and T cell receptors (TCRs). Revealing the identity of peptides bound to MHC is critical in discovering cognate TCRs and predicting potential toxicity. We performed multimodal immunopeptidomic analyses for human prostatic acid phosphatase (PAP), a well-recognized tissue antigen. Three physical methods, including mild acid elution, coimmunoprecipitation, and secreted MHC precipitation, were used to capture a thorough signature of PAP on HLA-A*02:01. Eleven PAP peptides that are potentially A*02:01-restricted were identified, including five predicted strong binders by NetMHCpan 4.0. Peripheral blood mononuclear cells (PBMCs) from more than 20 healthy donors were screened with the PAP peptides. Seven cognate TCRs were isolated which can recognize three distinct epitopes when expressed in PBMCs. One TCR shows reactivity toward cell lines expressing both full-length PAP and HLA-A*02:01. Our results show that a combined multimodal immunopeptidomic approach is productive in revealing target peptides and defining the cloned TCR sequences reactive with prostatic acid phosphatase epitopes.


Subject(s)
Acid Phosphatase , Antigens, Neoplasm , Receptors, Antigen, T-Cell , Acid Phosphatase/metabolism , Antigens, Neoplasm/metabolism , Epitopes , HLA-A Antigens/metabolism , HLA-A2 Antigen , Humans , Leukocytes, Mononuclear , Neoplasms/immunology , Peptides , Receptors, Antigen, T-Cell/metabolism
10.
Eur J Immunol ; 53(8): e2350449, 2023 08.
Article in English | MEDLINE | ID: mdl-37134263

ABSTRACT

ER aminopeptidase 1 (ERAP1) is an ER-resident aminopeptidase that excises N-terminal residues of peptides that then bind onto Major Histocompatibility Complex I molecules (MHC-I) and indirectly modulates adaptive immune responses. ERAP1 contains an allosteric regulatory site that accommodates the C-terminus of at least some peptide substrates, raising questions about its exact influence on antigen presentation and the potential of allosteric inhibition for cancer immunotherapy. We used an inhibitor that targets this regulatory site to study its effect on the immunopeptidome of a human cancer cell line. The immunopeptidomes of allosterically inhibited and ERAP1 KO cells contain high-affinity peptides with sequence motifs consistent with the cellular HLA class I haplotypes but are strikingly different in peptide composition. Compared to KO cells, allosteric inhibition did not affect the length distribution of peptides and skewed the peptide repertoire both in terms of sequence motifs and HLA allele utilization, indicating significant mechanistic differences between the two ways of disrupting ERAP1 function. These findings suggest that the regulatory site of ERAP1 plays distinct roles in antigenic peptide selection, which should be taken into consideration when designing therapeutic interventions targeting the cancer immunopeptidome.


Subject(s)
Aminopeptidases , Peptides , Humans , Aminopeptidases/genetics , Antigen Presentation , Antigens , Minor Histocompatibility Antigens/genetics , Minor Histocompatibility Antigens/metabolism
11.
Brief Bioinform ; 23(2)2022 03 10.
Article in English | MEDLINE | ID: mdl-35189633

ABSTRACT

Unrestrained cellular growth and immune escape of a tumor are associated with the incidental errors of the genome and transcriptome. Advances in next-generation sequencing have identified thousands of genomic and transcriptomic aberrations that generate variant peptides that assemble the hidden proteome, further expanding the immunopeptidome. Emerging next-generation sequencing technologies and a number of computational methods estimated the abundance of immune infiltration from bulk transcriptome have advanced our understanding of tumor microenvironments. Here, we will characterize several major types of tumor-specific antigens arising from single-nucleotide variants, insertions and deletions, gene fusion, alternative splicing, RNA editing and non-coding RNAs. Finally, we summarize the current state-of-the-art computational and experimental approaches or resources and provide an integrative pipeline for the identification of candidate tumor antigens. Together, the systematic investigation of the hidden proteome in cancer will help facilitate the development of effective and durable immunotherapy targets for cancer.


Subject(s)
Neoplasms , Proteome , Antigens, Neoplasm/genetics , Genomics , High-Throughput Nucleotide Sequencing , Humans , Neoplasms/genetics , Proteome/genetics , Transcriptome , Tumor Microenvironment
12.
J Transl Med ; 22(1): 144, 2024 02 10.
Article in English | MEDLINE | ID: mdl-38336780

ABSTRACT

BACKGROUND: Neoantigens have emerged as a promising area of focus in tumor immunotherapy, with several established strategies aiming to enhance their identification. Human leukocyte antigen class I molecules (HLA-I), which present intracellular immunopeptides to T cells, provide an ideal source for identifying neoantigens. However, solely relying on a mutation database generated through commonly used whole exome sequencing (WES) for the identification of HLA-I immunopeptides, may result in potential neoantigens being missed due to limitations in sequencing depth and sample quality. METHOD: In this study, we constructed and evaluated an extended database for neoantigen identification, based on COSMIC mutation database. This study utilized mass spectrometry-based proteogenomic profiling to identify the HLA-I immunopeptidome enriched from HepG2 cell. HepG2 WES-based and the COSMIC-based mutation database were generated and utilized to identify HepG2-specific mutant immunopeptides. RESULT: The results demonstrated that COSMIC-based database identified 5 immunopeptides compared to only 1 mutant peptide identified by HepG2 WES-based database, indicating its effectiveness in identifying mutant immunopeptides. Furthermore, HLA-I affinity of the mutant immunopeptides was evaluated through NetMHCpan and peptide-docking modeling to validate their binding to HLA-I molecules, demonstrating the potential of mutant peptides identified by the COSMIC-based database as neoantigens. CONCLUSION: Utilizing the COSMIC-based mutation database is a more efficient strategy for identifying mutant peptides from HLA-I immunopeptidome without significantly increasing the false positive rate. HepG2 specific WES-based database may exclude certain mutant peptides due to WES sequencing depth or sample heterogeneity. The COSMIC-based database can effectively uncover potential neoantigens within the HLA-I immunopeptidomes.


Subject(s)
Antigens, Neoplasm , Databases, Genetic , Histocompatibility Antigens Class I , T-Lymphocytes , Humans , Antigens, Neoplasm/metabolism , Histocompatibility Antigens Class I/genetics , Histocompatibility Antigens Class I/metabolism , Mutation/genetics , Peptides/chemistry
13.
Pharmacol Res ; 204: 107209, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38740147

ABSTRACT

Considerable progress has recently been made in cancer immunotherapy, including immune checkpoint blockade, cancer vaccine, and adoptive T cell methods. The lack of effective targets is a major cause of the low immunotherapy response rate in colorectal cancer (CRC). Here, we used a proteogenomic strategy comprising immunopeptidomics, whole exome sequencing, and 16 S ribosomal DNA sequencing analyses of 8 patients with CRC to identify neoantigens and bacterial peptides that can serve as antitumor targets. This study directly identified several personalized neoantigens and bacterial immunopeptides. Immunoassays showed that all neoantigens and 5 of 8 bacterial immunopeptides could be recognized by autologous T cells. Additionally, T cell receptor (TCR) αß sequencing revealed the TCR repertoire of epitope-reactive CD8+ T cells. Functional studies showed that T cell receptor-T (TCR-T) could be activated by epitope pulsed lymphoblastoid cells. Overall, this study comprehensively profiled the CRC immunopeptidome, revealing several neoantigens and bacterial peptides with potential to serve as immunotherapy targets in CRC.


Subject(s)
Antigens, Neoplasm , Colorectal Neoplasms , Immunotherapy , Proteogenomics , Humans , Colorectal Neoplasms/immunology , Colorectal Neoplasms/therapy , Colorectal Neoplasms/genetics , Proteogenomics/methods , Immunotherapy/methods , Antigens, Neoplasm/immunology , Antigens, Neoplasm/genetics , Male , Female , Aged , Middle Aged , Peptides/immunology , CD8-Positive T-Lymphocytes/immunology
14.
EMBO Rep ; 23(12): e55470, 2022 12 06.
Article in English | MEDLINE | ID: mdl-36215666

ABSTRACT

CD4+ T lymphocytes play a major role in the establishment and maintenance of immunity. They are activated by antigenic peptides derived from extracellular or newly synthesized (endogenous) proteins presented by the MHC-II molecules. The pathways leading to endogenous MHC-II presentation remain poorly characterized. We demonstrate here that the autophagy receptor, T6BP, influences both autophagy-dependent and -independent endogenous presentation of HIV- and HCMV-derived peptides. By studying the immunopeptidome of MHC-II molecules, we show that T6BP affects both the quantity and quality of peptides presented. T6BP silencing induces the mislocalization of the MHC-II-loading compartments and rapid degradation of the invariant chain (CD74) without altering the expression and internalization kinetics of MHC-II molecules. Defining the interactome of T6BP, we identify calnexin as a T6BP partner. We show that the calnexin cytosolic tail is required for this interaction. Remarkably, calnexin silencing replicates the functional consequences of T6BP silencing: decreased CD4+ T cell activation and exacerbated CD74 degradation. Altogether, we unravel T6BP as a key player of the MHC-II-restricted endogenous presentation pathway, and we propose one potential mechanism of action.


Subject(s)
Antigen Presentation , Histocompatibility Antigens Class II , Histocompatibility Antigens Class II/genetics , Autophagy , Peptides
15.
Mol Cell Proteomics ; 21(7): 100230, 2022 07.
Article in English | MEDLINE | ID: mdl-35395404

ABSTRACT

In the 35 years since the revelation that short peptides bound to major histocompatibility complex class I and II molecules are the secret of the major histocompatibility complex-restricted nature of T-cell recognition, there has been enormous progress in characterizing the immunopeptidome, the repertoire of peptide presented for immunosurveillance. Here, the major milestones in the journey are marked, the contribution of proteasome-mediated splicing to the immunopeptidome is discussed, and exciting recent findings relating the immunopeptidome to the translatome revealed by ribosome profiling (RiboSeq) is detailed. Finally, what is needed for continued progress is opined about, which includes the infusion of talented young scientists into the antigen-processing field, currently undergoing a renaissance; thanks in part to the astounding success of T-cell-based cancer immunotherapy.


Subject(s)
Antigen Presentation , Histocompatibility Antigens Class I , HLA Antigens , Histocompatibility Antigens Class I/metabolism , Immunotherapy , Peptides/metabolism
16.
Mol Cell Proteomics ; 21(3): 100204, 2022 03.
Article in English | MEDLINE | ID: mdl-35085787

ABSTRACT

Major histocompatibility complex class II (MHC-II) antigen presentation underlies a wide range of immune responses in health and disease. However, how MHC-II antigen presentation is regulated by the peptide-loading catalyst HLA-DM (DM), its associated modulator, HLA-DO (DO), is incompletely understood. This is due largely to technical limitations: model antigen-presenting cell (APC) systems that express these MHC-II peptidome regulators at physiologically variable levels have not been described. Likewise, computational prediction tools that account for DO and DM activities are not presently available. To address these gaps, we created a panel of single MHC-II allele, HLA-DR4-expressing APC lines that cover a wide range of DO:DM ratio states. Using a combined immunopeptidomic and proteomic discovery strategy, we measured the effects DO:DM ratios have on peptide presentation by surveying over 10,000 unique DR4-presented peptides. The resulting data provide insight into peptide characteristics that influence their presentation with increasing DO:DM ratios. These include DM sensitivity, peptide abundance, binding affinity and motif, peptide length, and choice of binding register along the source protein. These findings have implications for designing improved HLA-II prediction algorithms and research strategies for dissecting the variety of functions that different APCs serve in the body.


Subject(s)
Antigen Presentation , HLA-D Antigens , Histocompatibility Antigens Class II , Proteomics , Antigen-Presenting Cells , Cell Line , HLA-DR Antigens , Histocompatibility Antigens Class II/metabolism , Humans , Peptides/metabolism
17.
Proteomics ; 23(2): e2200271, 2023 01.
Article in English | MEDLINE | ID: mdl-36189881

ABSTRACT

The discovery of many noncanonical peptides detectable with sensitive mass spectrometry inside, outside, and on cells shepherded the development of novel methods for their identification, often not supported by a systematic benchmarking with other methods. We here propose iBench, a bioinformatic tool that can construct ground truth proteomics datasets and cognate databases, thereby generating a training court wherein methods, search engines, and proteomics strategies can be tested, and their performances estimated by the same tool. iBench can be coupled to the main database search engines, allows the selection of customized features of mass spectrometry spectra and peptides, provides standard benchmarking outputs, and is open source. The proof-of-concept application to tryptic proteome digestions, immunopeptidomes, and synthetic peptide libraries dissected the impact that noncanonical peptides could have on the identification of canonical peptides by Mascot search with rescoring via Percolator (Mascot+Percolator).


Subject(s)
Algorithms , Tandem Mass Spectrometry , Tandem Mass Spectrometry/methods , Software , Peptides/analysis , Search Engine/methods , Databases, Protein
18.
Cell Immunol ; 387: 104707, 2023 05.
Article in English | MEDLINE | ID: mdl-36933326

ABSTRACT

MHC-I molecules of the HLA-B7 supertype preferentially bind peptides with proline at position 2. HLA-B*51:01 and B*51:08 present two predominant subpeptidomes, one with Pro2 and hydrophobic residues at P1, and another with Ala2 and Asp enriched at position 1. Here, we present a meta-analysis of the peptidomes presented by molecules of the B7 supertype to investigate the presence of subpeptidomes across different allotypes. Several allotypes presented subpeptidomes differing in the presence of Pro or another residue at P2. The Ala2 subpeptidomes preferred Asp1 except in HLA-B*54:01, where ligands with Ala2 contained Glu1. Sequence alignment and the analysis of crystal structures allowed us to propose positions 45 and 67 of the MHC heavy chain as relevant for the presence of subpeptidomes. Deciphering the principles behind the presence of subpeptidomes could improve our understanding of antigen presentation in other MHC-I molecules. Running title: HLA-B7 supertype subpeptidomes.


Subject(s)
HLA-B7 Antigen , Histocompatibility Antigens Class I , Antigen Presentation , HLA-B Antigens/chemistry , HLA-B Antigens/metabolism , HLA-B7 Antigen/chemistry , HLA-B7 Antigen/metabolism , Peptides/metabolism , Humans
19.
Mol Cell Proteomics ; 20: 100136, 2021.
Article in English | MEDLINE | ID: mdl-34391887

ABSTRACT

Immune checkpoint inhibitors and adoptive lymphocyte transfer-based therapies have shown great therapeutic potential in cancers with high tumor mutational burden (TMB), such as melanoma, but not in cancers with low TMB, such as mutant epidermal growth factor receptor (EGFR)-driven lung adenocarcinoma. Precision immunotherapy is an unmet need for most cancers, particularly for cancers that respond inadequately to immune checkpoint inhibitors. Here, we employed large-scale MS-based proteogenomic profiling to identify potential immunogenic human leukocyte antigen (HLA) class I-presented peptides in melanoma and EGFR-mutant lung adenocarcinoma. Similar numbers of peptides were identified from both tumor types. Cell line and patient-specific databases (DBs) were constructed using variants identified from whole-exome sequencing. A de novo search algorithm was used to interrogate the HLA class I immunopeptidome MS data. We identified 12 variant peptides and several classes of tumor-associated antigen-derived peptides. We constructed a cancer germ line (CG) antigen DB with 285 antigens. This allowed us to identify 40 class I-presented CG antigen-derived peptides. The class I immunopeptidome comprised more than 1000 post-translationally modified (PTM) peptides representing 58 different PTMs, underscoring the critical role PTMs may play in HLA binding. Finally, leveraging de novo search algorithm and an annotated long noncoding RNA (lncRNA) DB, we developed a novel lncRNA-encoded peptide discovery pipeline to identify 44 lncRNA-derived peptides that are presented by class I. We validated tandem MS spectra of select variant, CG antigen, and lncRNA-derived peptides using synthetic peptides and performed HLA class I-binding assays to demonstrate binding to class I proteins. In summary, we provide direct evidence of HLA class I presentation of a large number of variant and tumor-associated peptides in both low and high TMB cancer. These results can potentially be useful for precision immunotherapies, such as vaccine or adoptive cell therapies in melanoma and EGFR-mutant lung cancers.


Subject(s)
Adenocarcinoma of Lung/metabolism , Antigens, Neoplasm/metabolism , Histocompatibility Antigens Class I/metabolism , Lung Neoplasms/metabolism , Melanoma/metabolism , Peptides/metabolism , Adenocarcinoma of Lung/genetics , Aged , Antigens, Neoplasm/genetics , Cell Line, Tumor , ErbB Receptors/genetics , Histocompatibility Antigens Class I/genetics , Humans , Lung Neoplasms/genetics , Male , Melanoma/genetics , Mutation , Peptides/genetics , Proteogenomics
20.
Mol Cell Proteomics ; 20: 100099, 2021.
Article in English | MEDLINE | ID: mdl-34022431

ABSTRACT

The claims that a large fraction of the immunopeptidome is composed of spliced major histocompatibility complex (MHC) peptides have stirred significant excitement and raised controversy. Here, I suggest that there are likely no spliced peptides in the immunopeptidome, and if they exist at all, they are extremely rare. I base this claim on both biochemical and bioinformatics considerations. First, as a reactant in normal proteolytic reactions, water will compete with transpeptidation, which has been suggested as the mechanism of peptide splicing. The high mobility and abundance of water in aqueous solutions renders transpeptidation very inefficient and therefore unlikely to occur. Second, new studies have refuted the bioinformatics assignments to spliced peptides of most of the immunopeptidome MS data, suggesting that the correct assignments are likely other canonical, noncanonical, and post-translationally modified peptides. Therefore, I call for rigorous experimental methodology using heavy stable isotope peptides spiking into the immunoaffinity-purified mixtures of natural MHC peptides and analysis by the highly reliable targeted MS, to claim that MHC peptides are indeed spliced.


Subject(s)
Major Histocompatibility Complex , Peptides , Protein Splicing
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