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1.
Proc Natl Acad Sci U S A ; 120(21): e2221116120, 2023 05 23.
Article in English | MEDLINE | ID: mdl-37192158

ABSTRACT

Alternative splicing (AS) is prevalent in cancer, generating an extensive but largely unexplored repertoire of novel immunotherapy targets. We describe Isoform peptides from RNA splicing for Immunotherapy target Screening (IRIS), a computational platform capable of discovering AS-derived tumor antigens (TAs) for T cell receptor (TCR) and chimeric antigen receptor T cell (CAR-T) therapies. IRIS leverages large-scale tumor and normal transcriptome data and incorporates multiple screening approaches to discover AS-derived TAs with tumor-associated or tumor-specific expression. In a proof-of-concept analysis integrating transcriptomics and immunopeptidomics data, we showed that hundreds of IRIS-predicted TCR targets are presented by human leukocyte antigen (HLA) molecules. We applied IRIS to RNA-seq data of neuroendocrine prostate cancer (NEPC). From 2,939 NEPC-associated AS events, IRIS predicted 1,651 epitopes from 808 events as potential TCR targets for two common HLA types (A*02:01 and A*03:01). A more stringent screening test prioritized 48 epitopes from 20 events with "neoantigen-like" NEPC-specific expression. Predicted epitopes are often encoded by microexons of ≤30 nucleotides. To validate the immunogenicity and T cell recognition of IRIS-predicted TCR epitopes, we performed in vitro T cell priming in combination with single-cell TCR sequencing. Seven TCRs transduced into human peripheral blood mononuclear cells (PBMCs) showed high activity against individual IRIS-predicted epitopes, providing strong evidence of isolated TCRs reactive to AS-derived peptides. One selected TCR showed efficient cytotoxicity against target cells expressing the target peptide. Our study illustrates the contribution of AS to the TA repertoire of cancer cells and demonstrates the utility of IRIS for discovering AS-derived TAs and expanding cancer immunotherapies.


Subject(s)
Neoplasms , RNA Precursors , Male , Humans , RNA Precursors/metabolism , Alternative Splicing , Leukocytes, Mononuclear/metabolism , Receptors, Antigen, T-Cell , Epitopes, T-Lymphocyte , Immunotherapy , Antigens, Neoplasm , Peptides/metabolism , Neoplasms/genetics , Neoplasms/therapy
2.
Proc Natl Acad Sci U S A ; 117(10): 5269-5279, 2020 03 10.
Article in English | MEDLINE | ID: mdl-32086391

ABSTRACT

We sought to define the landscape of alternative pre-mRNA splicing in prostate cancers and the relationship of exon choice to known cancer driver alterations. To do so, we compiled a metadataset composed of 876 RNA-sequencing (RNA-Seq) samples from five publicly available sources representing a range of prostate phenotypes from normal tissue to drug-resistant metastases. We subjected these samples to exon-level analysis with rMATS-turbo, purpose-built software designed for large-scale analyses of splicing, and identified 13,149 high-confidence cassette exon events with variable incorporation across samples. We then developed a computational framework, pathway enrichment-guided activity study of alternative splicing (PEGASAS), to correlate transcriptional signatures of 50 different cancer driver pathways with these alternative splicing events. We discovered that Myc signaling was correlated with incorporation of a set of 1,039 cassette exons enriched in genes encoding RNA binding proteins. Using a human prostate epithelial transformation assay, we confirmed the Myc regulation of 147 of these exons, many of which introduced frameshifts or encoded premature stop codons. Our results connect changes in alternative pre-mRNA splicing to oncogenic alterations common in prostate and many other cancers. We also establish a role for Myc in regulating RNA splicing by controlling the incorporation of nonsense-mediated decay-determinant exons in genes encoding RNA binding proteins.


Subject(s)
Prostatic Neoplasms/metabolism , Proto-Oncogene Proteins c-myc/metabolism , RNA Precursors/metabolism , RNA Splicing/genetics , Adenocarcinoma/genetics , Adenocarcinoma/metabolism , Breast Neoplasms/genetics , Breast Neoplasms/metabolism , Cell Line, Tumor , Codon, Terminator/genetics , Computer Simulation , Datasets as Topic , Drug Resistance, Neoplasm/genetics , Exons , Female , Frameshift Mutation , Humans , Lung Neoplasms/genetics , Lung Neoplasms/metabolism , Male , Prostatic Neoplasms/genetics , Proto-Oncogene Proteins c-myc/genetics , RNA-Seq , Signal Transduction , Software
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