Nature Communications · 2025 · 13 citations · 39 references
Life SciencesCancer BiologyImmunologyCancer ImmunologyMolecular OncologyTumor ImmunologyAntitumor T Cell ResponsesCancer ImmunotherapyCancer TranscriptomicsCell-type-specific TranscriptomicsTumor AntigensTumor-associated AntigensCancer AntigensCancer/testis Antigen ExpressionCd8+ Tumor-infiltrating LymphocytesImmune Cell TranscriptomicsMutated Tumor AntigensNeoantigen IdentificationTumor Antigen Expression ProfilingTumor-specific Antigen Identification
Identifying tumor-specific T cell clones that mediate immunotherapy responses remains challenging. Mutation-associated neoantigen (MANA) -specific CD8+ tumor-infiltrating lymphocytes (TIL) have been shown to express high levels of CXCL13 and CD39 (ENTPD1), and low IL-7 receptor (IL7R) levels in many cancer types, but their collective relevance to T cell functionality has not been established. Here we present an integrative tool to identify MANA-specific TIL using weighted expression levels of these three genes in lung cancer and melanoma single-cell RNAseq datasets. Our three-gene "MANAscore" algorithm outperforms other RNAseq-based algorithms in identifying validated neoantigen-specific CD8+ clones, and accurately identifies TILs that recognize other classes of tumor antigens, including cancer testis antigens, endogenous retroviruses and viral oncogenes. Most of these TIL are characterized by a tissue resident memory gene expression program. Putative tumor-reactive cells (pTRC) identified via MANAscore in anti-PD-1-treated lung tumors had higher expression of checkpoint and cytotoxicity-related genes relative to putative non-tumor-reactive cells. pTRC in pathologically responding tumors showed distinguished gene expression patterns and trajectories. Collectively, we show that MANAscore is a robust tool that can greatly enrich candidate tumor-specific T cells and be used to understand the functional programming of tumor-reactive TIL.
39
Comprehensive Integration of Single-Cell Data
Tim Stuart, Andrew Butler, Paul Hoffman et al. · Cell · 2019 · 16.9K citations · Full text
PD-1 blockade induces responses by inhibiting adaptive immune resistance
Paul C. Tumeh, Christina L. Harview, Jennifer H. Yearley et al. · Nature · 2014 · 6.6K citations · Full text
Life Sciences, Immunology, Pathology +14
RELATIONS BETWEEN TWO SETS OF VARIATES
Harold Hotelling · Biometrika · 1936 · 5.4K citations