Abstract
Close proximity between cytotoxic T lymphocytes and tumour cells is required for effective immunotherapy. However, what controls the spatial distribution of T cells in the tumour microenvironment is not well understood. Here we couple digital pathology and transcriptome analysis on a large ovarian tumour cohort and develop a machine learning approach to molecularly classify and characterize tumour-immune phenotypes. Our study identifies two important hallmarks characterizing T cell excluded tumours: 1) loss of antigen presentation on tumour cells and 2) upregulation of TGFβ and activated stroma. Furthermore, we identify TGFβ as an important mediator of T cell exclusion. TGFβ reduces MHC-I expression in ovarian cancer cells in vitro. TGFβ also activates fibroblasts and induces extracellular matrix production as a potential physical barrier to hinder T cell infiltration. Our findings indicate that targeting TGFβ might be a promising strategy to overcome T cell exclusion and improve clinical benefits of cancer immunotherapy.
Publication types
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Research Support, Non-U.S. Gov't
MeSH terms
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Antigen Presentation / immunology
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CD8-Positive T-Lymphocytes / immunology*
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Carcinoma, Ovarian Epithelial / genetics
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Carcinoma, Ovarian Epithelial / immunology*
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Carcinoma, Ovarian Epithelial / metabolism
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Carcinoma, Ovarian Epithelial / pathology
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Cell Line, Tumor
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Cohort Studies
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DNA Methylation
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Endopeptidases
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Female
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Gelatinases / metabolism
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Gene Expression Profiling
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Gene Expression Regulation, Neoplastic / immunology*
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Histocompatibility Antigens Class I / metabolism
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Humans
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Machine Learning
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Membrane Proteins / metabolism
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Multigene Family
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Ovarian Neoplasms / genetics
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Ovarian Neoplasms / immunology*
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Ovarian Neoplasms / metabolism
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Ovarian Neoplasms / pathology
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Prognosis
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RNA-Seq
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Serine Endopeptidases / metabolism
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Stromal Cells / metabolism
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Transforming Growth Factor beta / metabolism*
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Tumor Microenvironment / immunology*
Substances
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Histocompatibility Antigens Class I
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Membrane Proteins
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Transforming Growth Factor beta
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Endopeptidases
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Serine Endopeptidases
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fibroblast activation protein alpha
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Gelatinases