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Determinants of gastric cancer immune escape identified from non-coding immune-landscape quantitative trait loci

Author

Listed:
  • Christos Miliotis

    (Harvard Medical School
    Harvard University Graduate School of Arts and Sciences)

  • Yuling Ma

    (Harvard Medical School
    Broad Institute of MIT and Harvard)

  • Xanthi-Lida Katopodi

    (Harvard Medical School)

  • Dimitra Karagkouni

    (Harvard Medical School
    Broad Institute of MIT and Harvard
    Harvard Medical School)

  • Eleni Kanata

    (Harvard Medical School)

  • Kaia Mattioli

    (Harvard Medical School
    Brigham and Women’s Hospital and Harvard Medical School)

  • Nikolas Kalavros

    (Harvard Medical School
    Broad Institute of MIT and Harvard
    Beth Israel Deaconess Medical Center)

  • Yered H. Pita-Juárez

    (Harvard Medical School
    Broad Institute of MIT and Harvard)

  • Felipe Batalini

    (Harvard Medical School
    Mayo Clinic)

  • Varune R. Ramnarine

    (Harvard Medical School)

  • Shivani Nanda

    (Harvard Medical School
    Broad Institute of MIT and Harvard
    Harvard Medical School)

  • Frank J. Slack

    (Harvard Medical School
    Harvard Medical School)

  • Ioannis S. Vlachos

    (Harvard Medical School
    Broad Institute of MIT and Harvard
    Harvard Medical School
    Beth Israel Deaconess Medical Center)

Abstract

The landscape of non-coding mutations in cancer progression and immune evasion is largely unexplored. Here, we identify transcrptome-wide somatic and germline 3′ untranslated region (3′-UTR) variants from 375 gastric cancer patients from The Cancer Genome Atlas. By performing gene expression quantitative trait loci (eQTL) and immune landscape QTL (ilQTL) analysis, we discover 3′-UTR variants with cis effects on expression and immune landscape phenotypes, such as immune cell infiltration and T cell receptor diversity. Using a massively parallel reporter assay, we distinguish between causal and correlative effects of 3′-UTR eQTLs in immune-related genes. Our approach identifies numerous 3′-UTR eQTLs and ilQTLs, providing a unique resource for the identification of immunotherapeutic targets and biomarkers. A prioritized ilQTL variant signature predicts response to immunotherapy better than standard-of-care PD-L1 expression in independent patient cohorts, showcasing the untapped potential of non-coding mutations in cancer.

Suggested Citation

  • Christos Miliotis & Yuling Ma & Xanthi-Lida Katopodi & Dimitra Karagkouni & Eleni Kanata & Kaia Mattioli & Nikolas Kalavros & Yered H. Pita-Juárez & Felipe Batalini & Varune R. Ramnarine & Shivani Nan, 2024. "Determinants of gastric cancer immune escape identified from non-coding immune-landscape quantitative trait loci," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-48436-5
    DOI: 10.1038/s41467-024-48436-5
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    1. Nick Patterson & Alkes L Price & David Reich, 2006. "Population Structure and Eigenanalysis," PLOS Genetics, Public Library of Science, vol. 2(12), pages 1-20, December.
    2. Jeffrey T Leek & John D Storey, 2007. "Capturing Heterogeneity in Gene Expression Studies by Surrogate Variable Analysis," PLOS Genetics, Public Library of Science, vol. 3(9), pages 1-12, September.
    3. Claudia Calabrese & Natalie R. Davidson & Deniz Demircioğlu & Nuno A. Fonseca & Yao He & André Kahles & Kjong-Van Lehmann & Fenglin Liu & Yuichi Shiraishi & Cameron M. Soulette & Lara Urban & Liliana , 2020. "Genomic basis for RNA alterations in cancer," Nature, Nature, vol. 578(7793), pages 129-136, February.
    4. Esther Rheinbay & Morten Muhlig Nielsen & Federico Abascal & Jeremiah A. Wala & Ofer Shapira & Grace Tiao & Henrik Hornshøj & Julian M. Hess & Randi Istrup Juul & Ziao Lin & Lars Feuerbach & Radhakris, 2020. "Analyses of non-coding somatic drivers in 2,658 cancer whole genomes," Nature, Nature, vol. 578(7793), pages 102-111, February.
    5. Shashank J. Patel & Neville E. Sanjana & Rigel J. Kishton & Arash Eidizadeh & Suman K. Vodnala & Maggie Cam & Jared J. Gartner & Li Jia & Seth M. Steinberg & Tori N. Yamamoto & Anand S. Merchant & Gau, 2017. "Identification of essential genes for cancer immunotherapy," Nature, Nature, vol. 548(7669), pages 537-542, August.
    6. Keyong Sun & Runda Xu & Fuhai Ma & Naixue Yang & Yang Li & Xiaofeng Sun & Peng Jin & Wenzhe Kang & Lemei Jia & Jianping Xiong & Haitao Hu & Yantao Tian & Xun Lan, 2022. "scRNA-seq of gastric tumor shows complex intercellular interaction with an alternative T cell exhaustion trajectory," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    7. Robert T. Manguso & Hans W. Pope & Margaret D. Zimmer & Flavian D. Brown & Kathleen B. Yates & Brian C. Miller & Natalie B. Collins & Kevin Bi & Martin W. LaFleur & Vikram R. Juneja & Sarah A. Weiss &, 2017. "In vivo CRISPR screening identifies Ptpn2 as a cancer immunotherapy target," Nature, Nature, vol. 547(7664), pages 413-418, July.
    8. Michael Lawrence & Wolfgang Huber & Hervé Pagès & Patrick Aboyoun & Marc Carlson & Robert Gentleman & Martin T Morgan & Vincent J Carey, 2013. "Software for Computing and Annotating Genomic Ranges," PLOS Computational Biology, Public Library of Science, vol. 9(8), pages 1-10, August.
    9. Konrad J. Karczewski & Laurent C. Francioli & Grace Tiao & Beryl B. Cummings & Jessica Alföldi & Qingbo Wang & Ryan L. Collins & Kristen M. Laricchia & Andrea Ganna & Daniel P. Birnbaum & Laura D. Gau, 2020. "The mutational constraint spectrum quantified from variation in 141,456 humans," Nature, Nature, vol. 581(7809), pages 434-443, May.
    10. Jeffrey J. Ishizuka & Robert T. Manguso & Collins K. Cheruiyot & Kevin Bi & Arpit Panda & Arvin Iracheta-Vellve & Brian C. Miller & Peter P. Du & Kathleen B. Yates & Juan Dubrot & Ilana Buchumenski & , 2019. "Loss of ADAR1 in tumours overcomes resistance to immune checkpoint blockade," Nature, Nature, vol. 565(7737), pages 43-48, January.
    11. Osnat Bartok & Abhijeet Pataskar & Remco Nagel & Maarja Laos & Eden Goldfarb & Deborah Hayoun & Ronen Levy & Pierre-Rene Körner & Inger Z. M. Kreuger & Julien Champagne & Esther A. Zaal & Onno B. Blei, 2021. "Anti-tumour immunity induces aberrant peptide presentation in melanoma," Nature, Nature, vol. 590(7845), pages 332-337, February.
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