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Integration of tumor extrinsic and intrinsic features associates with immunotherapy response in non-small cell lung cancer

Author

Listed:
  • Denise Lau

    (Tempus Labs, Inc.)

  • Sonal Khare

    (Tempus Labs, Inc.)

  • Michelle M. Stein

    (Tempus Labs, Inc.)

  • Prerna Jain

    (Tempus Labs, Inc.)

  • Yinjie Gao

    (Tempus Labs, Inc.)

  • Aicha BenTaieb

    (Tempus Labs, Inc.)

  • Tim A. Rand

    (Tempus Labs, Inc.)

  • Ameen A. Salahudeen

    (Tempus Labs, Inc.)

  • Aly A. Khan

    (Tempus Labs, Inc.
    University of Chicago)

Abstract

The efficacy of immune checkpoint blockade (ICB) varies greatly among metastatic non-small cell lung cancer (NSCLC) patients. Loss of heterozygosity at the HLA-I locus (HLA-LOH) has been identified as an important immune escape mechanism. However, despite HLA-I disruptions in their tumor, many patients have durable ICB responses. Here we seek to identify HLA-I-independent features associated with ICB response in NSCLC. We use single-cell profiling to identify tumor-infiltrating, clonally expanded CD4+ T cells that express a canonical cytotoxic gene program and NSCLC cells with elevated HLA-II expression. We postulate cytotoxic CD4+ T cells mediate anti-tumor activity via HLA-II on tumor cells and augment HLA-I-dependent cytotoxic CD8+ T cell interactions to drive ICB response in NSCLC. We show that integrating tumor extrinsic cytotoxic gene expression with tumor mutational burden is associated with longer time to progression in a real-world cohort of 123 NSCLC patients treated with ICB regimens, including those with HLA-LOH.

Suggested Citation

  • Denise Lau & Sonal Khare & Michelle M. Stein & Prerna Jain & Yinjie Gao & Aicha BenTaieb & Tim A. Rand & Ameen A. Salahudeen & Aly A. Khan, 2022. "Integration of tumor extrinsic and intrinsic features associates with immunotherapy response in non-small cell lung cancer," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-31769-4
    DOI: 10.1038/s41467-022-31769-4
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    1. Soumya Badrinath & Maxence O. Dellacherie & Aileen Li & Shiwei Zheng & Xixi Zhang & Miguel Sobral & Jason W. Pyrdol & Kathryn L. Smith & Yuheng Lu & Sabrina Haag & Hamza Ijaz & Fawn Connor-Stroud & Ts, 2022. "A vaccine targeting resistant tumours by dual T cell plus NK cell attack," Nature, Nature, vol. 606(7916), pages 992-998, June.
    2. Stephen T. Ferris & Vivek Durai & Renee Wu & Derek J. Theisen & Jeffrey P. Ward & Michael D. Bern & Jesse T. Davidson & Prachi Bagadia & Tiantian Liu & Carlos G. Briseño & Lijin Li & William E. Gillan, 2020. "cDC1 prime and are licensed by CD4+ T cells to induce anti-tumour immunity," Nature, Nature, vol. 584(7822), pages 624-629, August.
    3. Michael A. Durante & Daniel A. Rodriguez & Stefan Kurtenbach & Jeffim N. Kuznetsov & Margaret I. Sanchez & Christina L. Decatur & Helen Snyder & Lynn G. Feun & Alan S. Livingstone & J. William Harbour, 2020. "Single-cell analysis reveals new evolutionary complexity in uveal melanoma," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
    4. Moshe Sade-Feldman & Yunxin J. Jiao & Jonathan H. Chen & Michael S. Rooney & Michal Barzily-Rokni & Jean-Pierre Eliane & Stacey L. Bjorgaard & Marc R. Hammond & Hans Vitzthum & Shauna M. Blackmon & De, 2017. "Resistance to checkpoint blockade therapy through inactivation of antigen presentation," Nature Communications, Nature, vol. 8(1), pages 1-11, December.
    5. Anjun Ma & Gang Xin & Qin Ma, 2022. "The use of single-cell multi-omics in immuno-oncology," Nature Communications, Nature, vol. 13(1), pages 1-5, December.
    6. Elise Alspach & Danielle M. Lussier & Alexander P. Miceli & Ilya Kizhvatov & Michel DuPage & Adrienne M. Luoma & Wei Meng & Cheryl F. Lichti & Ekaterina Esaulova & Anthony N. Vomund & Daniele Runci & , 2019. "MHC-II neoantigens shape tumour immunity and response to immunotherapy," Nature, Nature, vol. 574(7780), pages 696-701, October.
    7. Giacomo Oliveira & Kari Stromhaug & Nicoletta Cieri & J. Bryan Iorgulescu & Susan Klaeger & Jacquelyn O. Wolff & Suzanna Rachimi & Vipheaviny Chea & Kate Krause & Samuel S. Freeman & Wandi Zhang & Shu, 2022. "Landscape of helper and regulatory antitumour CD4+ T cells in melanoma," Nature, Nature, vol. 605(7910), pages 532-538, May.
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