IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v14y2023i1d10.1038_s41467-023-40631-0.html
   My bibliography  Save this article

Longitudinal high-dimensional analysis identifies immune features associating with response to anti-PD-1 immunotherapy

Author

Listed:
  • Elaine Lai-Han Leung

    (Cancer Center, Faculty of Health Sciences; MOE Frontiers Science Center for Precision Oncology, University of Macau)

  • Run-Ze Li

    (The Second Affiliated Hospital of Guangzhou University of Chinese Medicine (Guangdong Provincial Hospital of Chinese Medicine)
    Guangdong-Hong Kong-Macau Joint Lab on Chinese Medicine and Immune Disease Research)

  • Xing-Xing Fan

    (Macau University of Science and Technology)

  • Lily Yan Wang

    (Janssen Research & Development)

  • Yan Wang

    (Merck Sharp & Dohme)

  • Zebo Jiang

    (Macau University of Science and Technology)

  • Jumin Huang

    (Macau University of Science and Technology)

  • Hu-Dan Pan

    (The Second Affiliated Hospital of Guangzhou University of Chinese Medicine (Guangdong Provincial Hospital of Chinese Medicine)
    Guangdong-Hong Kong-Macau Joint Lab on Chinese Medicine and Immune Disease Research)

  • Yue Fan

    (Janssen Research & Development)

  • Hongmei Xu

    (Janssen Research & Development)

  • Feng Wang

    (Janssen Research & Development)

  • Haopeng Rui

    (Janssen Research & Development)

  • Piu Wong

    (HiFiBio Therapeutics)

  • Hermi Sumatoh

    (ImmunoScape)

  • Michael Fehlings

    (ImmunoScape)

  • Alessandra Nardin

    (ImmunoScape)

  • Paul Gavine

    (Janssen Research & Development)

  • Longen Zhou

    (Janssen Research & Development)

  • Yabing Cao

    (Kiang Wu Hospital)

  • Liang Liu

    (The Second Affiliated Hospital of Guangzhou University of Chinese Medicine (Guangdong Provincial Hospital of Chinese Medicine)
    Guangdong-Hong Kong-Macau Joint Lab on Chinese Medicine and Immune Disease Research)

Abstract

Response to immunotherapy widely varies among cancer patients and identification of parameters associating with favourable outcome is of great interest. Here we show longitudinal monitoring of peripheral blood samples of non-small cell lung cancer (NSCLC) patients undergoing anti-PD1 therapy by high-dimensional cytometry by time of flight (CyTOF) and Meso Scale Discovery (MSD) multi-cytokines measurements. We find that higher proportions of circulating CD8+ and of CD8+CD101hiTIM3+ (CCT T) subsets significantly correlate with poor clinical response to immune therapy. Consistently, CD8+ T cells and CCT T cell frequencies remain low in most responders during the entire multi-cycle treatment regimen; and higher killer cell lectin-like receptor subfamily G, member 1 (KLRG1) expression in CCT T cells at baseline associates with prolonged progression free survival. Upon in vitro stimulation, CCT T cells of responders produce significantly higher levels of cytokines, including IL-1β, IL-2, IL-8, IL-22 and MCP-1, than of non-responders. Overall, our results provide insights into the longitudinal immunological landscape underpinning favourable response to immune checkpoint blockade therapy in lung cancer patients.

Suggested Citation

  • Elaine Lai-Han Leung & Run-Ze Li & Xing-Xing Fan & Lily Yan Wang & Yan Wang & Zebo Jiang & Jumin Huang & Hu-Dan Pan & Yue Fan & Hongmei Xu & Feng Wang & Haopeng Rui & Piu Wong & Hermi Sumatoh & Michae, 2023. "Longitudinal high-dimensional analysis identifies immune features associating with response to anti-PD-1 immunotherapy," Nature Communications, Nature, vol. 14(1), pages 1-9, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-40631-0
    DOI: 10.1038/s41467-023-40631-0
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-023-40631-0
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-023-40631-0?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Roy S. Herbst & Jean-Charles Soria & Marcin Kowanetz & Gregg D. Fine & Omid Hamid & Michael S. Gordon & Jeffery A. Sosman & David F. McDermott & John D. Powderly & Scott N. Gettinger & Holbrook E. K. , 2014. "Predictive correlates of response to the anti-PD-L1 antibody MPDL3280A in cancer patients," Nature, Nature, vol. 515(7528), pages 563-567, November.
    2. Alexander C. Huang & Michael A. Postow & Robert J. Orlowski & Rosemarie Mick & Bertram Bengsch & Sasikanth Manne & Wei Xu & Shannon Harmon & Josephine R. Giles & Brandon Wenz & Matthew Adamow & Debora, 2017. "T-cell invigoration to tumour burden ratio associated with anti-PD-1 response," Nature, Nature, vol. 545(7652), pages 60-65, May.
    3. Paul C. Tumeh & Christina L. Harview & Jennifer H. Yearley & I. Peter Shintaku & Emma J. M. Taylor & Lidia Robert & Bartosz Chmielowski & Marko Spasic & Gina Henry & Voicu Ciobanu & Alisha N. West & M, 2014. "PD-1 blockade induces responses by inhibiting adaptive immune resistance," Nature, Nature, vol. 515(7528), pages 568-571, November.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Jeppe Sejerø Holm & Samuel A. Funt & Annie Borch & Kamilla Kjærgaard Munk & Anne-Mette Bjerregaard & James L. Reading & Colleen Maher & Ashley Regazzi & Phillip Wong & Hikmat Al-Ahmadie & Gopa Iyer & , 2022. "Neoantigen-specific CD8 T cell responses in the peripheral blood following PD-L1 blockade might predict therapy outcome in metastatic urothelial carcinoma," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    2. Meghana Pagadala & Timothy J. Sears & Victoria H. Wu & Eva Pérez-Guijarro & Hyo Kim & Andrea Castro & James V. Talwar & Cristian Gonzalez-Colin & Steven Cao & Benjamin J. Schmiedel & Shervin Goudarzi , 2023. "Germline modifiers of the tumor immune microenvironment implicate drivers of cancer risk and immunotherapy response," Nature Communications, Nature, vol. 14(1), pages 1-22, December.
    3. Lei Guan & Bin Wu & Ting Li & Lynn A. Beer & Gaurav Sharma & Mingyue Li & Chin Nien Lee & Shujing Liu & Changsong Yang & Lili Huang & Dennie T. Frederick & Genevieve M. Boland & Guangcan Shao & Tatyan, 2022. "HRS phosphorylation drives immunosuppressive exosome secretion and restricts CD8+ T-cell infiltration into tumors," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    4. Jodi M. Carter & Saranya Chumsri & Douglas A. Hinerfeld & Yaohua Ma & Xue Wang & David Zahrieh & David W. Hillman & Kathleen S. Tenner & Jennifer M. Kachergus & Heather Ann Brauer & Sarah E. Warren & , 2023. "Distinct spatial immune microlandscapes are independently associated with outcomes in triple-negative breast cancer," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    5. Jing Liu & Xia Bu & Chen Chu & Xiaoming Dai & John M. Asara & Piotr Sicinski & Gordon J. Freeman & Wenyi Wei, 2023. "PRMT1 mediated methylation of cGAS suppresses anti-tumor immunity," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    6. Kristian Bjørn Hessellund & Ganggang Xu & Yongtao Guan & Rasmus Waagepetersen, 2022. "Second‐order semi‐parametric inference for multivariate log Gaussian Cox processes," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 71(1), pages 244-268, January.
    7. Rana Falahat & Anders Berglund & Patricio Perez-Villarroel & Ryan M. Putney & Imene Hamaidi & Sungjune Kim & Shari Pilon-Thomas & Glen N. Barber & James J. Mulé, 2023. "Epigenetic state determines the in vivo efficacy of STING agonist therapy," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    8. Weicai Huang & Yuming Jiang & Wenjun Xiong & Zepang Sun & Chuanli Chen & Qingyu Yuan & Kangneng Zhou & Zhen Han & Hao Feng & Hao Chen & Xiaokun Liang & Shitong Yu & Yanfeng Hu & Jiang Yu & Yan Chen & , 2022. "Noninvasive imaging of the tumor immune microenvironment correlates with response to immunotherapy in gastric cancer," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    9. Tian-mei Zeng & Guang Yang & Cheng Lou & Wei Wei & Chen-jie Tao & Xi-yun Chen & Qin Han & Zhuo Cheng & Pei-pei Shang & Yu-long Dong & He-ming Xu & Lie-ping Guo & Dong-sheng Chen & Yun-jie Song & Chuan, 2023. "Clinical and biomarker analyses of sintilimab plus gemcitabine and cisplatin as first-line treatment for patients with advanced biliary tract cancer," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    10. Matthew T. Campbell & Surena F. Matin & Alda L. Tam & Rahul A. Sheth & Kamran Ahrar & Rebecca S. Tidwell & Priya Rao & Jose A. Karam & Christopher G. Wood & Nizar M. Tannir & Eric Jonasch & Jianjun Ga, 2021. "Pilot study of Tremelimumab with and without cryoablation in patients with metastatic renal cell carcinoma," Nature Communications, Nature, vol. 12(1), pages 1-12, December.
    11. Stefanie Hiltbrunner & Lena Cords & Sabrina Kasser & Sandra N. Freiberger & Susanne Kreutzer & Nora C. Toussaint & Linda Grob & Isabelle Opitz & Michael Messerli & Martin Zoche & Alex Soltermann & Mar, 2023. "Acquired resistance to anti-PD1 therapy in patients with NSCLC associates with immunosuppressive T cell phenotype," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    12. Su Yin Lim & Elena Shklovskaya & Jenny H. Lee & Bernadette Pedersen & Ashleigh Stewart & Zizhen Ming & Mal Irvine & Brindha Shivalingam & Robyn P. M. Saw & Alexander M. Menzies & Matteo S. Carlino & R, 2023. "The molecular and functional landscape of resistance to immune checkpoint blockade in melanoma," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    13. Markus Haake & Beatrice Haack & Tina Schäfer & Patrick N. Harter & Greta Mattavelli & Patrick Eiring & Neha Vashist & Florian Wedekink & Sabrina Genssler & Birgitt Fischer & Julia Dahlhoff & Fatemeh M, 2023. "Tumor-derived GDF-15 blocks LFA-1 dependent T cell recruitment and suppresses responses to anti-PD-1 treatment," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    14. Kuang Du & Shiyou Wei & Zhi Wei & Dennie T. Frederick & Benchun Miao & Tabea Moll & Tian Tian & Eric Sugarman & Dmitry I. Gabrilovich & Ryan J. Sullivan & Lunxu Liu & Keith T. Flaherty & Genevieve M. , 2021. "Pathway signatures derived from on-treatment tumor specimens predict response to anti-PD1 blockade in metastatic melanoma," Nature Communications, Nature, vol. 12(1), pages 1-16, December.
    15. Darci Phillips & Magdalena Matusiak & Belén Rivero Gutierrez & Salil S. Bhate & Graham L. Barlow & Sizun Jiang & Janos Demeter & Kimberly S. Smythe & Robert H. Pierce & Steven P. Fling & Nirasha Ramch, 2021. "Immune cell topography predicts response to PD-1 blockade in cutaneous T cell lymphoma," Nature Communications, Nature, vol. 12(1), pages 1-18, December.
    16. Jianming Xu & Yi Li & Qingxia Fan & Yongqian Shu & Lei Yang & Tongjian Cui & Kangsheng Gu & Min Tao & Xiuwen Wang & Chengxu Cui & Nong Xu & Juxiang Xiao & Quanli Gao & Yunpeng Liu & Tao Zhang & Yuxian, 2022. "Clinical and biomarker analyses of sintilimab versus chemotherapy as second-line therapy for advanced or metastatic esophageal squamous cell carcinoma: a randomized, open-label phase 2 study (ORIENT-2," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    17. Stacy K. Thomas & Max M. Wattenberg & Shaanti Choi-Bose & Mark Uhlik & Ben Harrison & Heather Coho & Christopher R. Cassella & Meredith L. Stone & Dhruv Patel & Kelly Markowitz & Devora Delman & Micha, 2023. "Kupffer cells prevent pancreatic ductal adenocarcinoma metastasis to the liver in mice," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    18. Michiel S. Heijden & Thomas Powles & Daniel Petrylak & Ronald Wit & Andrea Necchi & Cora N. Sternberg & Nobuaki Matsubara & Hiroyuki Nishiyama & Daniel Castellano & Syed A. Hussain & Aristotelis Bamia, 2022. "Predictive biomarkers for survival benefit with ramucirumab in urothelial cancer in the RANGE trial," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    19. Yingying Shen & Chaojie Lu & Zhengbo Song & Chenxiao Qiao & Jiaoli Wang & Jinbiao Chen & Chengyan Zhang & Xianchang Zeng & Zeyu Ma & Tao Chen & Xu Li & Aifu Lin & Jufeng Guo & Jianli Wang & Zhijian Ca, 2022. "Ursodeoxycholic acid reduces antitumor immunosuppression by inducing CHIP-mediated TGF-β degradation," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    20. David J. Klinke & Audry Fernandez & Wentao Deng & Atefeh Razazan & Habibolla Latifizadeh & Anika C. Pirkey, 2022. "Data-driven learning how oncogenic gene expression locally alters heterocellular networks," Nature Communications, Nature, vol. 13(1), pages 1-15, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-40631-0. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.