IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v14y2023i1d10.1038_s41467-023-37806-0.html
   My bibliography  Save this article

Distinct spatial immune microlandscapes are independently associated with outcomes in triple-negative breast cancer

Author

Listed:
  • Jodi M. Carter

    (University of Alberta)

  • Saranya Chumsri

    (Division of Hematology and Oncology, Mayo Clinic)

  • Douglas A. Hinerfeld

    (Ultima Genomics)

  • Yaohua Ma

    (Division of Biomedical Statistics and Informatics, Mayo Clinic)

  • Xue Wang

    (Division of Biomedical Statistics and Informatics, Mayo Clinic)

  • David Zahrieh

    (Division of Biomedical Statistics and Informatics, Mayo Clinic)

  • David W. Hillman

    (Division of Biomedical Statistics and Informatics, Mayo Clinic)

  • Kathleen S. Tenner

    (Division of Biomedical Statistics and Informatics, Mayo Clinic)

  • Jennifer M. Kachergus

    (Department of Cancer Biology, Mayo Clinic)

  • Heather Ann Brauer

    (Bill and Melinda Gates Foundation)

  • Sarah E. Warren

    (Kite Pharma)

  • David Henderson

    (NanoString Technologies, Inc)

  • Ji Shi

    (Department of Cancer Biology, Mayo Clinic)

  • Yi Liu

    (Department of Cancer Biology, Mayo Clinic)

  • Heikki Joensuu

    (Helsinki University Hospital and University of Helsinki)

  • Henrik Lindman

    (University of Uppsala)

  • Roberto A. Leon-Ferre

    (Division of Medical Oncology, Mayo Clinic)

  • Judy C. Boughey

    (Department of Surgery, Mayo Clinic)

  • Minetta C. Liu

    (Natera, Inc)

  • James N. Ingle

    (Division of Medical Oncology, Mayo Clinic)

  • Krishna R. Kalari

    (Division of Biomedical Statistics and Informatics, Mayo Clinic)

  • Fergus J. Couch

    (Department of Laboratory Medicine and Pathology, Mayo Clinic)

  • Keith L. Knutson

    (Department of Immunology, Mayo Clinic)

  • Matthew P. Goetz

    (Division of Medical Oncology, Mayo Clinic)

  • Edith A. Perez

    (Division of Hematology and Oncology, Mayo Clinic)

  • E. Aubrey Thompson

    (Department of Cancer Biology, Mayo Clinic)

Abstract

The utility of spatial immunobiomarker quantitation in prognostication and therapeutic prediction is actively being investigated in triple-negative breast cancer (TNBC). Here, with high-plex quantitative digital spatial profiling, we map and quantitate intraepithelial and adjacent stromal tumor immune protein microenvironments in systemic treatment-naïve (female only) TNBC to assess the spatial context in immunobiomarker-based prediction of outcome. Immune protein profiles of CD45-rich and CD68-rich stromal microenvironments differ significantly. While they typically mirror adjacent, intraepithelial microenvironments, this is not uniformly true. In two TNBC cohorts, intraepithelial CD40 or HLA-DR enrichment associates with better outcomes, independently of stromal immune protein profiles or stromal TILs and other established prognostic variables. In contrast, intraepithelial or stromal microenvironment enrichment with IDO1 associates with improved survival irrespective of its spatial location. Antigen-presenting and T-cell activation states are inferred from eigenprotein scores. Such scores within the intraepithelial compartment interact with PD-L1 and IDO1 in ways that suggest prognostic and/or therapeutic potential. This characterization of the intrinsic spatial immunobiology of treatment-naïve TNBC highlights the importance of spatial microenvironments for biomarker quantitation to resolve intrinsic prognostic and predictive immune features and ultimately inform therapeutic strategies for clinically actionable immune biomarkers.

Suggested Citation

  • 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.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-37806-0
    DOI: 10.1038/s41467-023-37806-0
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-023-37806-0
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-023-37806-0?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. P. Danaher & D. Paul & P. Wang, 2015. "Covariance-based analyses of biological pathways," Biometrika, Biometrika Trust, vol. 102(3), pages 533-544.
    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.
    4. Stefani Spranger & Riyue Bao & Thomas F. Gajewski, 2015. "Melanoma-intrinsic β-catenin signalling prevents anti-tumour immunity," Nature, Nature, vol. 523(7559), pages 231-235, July.
    5. Daniel S. Chen & Ira Mellman, 2017. "Elements of cancer immunity and the cancer–immune set point," Nature, Nature, vol. 541(7637), pages 321-330, January.
    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. Aditi Sahu & Kivanc Kose & Lukas Kraehenbuehl & Candice Byers & Aliya Holland & Teguru Tembo & Anthony Santella & Anabel Alfonso & Madison Li & Miguel Cordova & Melissa Gill & Christi Fox & Salvador G, 2022. "In vivo tumor immune microenvironment phenotypes correlate with inflammation and vasculature to predict immunotherapy response," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. Fotis Nikolos & Kazukuni Hayashi & Xen Ping Hoi & Mark Ellie Alonzo & Qianxing Mo & Armine Kasabyan & Hideki Furuya & Jane Trepel & Dolores Vizio & Jlenia Guarnerio & Dan Theodorescu & Charles Rosser , 2022. "Cell death-induced immunogenicity enhances chemoimmunotherapeutic response by converting immune-excluded into T-cell inflamed bladder tumors," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    7. Fengqiao Li & Xue-Qing Zhang & William Ho & Maoping Tang & Zhongyu Li & Lei Bu & Xiaoyang Xu, 2023. "mRNA lipid nanoparticle-mediated pyroptosis sensitizes immunologically cold tumors to checkpoint immunotherapy," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    8. Shravan Leonard-Murali & Chetana Bhaskarla & Ghanshyam S. Yadav & Sudeep K. Maurya & Chenna R. Galiveti & Joshua A. Tobin & Rachel J. Kann & Eishan Ashwat & Patrick S. Murphy & Anish B. Chakka & Visha, 2024. "Uveal melanoma immunogenomics predict immunotherapy resistance and susceptibility," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    9. 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.
    10. 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.
    11. Mike B. Barnkob & Yale S. Michaels & Violaine André & Philip S. Macklin & Uzi Gileadi & Salvatore Valvo & Margarida Rei & Corinna Kulicke & Ji-Li Chen & Vitul Jain & Victoria K. Woodcock & Huw Colin-Y, 2024. "Semaphorin 3A causes immune suppression by inducing cytoskeletal paralysis in tumour-specific CD8+ T cells," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    12. Maria Pouyiourou & Bianca N. Kraft & Timothy Wohlfromm & Michael Stahl & Boris Kubuschok & Harald Löffler & Ulrich T. Hacker & Gerdt Hübner & Lena Weiss & Michael Bitzer & Thomas Ernst & Philipp Schüt, 2023. "Nivolumab and ipilimumab in recurrent or refractory cancer of unknown primary: a phase II trial," Nature Communications, Nature, vol. 14(1), pages 1-21, December.
    13. Maria Pia Lenza & Leire Egia-Mendikute & Asier Antoñana-Vildosola & Cátia O. Soares & Helena Coelho & Francisco Corzana & Alexandre Bosch & Prodhi Manisha & Jon Imanol Quintana & Iker Oyenarte & Luca , 2023. "Structural insights into Siglec-15 reveal glycosylation dependency for its interaction with T cells through integrin CD11b," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    14. Zhen Lu & Jinyun Chen & Pengfei Yu & Matthew J. Atherton & Jun Gui & Vivek S. Tomar & Justin D. Middleton & Neil T. Sullivan & Sunil Singhal & Subin S. George & Ashley G. Woolfork & Aalim M. Weljie & , 2022. "Tumor factors stimulate lysosomal degradation of tumor antigens and undermine their cross-presentation in lung cancer," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    15. Jia Wei & Xiaofeng Lu & Qin Liu & Yao Fu & Song Liu & Yang Zhao & Jiawei Zhou & Hui Chen & Meng Wang & Lin Li & Ju Yang & Fangcen Liu & Liming Zheng & Haitao Yin & Yang Yang & Chong Zhou & Ping Zeng &, 2023. "Neoadjuvant sintilimab in combination with concurrent chemoradiotherapy for locally advanced gastric or gastroesophageal junction adenocarcinoma: a single-arm phase 2 trial," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    16. Shaoshuai Tang & Yunzhi Wang & Rongkui Luo & Rundong Fang & Yufeng Liu & Hang Xiang & Peng Ran & Yexin Tong & Mingjun Sun & Subei Tan & Wen Huang & Jie Huang & Jiacheng Lv & Ning Xu & Zhenmei Yao & Qi, 2024. "Proteomic characterization identifies clinically relevant subgroups of soft tissue sarcoma," Nature Communications, Nature, vol. 15(1), pages 1-24, December.
    17. Alexandra Gyurdieva & Stefan Zajic & Ya-Fang Chang & E. Andres Houseman & Shan Zhong & Jaegil Kim & Michael Nathenson & Thomas Faitg & Mary Woessner & David C. Turner & Aisha N. Hasan & John Glod & Ro, 2022. "Biomarker correlates with response to NY-ESO-1 TCR T cells in patients with synovial sarcoma," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    18. E. H. Puttock & E. J. Tyler & M. Manni & E. Maniati & C. Butterworth & M. Burger Ramos & E. Peerani & P. Hirani & V. Gauthier & Y. Liu & G. Maniscalco & V. Rajeeve & P. Cutillas & C. Trevisan & M. Poz, 2023. "Extracellular matrix educates an immunoregulatory tumor macrophage phenotype found in ovarian cancer metastasis," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    19. Xiaofeng Liao & Wenxue Li & Hongyue Zhou & Barani Kumar Rajendran & Ao Li & Jingjing Ren & Yi Luan & David A. Calderwood & Benjamin Turk & Wenwen Tang & Yansheng Liu & Dianqing Wu, 2024. "The CUL5 E3 ligase complex negatively regulates central signaling pathways in CD8+ T cells," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
    20. 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.

    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_s41467-023-37806-0. 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.