A comprehensive single-cell map of T cell exhaustion-associated immune environments in human breast cancer

被引:102
作者
Tietscher, Sandra [1 ,2 ,3 ,4 ]
Wagner, Johanna [1 ,9 ,10 ]
Anzeneder, Tobias [5 ]
Langwieder, Claus [6 ]
Rees, Martin [6 ]
Sobottka, Bettina [7 ]
de Souza, Natalie [1 ,8 ]
Bodenmiller, Bernd [1 ,2 ]
机构
[1] Univ Zurich, Dept Quant Biomed, Zurich, Switzerland
[2] Swiss Fed Inst Technol, Inst Mol Hlth Sci, Zurich, Switzerland
[3] Swiss Fed Inst Technol, Life Sci Zurich Grad Sch, Zurich, Switzerland
[4] Univ Zurich, Life Sci Zurich Grad Sch, Zurich, Switzerland
[5] PatientsTumor Bank Hope PATH, Munich, Germany
[6] Pathol Josefshaus, Dortmund, Germany
[7] Univ Zurich, Univ Hosp Zurich, Dept Pathol & Mol Pathol, Zurich, Switzerland
[8] Swiss Fed Inst Technol, Inst Mol Syst Biol, Zurich, Switzerland
[9] German Canc Res Ctr DKFZ Heidelberg, Div Translat Med Oncol, Heidelberg, Germany
[10] Natl Ctr Tumor Dis NCT Heidelberg, Div Translat Med Oncol, Heidelberg, Germany
基金
欧洲研究理事会; 瑞士国家科学基金会;
关键词
TUMOR-INFILTRATING LYMPHOCYTES; MESSENGER-RNA; SUBCELLULAR RESOLUTION; DENDRITIC CELLS; IMMUNOTHERAPY; EXPRESSION; VISUALIZATION; CHECKPOINT; PHENOTYPES; PROGNOSIS;
D O I
10.1038/s41467-022-35238-w
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Immune checkpoint therapy in breast cancer remains restricted to triple negative patients, and long-term clinical benefit is rare. The primary aim of immune checkpoint blockade is to prevent or reverse exhausted T cell states, but T cell exhaustion in breast tumors is not well understood. Here, we use single-cell transcriptomics combined with imaging mass cytometry to systematically study immune environments of human breast tumors that either do or do not contain exhausted T cells, with a focus on luminal subtypes. We find that the presence of a PD-1(high) exhaustion-like T cell phenotype is associated with an inflammatory immune environment with a characteristic cytotoxic profile, increased myeloid cell activation, evidence for elevated immunomodulatory, chemotactic, and cytokine signaling, and accumulation of natural killer T cells. Tumors harboring exhausted-like T cells show increased expression of MHC-I on tumor cells and of CXCL13 on T cells, as well as altered spatial organization with more immature rather than mature tertiary lymphoid structures. Our data reveal fundamental differences between immune environments with and without exhausted T cells within luminal breast cancer, and show that expression of PD-1 and CXCL13 on T cells, and MHC-I - but not PD-L1 - on tumor cells are strong distinguishing features between these environments.
引用
收藏
页数:20
相关论文
共 96 条
[1]   Current Landscape of Immunotherapy in Breast Cancer: A Review [J].
Adams, Sylvia ;
Gatti-Mays, Margaret E. ;
Kalinsky, Kevin ;
Korde, Larissa A. ;
Sharon, Elad ;
Amiri-Kordestani, Laleh ;
Bear, Harry ;
McArthur, Heather L. ;
Frank, Elizabeth ;
Perlmutter, Jane ;
Page, David B. ;
Vincent, Benjamin ;
Hayes, Jennifer F. ;
Gulley, James L. ;
Litton, Jennifer K. ;
Hortobagyi, Gabriel N. ;
Chia, Stephen ;
Krop, Ian ;
White, Julia ;
Sparano, Joseph ;
Disis, Mary L. ;
Mittendorf, Elizabeth A. .
JAMA ONCOLOGY, 2019, 5 (08) :1205-1214
[2]   Patterns of Immune Infiltration in Breast Cancer and Their Clinical Implications: A Gene-Expression-Based Retrospective Study [J].
Ali, H. Raza ;
Chlon, Leon ;
Pharoah, Paul D. P. ;
Markowetz, Florian ;
Caldas, Carlos .
PLOS MEDICINE, 2016, 13 (12)
[3]   Orchestrating single-cell analysis with Bioconductor [J].
Amezquita, Robert A. ;
Lun, Aaron T. L. ;
Becht, Etienne ;
Carey, Vince J. ;
Carpp, Lindsay N. ;
Geistlinger, Ludwig ;
Marini, Federico ;
Rue-Albrecht, Kevin ;
Risso, Davide ;
Soneson, Charlotte ;
Waldron, Levi ;
Pages, Herve ;
Smith, Mike L. ;
Huber, Wolfgang ;
Morgan, Martin ;
Gottardo, Raphael ;
Hicks, Stephanie C. .
NATURE METHODS, 2020, 17 (02) :137-145
[4]   The transition from HLA-I positive to HLA-I negative primary tumors: the road to escape from T-cell responses [J].
Aptsiauri, Natalia ;
Ruiz-Cabello, Francisco ;
Garrido, Federico .
CURRENT OPINION IN IMMUNOLOGY, 2018, 51 :123-132
[5]   Single-Cell Map of Diverse Immune Phenotypes in the Breast Tumor Microenvironment [J].
Azizi, Elham ;
Carr, Ambrose J. ;
Plitas, George ;
Cornish, Andrew E. ;
Konopacki, Catherine ;
Prabhakaran, Sandhya ;
Nainys, Juozas ;
Wu, Kenmin ;
Kiseliovas, Vaidotas ;
Setty, Manu ;
Choi, Kristy ;
Fromme, Rachel M. ;
Phuong Dao ;
McKenney, Peter T. ;
Wasti, Ruby C. ;
Kadaveru, Krishna ;
Mazutis, Linas ;
Rudensky, Alexander Y. ;
Pe'er, Dana .
CELL, 2018, 174 (05) :1293-+
[6]   A single-cell map of intratumoral changes during anti-PD1 treatment of patients with breast cancer [J].
Bassez, Ayse ;
Vos, Hanne ;
Van Dyck, Laurien ;
Floris, Giuseppe ;
Arijs, Ingrid ;
Desmedt, Christine ;
Boeckx, Bram ;
Vanden Bempt, Marlies ;
Nevelsteen, Ines ;
Lambein, Kathleen ;
Punie, Kevin ;
Neven, Patrick ;
Garg, Abhishek D. ;
Wildiers, Hans ;
Qian, Junbin ;
Smeets, Ann ;
Lambrechts, Diether .
NATURE MEDICINE, 2021, 27 (05) :820-+
[7]   ilastik: interactive machine learning for (bio) image analysis [J].
Berg, Stuart ;
Kutra, Dominik ;
Kroeger, Thorben ;
Straehle, Christoph N. ;
Kausler, Bernhard X. ;
Haubold, Carsten ;
Schiegg, Martin ;
Ales, Janez ;
Beier, Thorsten ;
Rudy, Markus ;
Eren, Kemal ;
Cervantes, Jaime I. ;
Xu, Buote ;
Beuttenmueller, Fynn ;
Wolny, Adrian ;
Zhang, Chong ;
Koethe, Ullrich ;
Hamprecht, Fred A. ;
Kreshuk, Anna .
NATURE METHODS, 2019, 16 (12) :1226-1232
[8]   Immunotherapy for nonsmall cell lung cancer: a new therapeutic algorithm [J].
Berghmans, Thierry ;
Dingemans, Anne-Marie ;
Hendriks, Lizza E. L. ;
Cadranel, Jacques .
EUROPEAN RESPIRATORY JOURNAL, 2020, 55 (02)
[9]   IL-34 and CSF-1 display an equivalent macrophage differentiation ability but a different polarization potential [J].
Boulakirba, Sonia ;
Pfeifer, Anja ;
Mhaidly, Rana ;
Obba, Sandrine ;
Goulard, Michael ;
Schmitt, Thomas ;
Chaintreuil, Paul ;
Calleja, Anne ;
Furstoss, Nathan ;
Orange, Francois ;
Lacas-Gervais, Sandra ;
Boyer, Laurent ;
Marchetti, Sandrine ;
Verhoeyen, Els ;
Luciano, Frederic ;
Robert, Guillaume ;
Auberger, Patrick ;
Jacquel, Arnaud .
SCIENTIFIC REPORTS, 2018, 8
[10]   NicheNet: modeling intercellular communication by linking ligands to target genes [J].
Browaeys, Robin ;
Saelens, Wouter ;
Saeys, Yvan .
NATURE METHODS, 2020, 17 (02) :159-+