Cancer-associated fibroblast classification in single-cell and spatial proteomics data

被引:98
作者
Cords, Lena [1 ,2 ,3 ,4 ]
Tietscher, Sandra [1 ,2 ,3 ,4 ]
Anzeneder, Tobias [5 ]
Langwieder, Claus [6 ]
Rees, Martin [6 ]
de Souza, Natalie [1 ,2 ]
Bodenmiller, Bernd [1 ,2 ]
机构
[1] Univ Zurich, Dept Quant Biomed, CH-8057 Zurich, Switzerland
[2] Swiss Fed Inst Technol, Inst Mol Hlth Sci, CH-8093 Zurich, Switzerland
[3] Swiss Fed Inst Technol, Life Sci Zurich Grad Sch, CH-8057 Zurich, Switzerland
[4] Univ Zurich, CH-8057 Zurich, Switzerland
[5] Patients Tumor Bank Hope PATH, D-81337 Munich, Germany
[6] Pathol Josefshaus, D-44137 Dortmund, Germany
基金
欧洲研究理事会;
关键词
STROMAL CELLS; STEM-CELLS; TUMOR; PROMOTE; MARKER; CD10; IMMUNOSUPPRESSION; HETEROGENEITY; SUPPRESSION; EXPRESSION;
D O I
10.1038/s41467-023-39762-1
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
Cancer-associated fibroblasts (CAFs) are a diverse cell population within the tumour microenvironment, where they have critical effects on tumour evolution and patient prognosis. To define CAF phenotypes, we analyse a single-cell RNA sequencing (scRNA-seq) dataset of over 16,000 stromal cells from tumours of 14 breast cancer patients, based on which we define and functionally annotate nine CAF phenotypes and one class of pericytes. We validate this classification system in four additional cancer types and use highly multiplexed imaging mass cytometry on matched breast cancer samples to confirm our defined CAF phenotypes at the protein level and to analyse their spatial distribution within tumours. This general CAF classification scheme will allow comparison of CAF phenotypes across studies, facilitate analysis of their functional roles, and potentially guide development of new treatment strategies in the future. Cancer-associated fibroblasts (CAFs) have different subtypes and play diverse roles in the tumour microenvironment. Here, the authors use single-cell RNA-seq and multiplex imaging mass cytometry data to propose a CAF classification scheme of nine subtypes across different cancer types.
引用
收藏
页数:13
相关论文
共 53 条
  • [1] CD10 expression in tumour and stromal cells of bladder carcinoma: an association with bilharziasis
    Abdou, Asmaa Gaber
    [J]. APMIS, 2007, 115 (11) : 1206 - 1218
  • [2] Spatially and functionally distinct subclasses of breast cancer-associated fibroblasts revealed by single cell RNA sequencing
    Bartoschek, Michael
    Oskolkov, Nikolay
    Bocci, Matteo
    Lovrot, John
    Larsson, Christer
    Sommarin, Mikael
    Madsen, Chris D.
    Lindgren, David
    Pekar, Gyula
    Karlsson, Goran
    Ringner, Markus
    Bergh, Jonas
    Bjorklund, Asa
    Pietras, Kristian
    [J]. NATURE COMMUNICATIONS, 2018, 9
  • [3] ilastik: interactive machine learning for (bio) image analysis
    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
    [J]. NATURE METHODS, 2019, 16 (12) : 1226 - 1232
  • [4] IL1-Induced JAK/STAT Signaling Is Antagonized by TGFβ to Shape CAF Heterogeneity in Pancreatic Ductal Adenocarcinoma
    Biffi, Giulia
    Oni, Tobiloba E.
    Spielman, Benjamin
    Hao, Yuan
    Elyada, Ela
    Park, Youngkyu
    Preall, Jonathan
    Tuveson, David A.
    [J]. CANCER DISCOVERY, 2019, 9 (02) : 282 - 301
  • [5] Transcription profiling of platelet-derived growth factor-B-deficient mouse embryos identifies RGS5 as a novel marker for pericytes and vascular smooth muscle cells
    Bondjers, C
    Kalén, M
    Hellström, M
    Scheidl, SJ
    Abramsson, A
    Renner, O
    Lindahl, P
    Cho, HS
    Kehrl, J
    Betsholtz, C
    [J]. AMERICAN JOURNAL OF PATHOLOGY, 2003, 162 (03) : 721 - 729
  • [6] Cross-tissue organization of the fibroblast lineage
    Buechler, Matthew B.
    Pradhan, Rachana N.
    Krishnamurty, Akshay T.
    Cox, Christian
    Calviello, Aslihan Karabacak
    Wang, Amber W.
    Yang, Yeqing Angela
    Tam, Lucinda
    Caothien, Roger
    Roose-Girma, Merone
    Modrusan, Zora
    Arron, Joseph R.
    Bourgon, Richard
    Muller, Soren
    Turley, Shannon. J.
    [J]. NATURE, 2021, 593 (7860) : 575 - +
  • [7] Single-cell RNA sequencing highlights the role of inflammatory cancer-associated fibroblasts in bladder urothelial carcinoma
    Chen, Zhaohui
    Zhou, Lijie
    Liu, Lilong
    Hou, Yaxin
    Xiong, Ming
    Yang, Yu
    Hu, Junyi
    Chen, Ke
    [J]. NATURE COMMUNICATIONS, 2020, 11 (01)
  • [8] Immune Landscape of Viral- and Carcinogen-Driven Head and Neck Cancer
    Cillo, Anthony R.
    Kuerten, Cornelius H. L.
    Tabib, Tracy
    Qi, Zengbiao
    Onkar, Sayali
    Wang, Ting
    Liu, Angen
    Duvvuri, Umamaheswar
    Kim, Seungwon
    Soose, Ryan J.
    Oesterreich, Steffi
    Chen, Wei
    Lafyatis, Robert
    Bruno, Tullia C.
    Ferris, Robert L.
    Vignali, Dario A. A.
    [J]. IMMUNITY, 2020, 52 (01) : 183 - +
  • [9] Cords Lena, 2021, Zenodo, DOI 10.5281/ZENODO.7540604
  • [10] Fibroblast Heterogeneity and Immunosuppressive Environment in Human Breast Cancer
    Costa, Ana
    Kieffer, Yann
    Scholer-Dahirel, Alix
    Pelon, Floriane
    Bourachot, Brigitte
    Cardon, Melissa
    Sirven, Philemon
    Magagna, Ilaria
    Fuhrmann, Laetitia
    Bernard, Charles
    Bonneau, Claire
    Kondratova, Maria
    Kuperstein, Inna
    Zinovyev, Andrei
    Givel, Anne-Marie
    Parrini, Maria-Carla
    Soumelis, Vassili
    Vincent-Salomon, Anne
    Mechta-Grigoriou, Fatima
    [J]. CANCER CELL, 2018, 33 (03) : 463 - +