IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v13y2022i1d10.1038_s41467-022-29366-6.html
   My bibliography  Save this article

Single-cell and spatial analysis reveal interaction of FAP+ fibroblasts and SPP1+ macrophages in colorectal cancer

Author

Listed:
  • Jingjing Qi

    (Shanghai Jiao Tong University School of Medicine
    Shanghai Jiao Tong University School of Medicine-Yale Institute for Immune Metabolism, Shanghai Jiao Tong University School of Medicine
    Shanghai Jiao Tong University School of Medicine)

  • Hongxiang Sun

    (Shanghai Jiao Tong University School of Medicine
    Shanghai Jiao Tong University School of Medicine-Yale Institute for Immune Metabolism, Shanghai Jiao Tong University School of Medicine)

  • Yao Zhang

    (Shanghai Jiao Tong University School of Medicine)

  • Zhengting Wang

    (Shanghai Jiao Tong University School of Medicine)

  • Zhenzhen Xun

    (Shanghai Jiao Tong University School of Medicine)

  • Ziyi Li

    (Shanghai Jiao Tong University School of Medicine)

  • Xinyu Ding

    (Shanghai Jiao Tong University School of Medicine)

  • Rujuan Bao

    (Shanghai Jiao Tong University School of Medicine)

  • Liwen Hong

    (Shanghai Jiao Tong University School of Medicine)

  • Wenqing Jia

    (Shanghai Jiao Tong University School of Medicine)

  • Fei Fang

    (Shanghai Jiao Tong University School of Medicine)

  • Hongzhi Liu

    (Shanghai Jiao Tong University School of Medicine
    Shanghai Jiao Tong University School of Medicine-Yale Institute for Immune Metabolism, Shanghai Jiao Tong University School of Medicine)

  • Lei Chen

    (Shanghai Jiao Tong University School of Medicine)

  • Jie Zhong

    (Shanghai Jiao Tong University School of Medicine)

  • Duowu Zou

    (Shanghai Jiao Tong University School of Medicine)

  • Lianxin Liu

    (University of Science and Technology of China)

  • Leng Han

    (The University of Texas Health Science Center at Houston McGovern Medical School)

  • Florent Ginhoux

    (Shanghai Jiao Tong University School of Medicine
    A*STAR)

  • Yingbin Liu

    (Shanghai Jiao Tong University School of Medicine)

  • Youqiong Ye

    (Shanghai Jiao Tong University School of Medicine
    Shanghai Jiao Tong University School of Medicine-Yale Institute for Immune Metabolism, Shanghai Jiao Tong University School of Medicine
    Shanghai Jiao Tong University School of Medicine)

  • Bing Su

    (Shanghai Jiao Tong University School of Medicine
    Shanghai Jiao Tong University School of Medicine-Yale Institute for Immune Metabolism, Shanghai Jiao Tong University School of Medicine
    Shanghai Jiao Tong University School of Medicine)

Abstract

Colorectal cancer (CRC) is among the most common malignancies with limited treatments other than surgery. The tumor microenvironment (TME) profiling enables the discovery of potential therapeutic targets. Here, we profile 54,103 cells from tumor and adjacent tissues to characterize cellular composition and elucidate the potential origin and regulation of tumor-enriched cell types in CRC. We demonstrate that the tumor-specific FAP+ fibroblasts and SPP1+ macrophages were positively correlated in 14 independent CRC cohorts containing 2550 samples and validate their close localization by immuno-fluorescent staining and spatial transcriptomics. This interaction might be regulated by chemerin, TGF-β, and interleukin-1, which would stimulate the formation of immune-excluded desmoplasic structure and limit the T cell infiltration. Furthermore, we find patients with high FAP or SPP1 expression achieved less therapeutic benefit from an anti-PD-L1 therapy cohort. Our results provide a potential therapeutic strategy by disrupting FAP+ fibroblasts and SPP1+ macrophages interaction to improve immunotherapy.

Suggested Citation

  • Jingjing Qi & Hongxiang Sun & Yao Zhang & Zhengting Wang & Zhenzhen Xun & Ziyi Li & Xinyu Ding & Rujuan Bao & Liwen Hong & Wenqing Jia & Fei Fang & Hongzhi Liu & Lei Chen & Jie Zhong & Duowu Zou & Lia, 2022. "Single-cell and spatial analysis reveal interaction of FAP+ fibroblasts and SPP1+ macrophages in colorectal cancer," Nature Communications, Nature, vol. 13(1), pages 1-20, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-29366-6
    DOI: 10.1038/s41467-022-29366-6
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-022-29366-6
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-022-29366-6?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. Gioele La Manno & Ruslan Soldatov & Amit Zeisel & Emelie Braun & Hannah Hochgerner & Viktor Petukhov & Katja Lidschreiber & Maria E. Kastriti & Peter Lönnerberg & Alessandro Furlan & Jean Fan & Lars E, 2018. "RNA velocity of single cells," Nature, Nature, vol. 560(7719), pages 494-498, August.
    2. Lei Zhang & Xin Yu & Liangtao Zheng & Yuanyuan Zhang & Yansen Li & Qiao Fang & Ranran Gao & Boxi Kang & Qiming Zhang & Julie Y. Huang & Hiroyasu Konno & Xinyi Guo & Yingjiang Ye & Songyuan Gao & Shan , 2018. "Lineage tracking reveals dynamic relationships of T cells in colorectal cancer," Nature, Nature, vol. 564(7735), pages 268-272, December.
    3. Sanjeev Mariathasan & Shannon J. Turley & Dorothee Nickles & Alessandra Castiglioni & Kobe Yuen & Yulei Wang & Edward E. Kadel III & Hartmut Koeppen & Jillian L. Astarita & Rafael Cubas & Suchit Jhunj, 2018. "TGFβ attenuates tumour response to PD-L1 blockade by contributing to exclusion of T cells," Nature, Nature, vol. 554(7693), pages 544-548, February.
    4. Allah Nawaz & Aminuddin Aminuddin & Tomonobu Kado & Akiko Takikawa & Seiji Yamamoto & Koichi Tsuneyama & Yoshiko Igarashi & Masashi Ikutani & Yasuhiro Nishida & Yoshinori Nagai & Kiyoshi Takatsu & Joh, 2017. "CD206+ M2-like macrophages regulate systemic glucose metabolism by inhibiting proliferation of adipocyte progenitors," Nature Communications, Nature, vol. 8(1), pages 1-16, December.
    5. Ankur Chakravarthy & Lubaba Khan & Nathan Peter Bensler & Pinaki Bose & Daniel D. De Carvalho, 2018. "TGF-β-associated extracellular matrix genes link cancer-associated fibroblasts to immune evasion and immunotherapy failure," Nature Communications, Nature, vol. 9(1), pages 1-10, December.
    6. Miao Yu & Gang Guo & Lei Huang & Libin Deng & Chang-Sheng Chang & Bhagelu R. Achyut & Madison Canning & Ningchun Xu & Ali S. Arbab & Roni J. Bollag & Paulo C. Rodriguez & Andrew L. Mellor & Huidong Sh, 2020. "CD73 on cancer-associated fibroblasts enhanced by the A2B-mediated feedforward circuit enforces an immune checkpoint," Nature Communications, Nature, vol. 11(1), pages 1-17, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Zhixing Zhong & Junchen Hou & Zhixian Yao & Lei Dong & Feng Liu & Junqiu Yue & Tiantian Wu & Junhua Zheng & Gaoliang Ouyang & Chaoyong Yang & Jia Song, 2024. "Domain generalization enables general cancer cell annotation in single-cell and spatial transcriptomics," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    2. Young Min Park & De-Chen Lin, 2023. "Moving closer towards a comprehensive view of tumor biology and microarchitecture using spatial transcriptomics," Nature Communications, Nature, vol. 14(1), pages 1-3, December.
    3. Hugo Croizer & Rana Mhaidly & Yann Kieffer & Geraldine Gentric & Lounes Djerroudi & Renaud Leclere & Floriane Pelon & Catherine Robley & Mylene Bohec & Arnaud Meng & Didier Meseure & Emanuela Romano &, 2024. "Deciphering the spatial landscape and plasticity of immunosuppressive fibroblasts in breast cancer," Nature Communications, Nature, vol. 15(1), pages 1-28, December.
    4. Z. L. Liu & X. Y. Meng & R. J. Bao & M. Y. Shen & J. J. Sun & W. D. Chen & F. Liu & Y. He, 2024. "Single cell deciphering of progression trajectories of the tumor ecosystem in head and neck cancer," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    5. Chuanyuan Wei & Wei Sun & Kangjie Shen & Jingqin Zhong & Wanlin Liu & Zixu Gao & Yu Xu & Lu Wang & Tu Hu & Ming Ren & Yinlam Li & Yu Zhu & Shaoluan Zheng & Ming Zhu & Rongkui Luo & Yanwen Yang & Yingy, 2023. "Delineating the early dissemination mechanisms of acral melanoma by integrating single-cell and spatial transcriptomic analyses," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    6. Victoria Stary & Ram V. Pandey & Julia List & Lisa Kleissl & Florian Deckert & Julijan Kabiljo & Johannes Laengle & Vasileios Gerakopoulos & Rudolf Oehler & Lukas Watzke & Matthias Farlik & Samuel W. , 2024. "Dysfunctional tumor-infiltrating Vδ1 + T lymphocytes in microsatellite-stable colorectal cancer," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    7. Marina T. Broz & Emily Y. Ko & Kristin Ishaya & Jinfen Xiao & Marco Simone & Xen Ping Hoi & Roberta Piras & Basia Gala & Fernando H. G. Tessaro & Anja Karlstaedt & Sandra Orsulic & Amanda W. Lund & Ke, 2024. "Metabolic targeting of cancer associated fibroblasts overcomes T-cell exclusion and chemoresistance in soft-tissue sarcomas," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    8. Ning Li & Qin Zhu & Yuhua Tian & Kyung Jin Ahn & Xin Wang & Zvi Cramer & Justine Jou & Ian W. Folkert & Pengfei Yu & Stephanie Adams-Tzivelekidis & Priyanka Sehgal & Najia N. Mahmoud & Cary B. Aarons , 2023. "Mapping and modeling human colorectal carcinoma interactions with the tumor microenvironment," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    9. Shimrit Mayer & Tomer Milo & Achinoam Isaacson & Coral Halperin & Shoval Miyara & Yaniv Stein & Chen Lior & Meirav Pevsner-Fischer & Eldad Tzahor & Avi Mayo & Uri Alon & Ruth Scherz-Shouval, 2023. "The tumor microenvironment shows a hierarchy of cell-cell interactions dominated by fibroblasts," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    10. Weiyuan Li & Lu Pan & Weifeng Hong & Florent Ginhoux & Xuan Zhang & Chunjie Xiao & Xuexin Li, 2024. "A single-cell pan-cancer analysis to show the variability of tumor-infiltrating myeloid cells in immune checkpoint blockade," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    11. Lies van Baarle & Veronica De Simone & Linda Schneider & Sneha Santhosh & Saeed Abdurahiman & Francesca Biscu & Reiner Schneider & Lisa Zanoletti & Renata Siqueira de Mello & Sara Verbandt & Zedong Hu, 2024. "IL-1R signaling drives enteric glia-macrophage interactions in colorectal cancer," Nature Communications, Nature, vol. 15(1), pages 1-22, December.

    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. Yanchuan Li & Huamei Li & Cheng Peng & Ge Meng & Yijun Lu & Honglin Liu & Li Cui & Huan Zhou & Zhu Xu & Lingyun Sun & Lihong Liu & Qing Xiong & Beicheng Sun & Shiping Jiao, 2024. "Unraveling the spatial organization and development of human thymocytes through integration of spatial transcriptomics and single-cell multi-omics profiling," Nature Communications, Nature, vol. 15(1), pages 1-25, December.
    2. Keyong Sun & Runda Xu & Fuhai Ma & Naixue Yang & Yang Li & Xiaofeng Sun & Peng Jin & Wenzhe Kang & Lemei Jia & Jianping Xiong & Haitao Hu & Yantao Tian & Xun Lan, 2022. "scRNA-seq of gastric tumor shows complex intercellular interaction with an alternative T cell exhaustion trajectory," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    3. Vidhya M. Ravi & Nicolas Neidert & Paulina Will & Kevin Joseph & Julian P. Maier & Jan Kückelhaus & Lea Vollmer & Jonathan M. Goeldner & Simon P. Behringer & Florian Scherer & Melanie Boerries & Marie, 2022. "T-cell dysfunction in the glioblastoma microenvironment is mediated by myeloid cells releasing interleukin-10," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    4. Lilong Liu & Yaxin Hou & Changqi Deng & Zhen Tao & Zhaohui Chen & Junyi Hu & Ke Chen, 2022. "Single cell sequencing reveals that CD39 inhibition mediates changes to the tumor microenvironment," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    5. Marina T. Broz & Emily Y. Ko & Kristin Ishaya & Jinfen Xiao & Marco Simone & Xen Ping Hoi & Roberta Piras & Basia Gala & Fernando H. G. Tessaro & Anja Karlstaedt & Sandra Orsulic & Amanda W. Lund & Ke, 2024. "Metabolic targeting of cancer associated fibroblasts overcomes T-cell exclusion and chemoresistance in soft-tissue sarcomas," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    6. Rachael M. Zemek & Wee Loong Chin & Vanessa S. Fear & Ben Wylie & Thomas H. Casey & Cath Forbes & Caitlin M. Tilsed & Louis Boon & Belinda B. Guo & Anthony Bosco & Alistair R. R. Forrest & Michael J. , 2022. "Temporally restricted activation of IFNβ signaling underlies response to immune checkpoint therapy in mice," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    7. Hong Yuen Wong & Quanhu Sheng & Amanda B. Hesterberg & Sarah Croessmann & Brenda L. Rios & Khem Giri & Jorgen Jackson & Adam X. Miranda & Evan Watkins & Kerry R. Schaffer & Meredith Donahue & Elizabet, 2022. "Single cell analysis of cribriform prostate cancer reveals cell intrinsic and tumor microenvironmental pathways of aggressive disease," Nature Communications, Nature, vol. 13(1), pages 1-21, December.
    8. Huanhuan Tan & Weixu Wang & Congjin Zhou & Yanfeng Wang & Shu Zhang & Pinglan Yang & Rui Guo & Wei Chen & Jinwen Zhang & Lan Ye & Yiqiang Cui & Ting Ni & Ke Zheng, 2023. "Single-cell RNA-seq uncovers dynamic processes orchestrated by RNA-binding protein DDX43 in chromatin remodeling during spermiogenesis," Nature Communications, Nature, vol. 14(1), pages 1-21, December.
    9. 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.
    10. Christoph Ziegenhain & Rickard Sandberg, 2021. "BAMboozle removes genetic variation from human sequence data for open data sharing," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
    11. Yoshiaki Yasumizu & Naganari Ohkura & Hisashi Murata & Makoto Kinoshita & Soichiro Funaki & Satoshi Nojima & Kansuke Kido & Masaharu Kohara & Daisuke Motooka & Daisuke Okuzaki & Shuji Suganami & Eriko, 2022. "Myasthenia gravis-specific aberrant neuromuscular gene expression by medullary thymic epithelial cells in thymoma," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    12. Jialiang S. Wang & Tushar Kamath & Courtney M. Mazur & Fatemeh Mirzamohammadi & Daniel Rotter & Hironori Hojo & Christian D. Castro & Nicha Tokavanich & Rushi Patel & Nicolas Govea & Tetsuya Enishi & , 2021. "Control of osteocyte dendrite formation by Sp7 and its target gene osteocrin," Nature Communications, Nature, vol. 12(1), pages 1-20, December.
    13. Lichun Ma & Sophia Heinrich & Limin Wang & Friederike L. Keggenhoff & Subreen Khatib & Marshonna Forgues & Michael Kelly & Stephen M. Hewitt & Areeba Saif & Jonathan M. Hernandez & Donna Mabry & Roman, 2022. "Multiregional single-cell dissection of tumor and immune cells reveals stable lock-and-key features in liver cancer," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    14. 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.
    15. 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.
    16. Feng Xie & Xiaoxue Zhou & Peng Su & Heyu Li & Yifei Tu & Jinjin Du & Chen Pan & Xiang Wei & Min Zheng & Ke Jin & Liyan Miao & Chao Wang & Xuli Meng & Hans Dam & Peter Dijke & Long Zhang & Fangfang Zho, 2022. "Breast cancer cell-derived extracellular vesicles promote CD8+ T cell exhaustion via TGF-β type II receptor signaling," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    17. David J. Dittmar & Franziska Pielmeier & Nicholas Strieder & Alexander Fischer & Michael Herbst & Hanna Stanewsky & Niklas Wenzl & Eveline Röseler & Rüdiger Eder & Claudia Gebhard & Lucia Schwarzfisch, 2024. "Donor regulatory T cells rapidly adapt to recipient tissues to control murine acute graft-versus-host disease," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    18. Guo Li & Saranya Srinivasan & Liwen Wang & Chaoyu Ma & Kai Guo & Wenhao Xiao & Wei Liao & Shruti Mishra & Xin Zhang & Yuanzheng Qiu & Qianjin Lu & Yong Liu & Nu Zhang, 2022. "TGF-β-dependent lymphoid tissue residency of stem-like T cells limits response to tumor vaccine," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    19. Seong Eun Lee & Seongyeol Park & Shinae Yi & Na Rae Choi & Mi Ae Lim & Jae Won Chang & Ho-Ryun Won & Je Ryong Kim & Hye Mi Ko & Eun-Jae Chung & Young Joo Park & Sun Wook Cho & Hyeong Won Yu & June You, 2024. "Unraveling the role of the mitochondrial one-carbon pathway in undifferentiated thyroid cancer by multi-omics analyses," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    20. David G. Priest & Takeshi Ebihara & Janyerkye Tulyeu & Jonas N. Søndergaard & Shuhei Sakakibara & Fuminori Sugihara & Shunichiro Nakao & Yuki Togami & Jumpei Yoshimura & Hiroshi Ito & Shinya Onishi & , 2024. "Atypical and non-classical CD45RBlo memory B cells are the majority of circulating SARS-CoV-2 specific B cells following mRNA vaccination or COVID-19," Nature Communications, Nature, vol. 15(1), pages 1-21, 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:13:y:2022:i:1:d:10.1038_s41467-022-29366-6. 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.