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FAP+ fibroblasts orchestrate tumor microenvironment remodeling in renal cell carcinoma with tumor thrombus

Author

Listed:
  • Jiacheng Ma

    (Tsinghua University
    Research Unit of Proteomics Driven Cancer Precision Medicine (Chinese Academy of Medical Sciences))

  • Yan Huang

    (Chinese PLA General Hospital)

  • Jie Chen

    (Research Unit of Proteomics Driven Cancer Precision Medicine (Chinese Academy of Medical Sciences)
    Renmin Hospital of Wuhan University)

  • Yang Li

    (Research Unit of Proteomics Driven Cancer Precision Medicine (Chinese Academy of Medical Sciences))

  • Rongyan Yao

    (Research Unit of Proteomics Driven Cancer Precision Medicine (Chinese Academy of Medical Sciences)
    Tsinghua University)

  • Xiubin Li

    (Chinese PLA General Hospital)

  • Qiyang Liang

    (Chinese PLA General Hospital)

  • Xinran Chen

    (Chinese PLA General Hospital)

  • Cheng Peng

    (Chinese PLA General Hospital)

  • Kan Liu

    (Chinese PLA General Hospital)

  • Yuanjun Zhai

    (Research Unit of Proteomics Driven Cancer Precision Medicine (Chinese Academy of Medical Sciences))

  • Xu Zhang

    (Chinese PLA General Hospital)

  • Xin Ma

    (Chinese PLA General Hospital)

  • Xiaowen Wang

    (Research Unit of Proteomics Driven Cancer Precision Medicine (Chinese Academy of Medical Sciences))

  • Qingbo Huang

    (Chinese PLA General Hospital)

  • Fuchu He

    (Research Unit of Proteomics Driven Cancer Precision Medicine (Chinese Academy of Medical Sciences)
    International Academy of Phronesis Medicine (Guangdong))

Abstract

Tumor thrombus (TT) worsens prognosis and complicates surgery in renal cell carcinoma (RCC), yet its formation mechanisms remain unclear. Here, we perform integrative single-cell and spatial transcriptomic analyses on 71 tissues and 48 sections from RCC patients with or without TT. The cellular and spatial atlas reveals distinct TT-associated tumor microenvironment remodeling characterized by the enrichment of FAP+ fibroblasts. These FAP+ fibroblasts are spatially contiguous to aggressive cancer cells and promote their malignant phenotypes in vitro. Their abundance inversely correlates with functional NK cells, suggesting roles in tumor invasion and immune evasion. Furthermore, single-cell multiomics analysis identifies tumor pericytes as a source of FAP+ fibroblasts and delineates transcription factor dynamics underlying pericyte-fibroblast transition. Finally, high levels of FAP+ fibroblasts are associated with poor prognosis and predict a weaker response to anti-VEGF-based therapy. In conclusion, our study highlights FAP+ fibroblasts as drivers of aggressive RCC with TT, suggesting potential therapeutic targets.

Suggested Citation

  • Jiacheng Ma & Yan Huang & Jie Chen & Yang Li & Rongyan Yao & Xiubin Li & Qiyang Liang & Xinran Chen & Cheng Peng & Kan Liu & Yuanjun Zhai & Xu Zhang & Xin Ma & Xiaowen Wang & Qingbo Huang & Fuchu He, 2025. "FAP+ fibroblasts orchestrate tumor microenvironment remodeling in renal cell carcinoma with tumor thrombus," Nature Communications, Nature, vol. 16(1), pages 1-24, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-64447-2
    DOI: 10.1038/s41467-025-64447-2
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    as
    1. Han Luo & Xuyang Xia & Li-Bin Huang & Hyunsu An & Minyuan Cao & Gyeong Dae Kim & Hai-Ning Chen & Wei-Han Zhang & Yang Shu & Xiangyu Kong & Zhixiang Ren & Pei-Heng Li & Yang Liu & Huairong Tang & Rongh, 2022. "Pan-cancer single-cell analysis reveals the heterogeneity and plasticity of cancer-associated fibroblasts in the tumor microenvironment," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    2. 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.
    3. Matthew B. Buechler & Rachana N. Pradhan & Akshay T. Krishnamurty & Christian Cox & Aslihan Karabacak Calviello & Amber W. Wang & Yeqing Angela Yang & Lucinda Tam & Roger Caothien & Merone Roose-Girma, 2021. "Cross-tissue organization of the fibroblast lineage," Nature, Nature, vol. 593(7860), pages 575-579, May.
    4. Xiang-Ming Wang & Yang Lu & Yi-Meng Song & Jun Dong & Ruo-Yan Li & Guo-Liang Wang & Xu Wang & Shu-Dong Zhang & Zhou-Huan Dong & Min Lu & Shi-Yu Wang & Li-Yuan Ge & Guang-Da Luo & Run-Zhuo Ma & Steve G, 2020. "Integrative genomic study of Chinese clear cell renal cell carcinoma reveals features associated with thrombus," Nature Communications, Nature, vol. 11(1), pages 1-11, December.
    5. Kangsan Kim & Qinbo Zhou & Alana Christie & Christina Stevens & Yuanqing Ma & Oreoluwa Onabolu & Suneetha Chintalapati & Tiffani Mckenzie & Vanina Toffessi Tcheuyap & Layton Woolford & He Zhang & Nirm, 2021. "Determinants of renal cell carcinoma invasion and metastatic competence," Nature Communications, Nature, vol. 12(1), pages 1-12, December.
    6. Ana Luísa Correia & Joao C. Guimaraes & Priska Auf der Maur & Duvini De Silva & Marcel P. Trefny & Ryoko Okamoto & Sandro Bruno & Alexander Schmidt & Kirsten Mertz & Katrin Volkmann & Luigi Terraccian, 2021. "Hepatic stellate cells suppress NK cell-sustained breast cancer dormancy," Nature, Nature, vol. 594(7864), pages 566-571, June.
    7. Duy Pham & Xiao Tan & Brad Balderson & Jun Xu & Laura F. Grice & Sohye Yoon & Emily F. Willis & Minh Tran & Pui Yeng Lam & Arti Raghubar & Priyakshi Kalita-de Croft & Sunil Lakhani & Jana Vukovic & Ma, 2023. "Robust mapping of spatiotemporal trajectories and cell–cell interactions in healthy and diseased tissues," Nature Communications, Nature, vol. 14(1), pages 1-25, December.
    8. Yige Wu & Nadezhda V. Terekhanova & Wagma Caravan & Nataly Naser Al Deen & Preet Lal & Siqi Chen & Chia-Kuei Mo & Song Cao & Yize Li & Alla Karpova & Ruiyang Liu & Yanyan Zhao & Andrew Shinkle & Ilya , 2023. "Author Correction: Epigenetic and transcriptomic characterization reveals progression markers and essential pathways in clear cell renal cell carcinoma," Nature Communications, Nature, vol. 14(1), pages 1-1, December.
    9. Yige Wu & Nadezhda V. Terekhanova & Wagma Caravan & Nataly Naser Al Deen & Preet Lal & Siqi Chen & Chia-Kuei Mo & Song Cao & Yize Li & Alla Karpova & Ruiyang Liu & Yanyan Zhao & Andrew Shinkle & Ilya , 2023. "Epigenetic and transcriptomic characterization reveals progression markers and essential pathways in clear cell renal cell carcinoma," Nature Communications, Nature, vol. 14(1), pages 1-25, December.
    10. Feiyang Ma & Olesya Plazyo & Allison C. Billi & Lam C. Tsoi & Xianying Xing & Rachael Wasikowski & Mehrnaz Gharaee-Kermani & Grace Hile & Yanyun Jiang & Paul W. Harms & Enze Xing & Joseph Kirma & Jing, 2023. "Single cell and spatial sequencing define processes by which keratinocytes and fibroblasts amplify inflammatory responses in psoriasis," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    11. Christoph Kuppe & Mahmoud M. Ibrahim & Jennifer Kranz & Xiaoting Zhang & Susanne Ziegler & Javier Perales-Patón & Jitske Jansen & Katharina C. Reimer & James R. Smith & Ross Dobie & John R. Wilson-Kan, 2021. "Decoding myofibroblast origins in human kidney fibrosis," Nature, Nature, vol. 589(7841), pages 281-286, January.
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