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Multiomic analysis of human kidney disease identifies a tractable inflammatory and pro-fibrotic tubular cell phenotype

Author

Listed:
  • Maximilian Reck

    (University of Edinburgh)

  • David P. Baird

    (University of Edinburgh)

  • Stefan Veizades

    (University of Edinburgh
    Stanford University)

  • Callum Sutherland

    (University of Edinburgh)

  • Rachel M. B. Bell

    (University of Edinburgh)

  • Heeyoun Hur

    (University of Edinburgh)

  • Carolynn Cairns

    (University of Edinburgh)

  • Piotr P. Janas

    (University of Edinburgh)

  • Ross Campbell

    (University of Edinburgh)

  • Andy Nam

    (Bruker Spatial Biology)

  • Wei Yang

    (Bruker Spatial Biology)

  • Nathan Schurman

    (Bruker Spatial Biology)

  • Claire Williams

    (Bruker Spatial Biology)

  • Eoin O’Sullivan

    (University of Queensland
    Metro North Hospital and Health Service)

  • Meryam Beniazza

    (University of Edinburgh)

  • Andrea Corsinotti

    (University of Edinburgh)

  • Christopher Bellamy

    (University of Edinburgh)

  • Jeremy Hughes

    (University of Edinburgh)

  • Alexander Laird

    (University of Edinburgh
    NHS Lothian)

  • Laura Denby

    (University of Edinburgh)

  • Tamir Chandra

    (University of Edinburgh
    Mayo Clinic
    Mayo Clinic
    Mayo Clinic)

  • David A. Ferenbach

    (University of Edinburgh)

  • Bryan R. Conway

    (University of Edinburgh)

Abstract

Maladaptive proximal tubular (PT) epithelial cells have been implicated in progression of chronic kidney disease (CKD), however the complexity of epithelial cell states within the fibrotic niche remains incompletely understood. Hence, we integrated snRNA and ATAC-seq with high-plex single-cell molecular imaging to generate a spatially-revolved multiomic atlas of human kidney disease. We demonstrate that in injured kidneys, a subset of HAVCR1+VCAM1+ PT cells acquired an inflammatory phenotype, upregulating genes encoding chemokines, pro-fibrotic and senescence-associated proteins and adhesion molecules including ICAM1. Spatial transcriptomic and multiplex-immunofluorescence determined that specifically these VCAM1+ICAM1+ inflammatory PT cells localised to the fibrotic niche. Ligand-receptor analysis highlighted paracrine signaling from inflammatory PT cells mediating leucocyte recruitment and myofibroblast activation. Loss of HNF4α and activation of NF-κβ and AP-1 transcription factors epigenetically imprinted the inflammatory phenotype. Targeting inflammatory tubular cells by administering an AP-1 inhibitor or senolytic agent ameliorated inflammation and fibrosis in murine models of kidney injury, hence these cells may be a tractable target in CKD.

Suggested Citation

  • Maximilian Reck & David P. Baird & Stefan Veizades & Callum Sutherland & Rachel M. B. Bell & Heeyoun Hur & Carolynn Cairns & Piotr P. Janas & Ross Campbell & Andy Nam & Wei Yang & Nathan Schurman & Cl, 2025. "Multiomic analysis of human kidney disease identifies a tractable inflammatory and pro-fibrotic tubular cell phenotype," Nature Communications, Nature, vol. 16(1), pages 1-23, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-59997-4
    DOI: 10.1038/s41467-025-59997-4
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    References listed on IDEAS

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    1. Parker C. Wilson & Yoshiharu Muto & Haojia Wu & Anil Karihaloo & Sushrut S. Waikar & Benjamin D. Humphreys, 2022. "Multimodal single cell sequencing implicates chromatin accessibility and genetic background in diabetic kidney disease progression," Nature Communications, Nature, vol. 13(1), pages 1-20, December.
    2. Blue B. Lake & Rajasree Menon & Seth Winfree & Qiwen Hu & Ricardo Melo Ferreira & Kian Kalhor & Daria Barwinska & Edgar A. Otto & Michael Ferkowicz & Dinh Diep & Nongluk Plongthongkum & Amanda Knoten , 2023. "An atlas of healthy and injured cell states and niches in the human kidney," Nature, Nature, vol. 619(7970), pages 585-594, July.
    3. 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.
    4. 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.
    5. Yang Zhang & Yujie Yang & Fan Yang & Xiaohan Liu & Ping Zhan & Jichao Wu & Xiaojie Wang & Ziying Wang & Wei Tang & Yu Sun & Yan Zhang & Qianqian Xu & Jin Shang & Junhui Zhen & Min Liu & Fan Yi, 2023. "HDAC9-mediated epithelial cell cycle arrest in G2/M contributes to kidney fibrosis in male mice," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    6. Debora L. Gisch & Michelle Brennan & Blue B. Lake & Jeannine Basta & Mark S. Keller & Ricardo Melo Ferreira & Shreeram Akilesh & Reetika Ghag & Charles Lu & Ying-Hua Cheng & Kimberly S. Collins & Sami, 2024. "The chromatin landscape of healthy and injured cell types in the human kidney," Nature Communications, Nature, vol. 15(1), pages 1-21, December.
    7. Suoqin Jin & Christian F. Guerrero-Juarez & Lihua Zhang & Ivan Chang & Raul Ramos & Chen-Hsiang Kuan & Peggy Myung & Maksim V. Plikus & Qing Nie, 2021. "Inference and analysis of cell-cell communication using CellChat," Nature Communications, Nature, vol. 12(1), pages 1-20, December.
    8. Xuran Wang & Jihwan Park & Katalin Susztak & Nancy R. Zhang & Mingyao Li, 2019. "Bulk tissue cell type deconvolution with multi-subject single-cell expression reference," Nature Communications, Nature, vol. 10(1), pages 1-9, December.
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