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Transcriptomic responses of the human kidney to acute injury at single cell resolution

Christian Hinze, Christine Kocks, Janna Leiz, Nikos Karaiskos, Anastasiya Boltengagen, Christopher Mark Skopnik, Jan Klocke, Jan-Hendrik Hardenberg, Helena Stockmann, Inka Gotthardt, Benedikt Obermayer, Laleh Haghverdi, Emanuel Wyler, Markus Landthaler, Sebastian Bachmann, Andreas C. Hocke, Victor Corman, Jonas Busch, Wolfgang Schneider, Nina Himmerkus, Markus Bleich, Kai-Uwe Eckardt, Philipp Enghard, Nikolaus Rajewsky, Kai M. Schmidt-Ott
doi: https://doi.org/10.1101/2021.12.15.472619
Christian Hinze
1Department of Nephrology and Medical Intensive Care, Charité-Universitaetsmedizin Berlin, Corporate Member of Freie Universitaet Berlin and Humboldt-Universitaet zu Berlin, Berlin, Germany
2Max Delbrueck Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
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Christine Kocks
3Berlin Institute for Medical Systems Biology, Max Delbrueck Center in the Helmholtz Association, Berlin, Germany
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Janna Leiz
1Department of Nephrology and Medical Intensive Care, Charité-Universitaetsmedizin Berlin, Corporate Member of Freie Universitaet Berlin and Humboldt-Universitaet zu Berlin, Berlin, Germany
2Max Delbrueck Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
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Nikos Karaiskos
3Berlin Institute for Medical Systems Biology, Max Delbrueck Center in the Helmholtz Association, Berlin, Germany
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Anastasiya Boltengagen
3Berlin Institute for Medical Systems Biology, Max Delbrueck Center in the Helmholtz Association, Berlin, Germany
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Christopher Mark Skopnik
1Department of Nephrology and Medical Intensive Care, Charité-Universitaetsmedizin Berlin, Corporate Member of Freie Universitaet Berlin and Humboldt-Universitaet zu Berlin, Berlin, Germany
4Deutsches Rheumaforschungszentrum, an Institute of the Leibniz Foundation, Berlin, Germany
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Jan Klocke
1Department of Nephrology and Medical Intensive Care, Charité-Universitaetsmedizin Berlin, Corporate Member of Freie Universitaet Berlin and Humboldt-Universitaet zu Berlin, Berlin, Germany
4Deutsches Rheumaforschungszentrum, an Institute of the Leibniz Foundation, Berlin, Germany
5Berlin Institute of Health, Berlin, Germany
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Jan-Hendrik Hardenberg
1Department of Nephrology and Medical Intensive Care, Charité-Universitaetsmedizin Berlin, Corporate Member of Freie Universitaet Berlin and Humboldt-Universitaet zu Berlin, Berlin, Germany
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Helena Stockmann
1Department of Nephrology and Medical Intensive Care, Charité-Universitaetsmedizin Berlin, Corporate Member of Freie Universitaet Berlin and Humboldt-Universitaet zu Berlin, Berlin, Germany
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Inka Gotthardt
1Department of Nephrology and Medical Intensive Care, Charité-Universitaetsmedizin Berlin, Corporate Member of Freie Universitaet Berlin and Humboldt-Universitaet zu Berlin, Berlin, Germany
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Benedikt Obermayer
6Core Unit Bioinformatics, BIH/Charité/MDC, Berlin, Germany
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Laleh Haghverdi
3Berlin Institute for Medical Systems Biology, Max Delbrueck Center in the Helmholtz Association, Berlin, Germany
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Emanuel Wyler
3Berlin Institute for Medical Systems Biology, Max Delbrueck Center in the Helmholtz Association, Berlin, Germany
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Markus Landthaler
3Berlin Institute for Medical Systems Biology, Max Delbrueck Center in the Helmholtz Association, Berlin, Germany
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Sebastian Bachmann
7Institute for Functional Anatomy, Charité-Universitaetsmedizin Berlin, Corporate Member of Freie Universitaet Berlin and Humboldt-Universitaet zu Berlin, Berlin, Germany
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Andreas C. Hocke
5Berlin Institute of Health, Berlin, Germany
8Department of Infectious Diseases and Respiratory Medicine, Charité-Universitaetsmedizin Berlin, Corporate Member of Freie Universitaet Berlin and Humboldt-Universitaet zu Berlin, Berlin, Germany
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Victor Corman
9Institute of Virology, Charité-Universitaetsmedizin, Corporate Member of Freie Universitaet Berlin and Humboldt-Universitaet zu Berlin, Berlin, Germany
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Jonas Busch
10Department of Urology, Charité-Universitaetsmedizin Berlin, Corporate Member of Freie Universitaet Berlin and Humboldt-Universitaet zu Berlin, Berlin, Germany
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Wolfgang Schneider
11Department of Pathology, Charité-Universitaetsmedizin Berlin, Corporate Member of Freie Universitaet Berlin and Humboldt-Universitaet zu Berlin, Berlin, Germany
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Nina Himmerkus
12Institute of Physiology, Christian-Albrechts-Universitaet, Kiel, Germany
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Markus Bleich
12Institute of Physiology, Christian-Albrechts-Universitaet, Kiel, Germany
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Kai-Uwe Eckardt
1Department of Nephrology and Medical Intensive Care, Charité-Universitaetsmedizin Berlin, Corporate Member of Freie Universitaet Berlin and Humboldt-Universitaet zu Berlin, Berlin, Germany
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  • For correspondence: christian.hinze@charite.de
Philipp Enghard
1Department of Nephrology and Medical Intensive Care, Charité-Universitaetsmedizin Berlin, Corporate Member of Freie Universitaet Berlin and Humboldt-Universitaet zu Berlin, Berlin, Germany
4Deutsches Rheumaforschungszentrum, an Institute of the Leibniz Foundation, Berlin, Germany
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  • For correspondence: christian.hinze@charite.de
Nikolaus Rajewsky
3Berlin Institute for Medical Systems Biology, Max Delbrueck Center in the Helmholtz Association, Berlin, Germany
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  • For correspondence: christian.hinze@charite.de
Kai M. Schmidt-Ott
1Department of Nephrology and Medical Intensive Care, Charité-Universitaetsmedizin Berlin, Corporate Member of Freie Universitaet Berlin and Humboldt-Universitaet zu Berlin, Berlin, Germany
2Max Delbrueck Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
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  • For correspondence: christian.hinze@charite.de
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Abstract

Background Acute kidney injury (AKI) occurs frequently in critically ill patients and is associated with adverse outcomes. Cellular mechanisms underlying AKI and kidney cell responses to injury remain incompletely understood.

Methods We performed single-nuclei transcriptomics, bulk transcriptomics, molecular imaging studies, and conventional histology on kidney tissues from 8 individuals with severe AKI (stage 2 or 3 according to Kidney Disease: Improving Global Outcomes (KDIGO) criteria). Specimens were obtained within 1-2 hours after individuals had succumbed to critical illness associated with respiratory infections, with 4 of 8 individuals diagnosed with COVID-19. Control kidney tissues were obtained post-mortem or after nephrectomy from individuals without AKI.

Results High-depth single cell-resolved gene expression data of human kidneys affected by AKI revealed enrichment of novel injury-associated cell states within the major cell types of the tubular epithelium, in particular in proximal tubules, thick ascending limbs and distal convoluted tubules. Four distinct, hierarchically interconnected injured cell states were distinguishable and characterized by transcriptome patterns associated with oxidative stress, hypoxia, interferon response, and epithelial-to-mesenchymal transition, respectively. Transcriptome differences between individuals with AKI were driven primarily by the cell type-specific abundance of these four injury subtypes rather than by private molecular responses. AKI-associated changes in gene expression between individuals with and without COVID-19 were similar.

Conclusion The study provides an extensive resource of the cell type-specific transcriptomic responses associated with critical illness-associated AKI in humans, highlighting recurrent disease-associated signatures and inter-individual heterogeneity. Personalized molecular disease assessment in human AKI may foster the development of tailored therapies.

Competing Interest Statement

The authors have declared no competing interest.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted December 16, 2021.
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Transcriptomic responses of the human kidney to acute injury at single cell resolution
Christian Hinze, Christine Kocks, Janna Leiz, Nikos Karaiskos, Anastasiya Boltengagen, Christopher Mark Skopnik, Jan Klocke, Jan-Hendrik Hardenberg, Helena Stockmann, Inka Gotthardt, Benedikt Obermayer, Laleh Haghverdi, Emanuel Wyler, Markus Landthaler, Sebastian Bachmann, Andreas C. Hocke, Victor Corman, Jonas Busch, Wolfgang Schneider, Nina Himmerkus, Markus Bleich, Kai-Uwe Eckardt, Philipp Enghard, Nikolaus Rajewsky, Kai M. Schmidt-Ott
bioRxiv 2021.12.15.472619; doi: https://doi.org/10.1101/2021.12.15.472619
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Transcriptomic responses of the human kidney to acute injury at single cell resolution
Christian Hinze, Christine Kocks, Janna Leiz, Nikos Karaiskos, Anastasiya Boltengagen, Christopher Mark Skopnik, Jan Klocke, Jan-Hendrik Hardenberg, Helena Stockmann, Inka Gotthardt, Benedikt Obermayer, Laleh Haghverdi, Emanuel Wyler, Markus Landthaler, Sebastian Bachmann, Andreas C. Hocke, Victor Corman, Jonas Busch, Wolfgang Schneider, Nina Himmerkus, Markus Bleich, Kai-Uwe Eckardt, Philipp Enghard, Nikolaus Rajewsky, Kai M. Schmidt-Ott
bioRxiv 2021.12.15.472619; doi: https://doi.org/10.1101/2021.12.15.472619

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