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A single-nucleus and spatial transcriptomic atlas of the COVID-19 liver reveals topological, functional, and regenerative organ disruption in patients

View ORCID ProfileYered Pita-Juarez, Dimitra Karagkouni, Nikolaos Kalavros, Johannes C. Melms, Sebastian Niezen, Toni M. Delorey, Adam L Essene, Olga R. Brook, Deepti Pant, Disha Skelton-Badlani, View ORCID ProfilePourya Naderi, Pinzhu Huang, Liuliu Pan, Tyler Hether, Tallulah S. Andrews, Carly G.K. Ziegler, Jason Reeves, Andriy Myloserdnyy, Rachel Chen, Andy Nam, Stefan Phelan, Yan Liang, Amit Dipak Amin, Jana Biermann, Hanina Hibshoosh, Molly Veregge, Zachary Kramer, Christopher Jacobs, Yusuf Yalcin, Devan Phillips, Michal Slyper, Ayshwarya Subramanian, Orr Ashenberg, Zohar Bloom-Ackermann, Victoria M. Tran, James Gomez, Alexander Sturm, Shuting Zhang, Stephen J. Fleming, Sarah Warren, Joseph Beechem, Deborah Hung, Mehrtash Babadi, Robert F. Padera Jr., Sonya A. MacParland, Gary D. Bader, Nasser Imad, Isaac H. Solomon, Eric Miller, Stefan Riedel, Caroline B.M. Porter, Alexandra-Chloé Villani, Linus T.-Y. Tsai, View ORCID ProfileWinston Hide, Gyongyi Szabo, Jonathan Hecht, Orit Rozenblatt-Rosen, Alex K. Shalek, Benjamin Izar, View ORCID ProfileAviv Regev, View ORCID ProfileYury Popov, Z. Gordon Jiang, View ORCID ProfileIoannis S. Vlachos
doi: https://doi.org/10.1101/2022.10.27.514070
Yered Pita-Juarez
1Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA, USA
2Harvard Medical School, Boston, MA, USA
3Broad Institute of MIT and Harvard, Cambridge, MA, USA
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  • ORCID record for Yered Pita-Juarez
Dimitra Karagkouni
1Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA, USA
2Harvard Medical School, Boston, MA, USA
3Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Nikolaos Kalavros
1Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA, USA
3Broad Institute of MIT and Harvard, Cambridge, MA, USA
4Spatial Technologies Unit, HMS Initiative for RNA Medicine / Beth Israel Deaconess Medical Center, Boston, MA, USA
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Johannes C. Melms
5Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA
6Columbia Center for Translational Immunology, New York, NY, USA
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Sebastian Niezen
2Harvard Medical School, Boston, MA, USA
7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
8Division of Gastroenterology, Hepatology and Nutrition, Beth Israel Deaconess Medical Center, Boston, MA, USA
9Department of Medicine, Beth Israel Deaconess Medical Center, MA, USA
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Toni M. Delorey
10Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Adam L Essene
7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
9Department of Medicine, Beth Israel Deaconess Medical Center, MA, USA
11Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Boston, MA, USA
12Boston Nutrition and Obesity Research Center Functional Genomics and Bioinformatics Core, Boston, MA, USA
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Olga R. Brook
13Department of Radiology, Beth Israel Deaconess Medical Center, Boston, MA, USA
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Deepti Pant
7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
9Department of Medicine, Beth Israel Deaconess Medical Center, MA, USA
11Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Boston, MA, USA
12Boston Nutrition and Obesity Research Center Functional Genomics and Bioinformatics Core, Boston, MA, USA
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Disha Skelton-Badlani
2Harvard Medical School, Boston, MA, USA
7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
8Division of Gastroenterology, Hepatology and Nutrition, Beth Israel Deaconess Medical Center, Boston, MA, USA
9Department of Medicine, Beth Israel Deaconess Medical Center, MA, USA
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Pourya Naderi
1Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA, USA
2Harvard Medical School, Boston, MA, USA
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Pinzhu Huang
2Harvard Medical School, Boston, MA, USA
7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
8Division of Gastroenterology, Hepatology and Nutrition, Beth Israel Deaconess Medical Center, Boston, MA, USA
9Department of Medicine, Beth Israel Deaconess Medical Center, MA, USA
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Liuliu Pan
14NanoString Technologies, Inc., Seattle, WA, USA
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Tyler Hether
14NanoString Technologies, Inc., Seattle, WA, USA
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Tallulah S. Andrews
15Ajmera Transplant Centre, Toronto General Research Institute, University Health Network, Toronto, ON, Canada
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Carly G.K. Ziegler
2Harvard Medical School, Boston, MA, USA
3Broad Institute of MIT and Harvard, Cambridge, MA, USA
16Program in Health Sciences & Technology, Harvard Medical School & Massachusetts Institute of Technology, Boston, MA, USA
17Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA, USA
18Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
19Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA, USA
20Harvard Graduate Program in Biophysics, Harvard University, Cambridge, MA, USA
21Harvard Stem Cell Institute, Cambridge, MA, USA
22Program in Computational & Systems Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
23Program in Immunology, Harvard Medical School, Boston, MA, USA
24Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA, USA
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Jason Reeves
14NanoString Technologies, Inc., Seattle, WA, USA
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Andriy Myloserdnyy
2Harvard Medical School, Boston, MA, USA
7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
8Division of Gastroenterology, Hepatology and Nutrition, Beth Israel Deaconess Medical Center, Boston, MA, USA
9Department of Medicine, Beth Israel Deaconess Medical Center, MA, USA
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Rachel Chen
2Harvard Medical School, Boston, MA, USA
7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
8Division of Gastroenterology, Hepatology and Nutrition, Beth Israel Deaconess Medical Center, Boston, MA, USA
9Department of Medicine, Beth Israel Deaconess Medical Center, MA, USA
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Andy Nam
14NanoString Technologies, Inc., Seattle, WA, USA
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Stefan Phelan
14NanoString Technologies, Inc., Seattle, WA, USA
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Yan Liang
14NanoString Technologies, Inc., Seattle, WA, USA
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Amit Dipak Amin
5Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA
6Columbia Center for Translational Immunology, New York, NY, USA
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Jana Biermann
5Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA
6Columbia Center for Translational Immunology, New York, NY, USA
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Hanina Hibshoosh
25Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
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Molly Veregge
7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
9Department of Medicine, Beth Israel Deaconess Medical Center, MA, USA
11Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Boston, MA, USA
12Boston Nutrition and Obesity Research Center Functional Genomics and Bioinformatics Core, Boston, MA, USA
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Zachary Kramer
7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
9Department of Medicine, Beth Israel Deaconess Medical Center, MA, USA
11Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Boston, MA, USA
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Christopher Jacobs
7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
9Department of Medicine, Beth Israel Deaconess Medical Center, MA, USA
11Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Boston, MA, USA
12Boston Nutrition and Obesity Research Center Functional Genomics and Bioinformatics Core, Boston, MA, USA
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Yusuf Yalcin
2Harvard Medical School, Boston, MA, USA
7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
8Division of Gastroenterology, Hepatology and Nutrition, Beth Israel Deaconess Medical Center, Boston, MA, USA
9Department of Medicine, Beth Israel Deaconess Medical Center, MA, USA
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Devan Phillips
26Genentech, 1 DNA Way, South San Francisco, CA, USA
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Michal Slyper
26Genentech, 1 DNA Way, South San Francisco, CA, USA
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Ayshwarya Subramanian
10Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Orr Ashenberg
10Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Zohar Bloom-Ackermann
27Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Victoria M. Tran
27Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
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James Gomez
27Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Alexander Sturm
27Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Shuting Zhang
27Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Stephen J. Fleming
28Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA
29Precision Cardiology Laboratory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Sarah Warren
14NanoString Technologies, Inc., Seattle, WA, USA
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Joseph Beechem
14NanoString Technologies, Inc., Seattle, WA, USA
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Deborah Hung
27Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
30Department of Genetics, Harvard Medical School, Boston, MA, USA
31Department of Molecular Biology and Center for Computational and Integrative Biology, Massachusetts General Hospital, Boston, MA, USA
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Mehrtash Babadi
28Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA
29Precision Cardiology Laboratory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Robert F. Padera Jr.
32Department of Pathology, Brigham and Women’s Hospital, Boston, MA, USA
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Sonya A. MacParland
15Ajmera Transplant Centre, Toronto General Research Institute, University Health Network, Toronto, ON, Canada
33Department of Immunology, University of Toronto, Medical Sciences Building, 1 King’s College Circle, Toronto, ON, Canada
34Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
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Gary D. Bader
35Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
36The Donnelly Centre, Toronto, ON, Canada
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Nasser Imad
1Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA, USA
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Isaac H. Solomon
32Department of Pathology, Brigham and Women’s Hospital, Boston, MA, USA
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Eric Miller
14NanoString Technologies, Inc., Seattle, WA, USA
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Stefan Riedel
1Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA, USA
2Harvard Medical School, Boston, MA, USA
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Caroline B.M. Porter
10Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Alexandra-Chloé Villani
3Broad Institute of MIT and Harvard, Cambridge, MA, USA
37Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
38Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
39Department of Medicine, Harvard Medical School, Boston, MA, USA
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Linus T.-Y. Tsai
2Harvard Medical School, Boston, MA, USA
3Broad Institute of MIT and Harvard, Cambridge, MA, USA
7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
9Department of Medicine, Beth Israel Deaconess Medical Center, MA, USA
11Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Boston, MA, USA
12Boston Nutrition and Obesity Research Center Functional Genomics and Bioinformatics Core, Boston, MA, USA
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Winston Hide
1Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA, USA
2Harvard Medical School, Boston, MA, USA
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Gyongyi Szabo
2Harvard Medical School, Boston, MA, USA
3Broad Institute of MIT and Harvard, Cambridge, MA, USA
7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
8Division of Gastroenterology, Hepatology and Nutrition, Beth Israel Deaconess Medical Center, Boston, MA, USA
9Department of Medicine, Beth Israel Deaconess Medical Center, MA, USA
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Jonathan Hecht
1Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA, USA
2Harvard Medical School, Boston, MA, USA
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Orit Rozenblatt-Rosen
10Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
26Genentech, 1 DNA Way, South San Francisco, CA, USA
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Alex K. Shalek
2Harvard Medical School, Boston, MA, USA
3Broad Institute of MIT and Harvard, Cambridge, MA, USA
16Program in Health Sciences & Technology, Harvard Medical School & Massachusetts Institute of Technology, Boston, MA, USA
17Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA, USA
18Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
19Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA, USA
20Harvard Graduate Program in Biophysics, Harvard University, Cambridge, MA, USA
21Harvard Stem Cell Institute, Cambridge, MA, USA
22Program in Computational & Systems Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
23Program in Immunology, Harvard Medical School, Boston, MA, USA
24Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA, USA
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  • For correspondence: ivlachos@bidmc.harvard.edu zgjiang@bidmc.harvard.edu ypopov@bidmc.harvard.edu shalek@mit.edu aviv.regev.sc@gmail.com bi2175@cumc.columbia.edu
Benjamin Izar
5Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA
6Columbia Center for Translational Immunology, New York, NY, USA
40Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY, USA
41Program for Mathematical Genomics, Columbia University Irving Medical Center, New York, NY, USA
42Department of Systems Biology, Columbia University Irving Medical Center, New York, NY, USA
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  • For correspondence: ivlachos@bidmc.harvard.edu zgjiang@bidmc.harvard.edu ypopov@bidmc.harvard.edu shalek@mit.edu aviv.regev.sc@gmail.com bi2175@cumc.columbia.edu
Aviv Regev
10Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
26Genentech, 1 DNA Way, South San Francisco, CA, USA
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  • For correspondence: ivlachos@bidmc.harvard.edu zgjiang@bidmc.harvard.edu ypopov@bidmc.harvard.edu shalek@mit.edu aviv.regev.sc@gmail.com bi2175@cumc.columbia.edu
Yury Popov
2Harvard Medical School, Boston, MA, USA
7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
8Division of Gastroenterology, Hepatology and Nutrition, Beth Israel Deaconess Medical Center, Boston, MA, USA
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  • For correspondence: ivlachos@bidmc.harvard.edu zgjiang@bidmc.harvard.edu ypopov@bidmc.harvard.edu shalek@mit.edu aviv.regev.sc@gmail.com bi2175@cumc.columbia.edu
Z. Gordon Jiang
2Harvard Medical School, Boston, MA, USA
7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
8Division of Gastroenterology, Hepatology and Nutrition, Beth Israel Deaconess Medical Center, Boston, MA, USA
9Department of Medicine, Beth Israel Deaconess Medical Center, MA, USA
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  • For correspondence: ivlachos@bidmc.harvard.edu zgjiang@bidmc.harvard.edu ypopov@bidmc.harvard.edu shalek@mit.edu aviv.regev.sc@gmail.com bi2175@cumc.columbia.edu
Ioannis S. Vlachos
1Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA, USA
2Harvard Medical School, Boston, MA, USA
3Broad Institute of MIT and Harvard, Cambridge, MA, USA
4Spatial Technologies Unit, HMS Initiative for RNA Medicine / Beth Israel Deaconess Medical Center, Boston, MA, USA
43Cancer Research Institute, Beth Israel Deaconess Medical Center, Boston, MA, USA
44Harvard Medical School Initiative for RNA Medicine, Boston, MA, USA
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  • For correspondence: ivlachos@bidmc.harvard.edu zgjiang@bidmc.harvard.edu ypopov@bidmc.harvard.edu shalek@mit.edu aviv.regev.sc@gmail.com bi2175@cumc.columbia.edu
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Abstract

The molecular underpinnings of organ dysfunction in acute COVID-19 and its potential long-term sequelae are under intense investigation. To shed light on these in the context of liver function, we performed single-nucleus RNA-seq and spatial transcriptomic profiling of livers from 17 COVID-19 decedents. We identified hepatocytes positive for SARS-CoV-2 RNA with an expression phenotype resembling infected lung epithelial cells. Integrated analysis and comparisons with healthy controls revealed extensive changes in the cellular composition and expression states in COVID-19 liver, reflecting hepatocellular injury, ductular reaction, pathologic vascular expansion, and fibrogenesis. We also observed Kupffer cell proliferation and erythrocyte progenitors for the first time in a human liver single-cell atlas, resembling similar responses in liver injury in mice and in sepsis, respectively. Despite the absence of a clinical acute liver injury phenotype, endothelial cell composition was dramatically impacted in COVID-19, concomitantly with extensive alterations and profibrogenic activation of reactive cholangiocytes and mesenchymal cells. Our atlas provides novel insights into liver physiology and pathology in COVID-19 and forms a foundational resource for its investigation and understanding.

Competing Interest Statement

A.K.S. reports compensation for consulting and/or SAB membership from Merck, Honeycomb Biotechnologies, Cellarity, Repertoire Immune Medicines, Ochre Bio, Third Rock Ventures, Hovione, Relation Therapeutics, FL82, Senda Biosciences, Empress Therapeutics, IntrECate Biotherapeutics, and Dahlia Biosciences unrelated to this work. A.R. is a founder and equity holder of Celsius Therapeutics, an equity holder in Immunitas Therapeutics and until August 31, 2020 was an SAB member of Syros Pharmaceuticals, Neogene Therapeutics, Asimov and ThermoFisher Scientific. From August 1, 2020, A.R. is an employee of Genentech, a member of the Roche Group, with equity in Roche. I.S.V. consults for Guidepoint Global, Mosaic, and NextRNA. G.S. consults in Alnylam Pharmaceuticals, Merck, Generon, Glympse Bio, Inc., Mayday Foundation, Novartis Pharmaceuticals, Quest Diagnostics, Surrozen, Terra Firma, Zomagen Bioscience, Pandion Therapeutics, Inc., Durect Corporation; royalty from UpToDate Inc. and Editor service for Hepatology Communications. Y.P. receives grant support from Enanta Pharmaceuticals, CymaBay Therapeutics, Morphic Therapeutic; consulting and/or SAB in Ambys Medicines, Morphic Therapeutics, Enveda Therapeutics, BridgeBio Pharma, as well as being an Editor of American Journal of Physiology-Gastrointestinal and Liver Physiology. Z.G.J. receives grant support from Gilead Science, Pfizer and compensation for consulting from Olix Pharmaceuticals. L.P, T.H., S.W, J.B, E.M, and J.R. are employees and/or stockholders of NanoString Technologies. B.I. has received honoraria from consulting with Merck, Janssen Pharmaceuticals, AstraZeneca, and Volastra Therapeutics. A.R. and O.R.R. are inventors on multiple patents from the Broad Institute related to single cell and spatial genomics.

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  • ↵† Co-senior authors

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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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A single-nucleus and spatial transcriptomic atlas of the COVID-19 liver reveals topological, functional, and regenerative organ disruption in patients
Yered Pita-Juarez, Dimitra Karagkouni, Nikolaos Kalavros, Johannes C. Melms, Sebastian Niezen, Toni M. Delorey, Adam L Essene, Olga R. Brook, Deepti Pant, Disha Skelton-Badlani, Pourya Naderi, Pinzhu Huang, Liuliu Pan, Tyler Hether, Tallulah S. Andrews, Carly G.K. Ziegler, Jason Reeves, Andriy Myloserdnyy, Rachel Chen, Andy Nam, Stefan Phelan, Yan Liang, Amit Dipak Amin, Jana Biermann, Hanina Hibshoosh, Molly Veregge, Zachary Kramer, Christopher Jacobs, Yusuf Yalcin, Devan Phillips, Michal Slyper, Ayshwarya Subramanian, Orr Ashenberg, Zohar Bloom-Ackermann, Victoria M. Tran, James Gomez, Alexander Sturm, Shuting Zhang, Stephen J. Fleming, Sarah Warren, Joseph Beechem, Deborah Hung, Mehrtash Babadi, Robert F. Padera Jr., Sonya A. MacParland, Gary D. Bader, Nasser Imad, Isaac H. Solomon, Eric Miller, Stefan Riedel, Caroline B.M. Porter, Alexandra-Chloé Villani, Linus T.-Y. Tsai, Winston Hide, Gyongyi Szabo, Jonathan Hecht, Orit Rozenblatt-Rosen, Alex K. Shalek, Benjamin Izar, Aviv Regev, Yury Popov, Z. Gordon Jiang, Ioannis S. Vlachos
bioRxiv 2022.10.27.514070; doi: https://doi.org/10.1101/2022.10.27.514070
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A single-nucleus and spatial transcriptomic atlas of the COVID-19 liver reveals topological, functional, and regenerative organ disruption in patients
Yered Pita-Juarez, Dimitra Karagkouni, Nikolaos Kalavros, Johannes C. Melms, Sebastian Niezen, Toni M. Delorey, Adam L Essene, Olga R. Brook, Deepti Pant, Disha Skelton-Badlani, Pourya Naderi, Pinzhu Huang, Liuliu Pan, Tyler Hether, Tallulah S. Andrews, Carly G.K. Ziegler, Jason Reeves, Andriy Myloserdnyy, Rachel Chen, Andy Nam, Stefan Phelan, Yan Liang, Amit Dipak Amin, Jana Biermann, Hanina Hibshoosh, Molly Veregge, Zachary Kramer, Christopher Jacobs, Yusuf Yalcin, Devan Phillips, Michal Slyper, Ayshwarya Subramanian, Orr Ashenberg, Zohar Bloom-Ackermann, Victoria M. Tran, James Gomez, Alexander Sturm, Shuting Zhang, Stephen J. Fleming, Sarah Warren, Joseph Beechem, Deborah Hung, Mehrtash Babadi, Robert F. Padera Jr., Sonya A. MacParland, Gary D. Bader, Nasser Imad, Isaac H. Solomon, Eric Miller, Stefan Riedel, Caroline B.M. Porter, Alexandra-Chloé Villani, Linus T.-Y. Tsai, Winston Hide, Gyongyi Szabo, Jonathan Hecht, Orit Rozenblatt-Rosen, Alex K. Shalek, Benjamin Izar, Aviv Regev, Yury Popov, Z. Gordon Jiang, Ioannis S. Vlachos
bioRxiv 2022.10.27.514070; doi: https://doi.org/10.1101/2022.10.27.514070

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