SARS-CoV-2 Variants Evolve Convergent Strategies to Remodel the Host Response
64 Pages Posted: 15 Jan 2023 Publication Status: Published
Mehdi Bouhaddou
University of California, Los Angeles (UCLA) - Department of Microbiology, Immunology and Molecular Genetics; University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Ann-Kathrin Reuschl
QBI Coronavirus Research Group (QCRG); University College London - Division of Infection and Immunity
Benjamin J. Polacco
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Lucy G. Thorne
QBI Coronavirus Research Group (QCRG); University College London - Division of Infection and Immunity
Manisha R. Ummadi
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology; University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology
Chengjin Ye
Texas Biomedical Research Institute; QBI Coronavirus Research Group (QCRG)
Romel Rosales
QBI Coronavirus Research Group (QCRG); Mount Sinai Health System - Department of Microbiology; Mount Sinai Health System - Global Health and Emerging Pathogens Institute
Adrian Pelin
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Jyoti Batra
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Gwendolyn Jang
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Jiewei Xu
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Jack M. Moen
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology; University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology
Alicia L. Richards
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Yuan Zhou
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Bhavya Harjai
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Erica Stevenson
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Ajda Rojc
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Roberta Ragazzini
University College London - Division of Infection and Immunity; The Francis Crick Institute - Epithelial Stem Cell Biology and Regenerative Medicine Laboratory
Matthew V.X. Whelan
University College London - Division of Infection and Immunity
Wilhelm Furnon
MRC-University of Glasgow Centre for Virus Research
Giuditta De Lorenzo
MRC-University of Glasgow Centre for Virus Research
Vanessa Cowton
MRC-University of Glasgow Centre for Virus Research
Abdullah M. Syed
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology; QBI Coronavirus Research Group (QCRG); University of California, Berkeley - Innovative Genomics Institute
Alison Ciling
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology; QBI Coronavirus Research Group (QCRG); University of California, Berkeley - Innovative Genomics Institute
Noa Deutsch
Tel Aviv University - School of Computer Sciences
Daniel Pirak
Tel Aviv University - School of Electrical Engineering
Giulia Dowgier
University College London - Division of Infection and Immunity
Dejan Mesner
University College London - Division of Infection and Immunity
Jane L. Turner
University College London - Division of Infection and Immunity
Briana L. McGovern
QBI Coronavirus Research Group (QCRG); Mount Sinai Health System - Department of Microbiology
M. Luis Rodriguez
QBI Coronavirus Research Group (QCRG); Mount Sinai Health System - Department of Microbiology
Rocio Leiva-Rebollo
QBI Coronavirus Research Group (QCRG); Mount Sinai Health System - Department of Microbiology; Mount Sinai Health System - Global Health and Emerging Pathogens Institute
Alistair S. Dunham
Wellcome Genome Campus - European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI; Wellcome Sanger Institute - Wellcome Genome Campus
Xiaofang Zhong
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Manon Eckhardt
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Andrea Fossati
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Nicholas Liotta
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Thomas Kehrer
QBI Coronavirus Research Group (QCRG); Mount Sinai Health System - Department of Microbiology; Mount Sinai Health System - Global Health and Emerging Pathogens Institute; Mount Sinai Health System - Graduate School of Biomedical Sciences
Anastasija Cupic
QBI Coronavirus Research Group (QCRG); Mount Sinai Health System - Department of Microbiology; Mount Sinai Health System - Global Health and Emerging Pathogens Institute; Mount Sinai Health System - Graduate School of Biomedical Sciences
Magda Rutkowska
QBI Coronavirus Research Group (QCRG); Mount Sinai Health System - Department of Microbiology; Mount Sinai Health System - Global Health and Emerging Pathogens Institute; Mount Sinai Health System - Graduate School of Biomedical Sciences
Nacho Mena
QBI Coronavirus Research Group (QCRG); Mount Sinai Health System - Department of Microbiology; Mount Sinai Health System - Global Health and Emerging Pathogens Institute; Mount Sinai Health System - Graduate School of Biomedical Sciences
Sadaf Aslam
QBI Coronavirus Research Group (QCRG); Mount Sinai Health System - Department of Microbiology; Mount Sinai Health System - Global Health and Emerging Pathogens Institute; Mount Sinai Health System - Graduate School of Biomedical Sciences
Alyssa Hoffert
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Helene Foussard
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Charles Olwal
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG)
Weiqing Huang
Mount Sinai Health System - Huffington Center for Cell-based Research in Parkinson's Disease; Mount Sinai Health System - Department of Cell, Developmental and Regenerative Biology; Mount Sinai Health System - Black Family Stem Cell Institute
Thomas Zwaka
Mount Sinai Health System - Huffington Center for Cell-based Research in Parkinson's Disease; Mount Sinai Health System - Department of Cell, Developmental and Regenerative Biology; Mount Sinai Health System - Black Family Stem Cell Institute
John Pham
Synthego Corporation
Molly Lyons
Synthego Corporation
Laura Donohue
Synthego Corporation
Aliesha Griffin
Synthego Corporation
Rebecca Nugent
Synthego Corporation
Kevin Holden
Synthego Corporation
Robert Deans
Synthego Corporation
Pablo Aviles
PharmaMar, S.A.
José Antonio López
PharmaMar, S.A.
José María Jimeno Doñaque
PharmaMar, S.A.
Kirsten Obernier
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Jacqueline M. Fabius
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Margaret Soucheray
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Ruth Hüttenhain
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Irwin Jungreis
Massachusetts Institute of Technology (MIT) - MIT Computer Science and Artificial Intelligence Laboratory; Broad Institute of MIT and Harvard
Manolis Kellis
Massachusetts Institute of Technology (MIT) - MIT Computer Science and Artificial Intelligence Laboratory
Ignacia Echeverria
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology
Kliment Verba
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology
Paola Bonfanti
University College London - Division of Infection and Immunity; The Francis Crick Institute - Epithelial Stem Cell Biology and Regenerative Medicine Laboratory
Pedro Beltrao
QBI Coronavirus Research Group (QCRG); Tel Aviv University - School of Electrical Engineering; Broad Institute of MIT and Harvard
Roded Sharan
Tel Aviv University - School of Computer Sciences
Jennifer A. Doudna
QBI Coronavirus Research Group (QCRG); Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology; University of California, Berkeley - Innovative Genomics Institute; University of California, Berkeley - Department of Molecular and Cell Biology; University of California, Berkeley - Molecular Biophysics and Integrated Bioimaging Division; University of California, Berkeley - Howard Hughes Medical Institute (HHMI); University of California, Berkeley - Department of Chemistry; University of California, Berkeley - California Institute for Quantitative Biosciences (QB3); Gladstone-UCSF Institute of Genomic Immunology
Luis Martinez-Sobrido
Texas Biomedical Research Institute; QBI Coronavirus Research Group (QCRG); MRC-University of Glasgow Centre for Virus Research
Arvind Patel
MRC-University of Glasgow Centre for Virus Research
Massimo Palmarini
MRC-University of Glasgow Centre for Virus Research
Lisa Miorin
QBI Coronavirus Research Group (QCRG); Mount Sinai Health System - Department of Microbiology; Mount Sinai Health System - Global Health and Emerging Pathogens Institute
Kris White
QBI Coronavirus Research Group (QCRG); Mount Sinai Health System - Department of Microbiology; Mount Sinai Health System - Global Health and Emerging Pathogens Institute
Danielle L. Swaney
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Adolfo Garcia-Sastre
QBI Coronavirus Research Group (QCRG); Mount Sinai Health System - Global Health and Emerging Pathogens Institute; Mount Sinai Health System - Department of Medicine, Division of Infectious Diseases; Mount Sinai Health System - Tisch Cancer Institute; Mount Sinai Health System - Department of Pathology, Molecular and Cell-Based Medicine; Mount Sinai School of Medicine - Department of Microbiology
Clare Jolly
QBI Coronavirus Research Group (QCRG); University College London - Division of Infection and Immunity
Lorena Zuliani-Alvarez
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; QBI Coronavirus Research Group (QCRG); University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology
Greg J. Towers
QBI Coronavirus Research Group (QCRG); University College London - Division of Infection and Immunity
Nevan J. Krogan
QBI Coronavirus Research Group (QCRG); Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology; University of California, San Francisco (UCSF) - Quantitative Biosciences Institute; University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology; University of California, San Francisco (UCSF)
Abstract
More transmissible SARS-CoV-2 variants of concern (VOCs) emerged during the COVID-19 pandemic. Here, we used global proteomic and genomic approaches to study the host responses driving VOC evolution. We discovered VOCs evolved convergent strategies to remodel the host response by modulating viral RNA and protein levels, altering nucleocapsid phosphorylation, and rewiring virus-host protein-protein interactions. Integrative systems analysis revealed that although Alpha, Beta, Gamma, and Delta ultimately converged in the suppression of interferon stimulated genes (ISGs), Omicron BA.1 did not, which correlated with increased expression of viral innate immune antagonist proteins Orf6, N, and Orf9b. We observed convergent evolution of enhanced innate immune suppression for Omicron subvariants; BA.5 evolved enhanced innate immune antagonism, which similarly correlated with Orf6 expression, effects muted for BA.4 due a mutation that disrupts the Orf6-nuclear pore interaction. Collectively, our findings lay the groundwork to understand future coronavirus evolution and enhanced human-to-human transmission.
Funding Information: This work has been funded by: National Institutes of Health grant U19AI171110 (NJK), National Institutes of Health grant U19AI135990 (NJK), National Institutes of Health grant U19AI135972 (NJK, AG-S), National Institutes of Health grant R21AI159666 (JAD), National Institutes of Health grant K99AI163868 (MB, Defense Advanced Research Projects Agency (DARPA) Cooperative Agreement #HR0011-19- 2-0020 (NJK, AG-S), Laboratory for Genomics Research (LGR) Excellence in Research Award #133122P (NJK) F. Hoffmann-La Roche (NJK) Vir Biotechnology (NJK). Gifts from QCRG philanthropic donors (NJK) Pharmamar (AG-S, KW). This work was also partly supported by CRIPT (Center for Research on Influenza Pathogenesis and Transmission), a NIAID funded Center of Excellence for Influenza Research and Response (CEIRR, contract # 75N93021C00014) and by NIAID grant U19AI142733, NCI Seronet grant U54CA260560, the JPB and OPP foundations and an anonymous philanthropic donor to AG-S. Department of Defense W81XWH2110103 (LMS) Department of Defense W81XWH2110095 (LMS). National Institutes of Health grant 1R43AI165089-01 (LMS). National Institutes of Health grant 1R01AI161363-01 (LMS). National Institutes of Health grant 1R01AI161175-01A1 (LMS) National Institutes of Health contract number 75N93021C00014 (LMS). San Antonio Partnership for Precision Therapeutics (LMS). San Antonio Medical Foundation (LMS). Marie Skłodowska-Curie Individual Fellowships no. 896014 (RR). European Research Council (ERC-Stg no. 639429) (PB). The Rosetrees Trust (M362-F1; M553) (PB). NIHR GOSH BRC (PB) CF Trust (SRC006; SRC020) (PB) Wellcome Investigator Award 223065 (CJ). Wellcome Investigator Award 220863 and Wellcome Collaborative Award 214344(GJT) MRC/UKRI G2P-UK National Virology consortium (MR/W005611/1) (GJT, CJ).
Declaration of Interests: The Krogan Laboratory has received research support from Vir Biotechnology, F. Hoffmann-La Roche, and Rezo Therapeutics. Nevan Krogan has financially compensated consulting agreements with the Icahn School of Medicine at Mount Sinai, New York, Maze Therapeutics, Interline Therapeutics, Rezo Therapeutics, GEn1E Lifesciences, Inc. and Twist Bioscience Corp. He is on the Board of Directors of Rezo Therapeutics and is a shareholder in Tenaya Therapeutics, Maze Therapeutics, Rezo Therapeutics, and Interline Therapeutics. The A.G.-S. laboratory has received research support from Pfizer, Senhwa Biosciences, Kenall Manufacturing, Blade Therapeutics, Avimex, Johnson & Johnson, Dynavax, 7Hills Pharma, Pharmamar, ImmunityBio, Accurius, Nanocomposix, Hexamer, N-fold LLC, Model Medicines, Atea Pharma, Applied Biological Laboratories and Merck. A.G.-S. has consulting agreements for the following companies involving cash and/or stock: Castlevax, Amovir, Vivaldi Biosciences, Contrafect, 7Hills Pharma, Avimex, Vaxalto, Pagoda, Accurius, Esperovax, Farmak, Applied Biological Laboratories, Pharmamar, Paratus, CureLab Oncology, CureLab Veterinary, Synairgen and Pfizer. A.G.-S. has been an invited speaker in meeting events organized by Seqirus, Janssen, Abbott and Astrazeneca. A.G.-S. is inventor on patents and patent applications on the use of antivirals and vaccines for the treatment and prevention of virus infections and cancer, owned by the Icahn School of Medicine at Mount Sinai, New York. MB is a financially compensated scientific advisor for GEn1E Lifesciences. C.Y and L. M.-S are co-inventors on a patent application directed to reverse genetics approaches to generate recombinant SARS-CoV-2. INCOMPLETE
Ethics Approval Statement: All work was conducted under protocols approved by the Institutional Animal Care and Use Committee (IACUC) at the Icahn school of Medicine in Mount Sinai Hospital, New York City.
Keywords: SARS-CoV-2, variants, virus-host interactions, innate immunity, protein-protein interactions, proteomics, transcriptomics, systems biology.
Suggested Citation: Suggested Citation
Mehdi Bouhaddou
University of California, Los Angeles (UCLA) - Department of Microbiology, Immunology and Molecular Genetics ( email )
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
Ann-Kathrin Reuschl
QBI Coronavirus Research Group (QCRG) ( email )
University College London - Division of Infection and Immunity ( email )
Gower Street
London, WC1E 6BT
United Kingdom
Benjamin J. Polacco
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
San Francisco, CA 94158
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
Lucy G. Thorne
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University College London - Division of Infection and Immunity ( email )
Gower Street
London, WC1E 6BT
United Kingdom
Manisha R. Ummadi
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
San Francisco, CA 94158
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Chengjin Ye
Texas Biomedical Research Institute ( email )
8715 W Military Drive
San Antonio, TX 78227
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
Romel Rosales
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
Mount Sinai Health System - Department of Microbiology ( email )
New York, NY 10029
United States
Mount Sinai Health System - Global Health and Emerging Pathogens Institute ( email )
New York, NY
United States
Adrian Pelin
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
San Francisco, CA 94158
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
Jyoti Batra
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
San Francisco, CA 94158
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
Gwendolyn Jang
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
San Francisco, CA 94158
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
Jiewei Xu
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
San Francisco, CA 94158
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
Jack M. Moen
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
San Francisco, CA 94158
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Alicia L. Richards
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
San Francisco, CA 94158
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
Yuan Zhou
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
San Francisco, CA 94158
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
Bhavya Harjai
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
San Francisco, CA 94158
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
Erica Stevenson
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
San Francisco, CA 94158
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
Ajda Rojc
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
San Francisco, CA 94158
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
Roberta Ragazzini
University College London - Division of Infection and Immunity ( email )
Gower Street
London, WC1E 6BT
United Kingdom
The Francis Crick Institute - Epithelial Stem Cell Biology and Regenerative Medicine Laboratory ( email )
London
United Kingdom
Matthew V.X. Whelan
University College London - Division of Infection and Immunity ( email )
Gower Street
London, WC1E 6BT
United Kingdom
Wilhelm Furnon
MRC-University of Glasgow Centre for Virus Research ( email )
Glasgow
United Kingdom
Giuditta De Lorenzo
MRC-University of Glasgow Centre for Virus Research ( email )
Glasgow
United Kingdom
Vanessa Cowton
MRC-University of Glasgow Centre for Virus Research ( email )
Glasgow
United Kingdom
Abdullah M. Syed
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, Berkeley - Innovative Genomics Institute ( email )
United States
Alison Ciling
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, Berkeley - Innovative Genomics Institute ( email )
United States
Noa Deutsch
Tel Aviv University - School of Computer Sciences ( email )
Tel-Aviv
Israel
Daniel Pirak
Tel Aviv University - School of Electrical Engineering ( email )
Tel Aviv, IL 69978
United States
Giulia Dowgier
University College London - Division of Infection and Immunity ( email )
Gower Street
London, WC1E 6BT
United Kingdom
Dejan Mesner
University College London - Division of Infection and Immunity ( email )
Gower Street
London, WC1E 6BT
United Kingdom
Jane L. Turner
University College London - Division of Infection and Immunity ( email )
Gower Street
London, WC1E 6BT
United Kingdom
Briana L. McGovern
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
Mount Sinai Health System - Department of Microbiology ( email )
New York, NY 10029
United States
M. Luis Rodriguez
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
Mount Sinai Health System - Department of Microbiology ( email )
New York, NY 10029
United States
Rocio Leiva-Rebollo
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
Mount Sinai Health System - Department of Microbiology ( email )
New York, NY 10029
United States
Mount Sinai Health System - Global Health and Emerging Pathogens Institute ( email )
New York, NY
United States
Alistair S. Dunham
Wellcome Genome Campus - European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI ( email )
Cambridge
United Kingdom
Wellcome Sanger Institute - Wellcome Genome Campus ( email )
Cambridge
United Kingdom
Xiaofang Zhong
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
San Francisco, CA 94158
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
Manon Eckhardt
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
San Francisco, CA 94158
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
Andrea Fossati
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
San Francisco, CA 94158
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
Nicholas Liotta
University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
San Francisco, CA 94158
United States
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
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United States
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QBI Coronavirus Research Group (QCRG) ( email )
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University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
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University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
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University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
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Mount Sinai Health System - Huffington Center for Cell-based Research in Parkinson's Disease ( email )
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Mount Sinai Health System - Huffington Center for Cell-based Research in Parkinson's Disease ( email )
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Synthego Corporation ( email )
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Synthego Corporation ( email )
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Synthego Corporation ( email )
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Synthego Corporation ( email )
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Synthego Corporation ( email )
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Synthego Corporation ( email )
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Synthego Corporation ( email )
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PharmaMar, S.A. ( email )
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PharmaMar, S.A. ( email )
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PharmaMar, S.A. ( email )
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University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
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University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
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University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
QBI Coronavirus Research Group (QCRG) ( email )
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Massachusetts Institute of Technology (MIT) - MIT Computer Science and Artificial Intelligence Laboratory ( email )
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Massachusetts Institute of Technology (MIT) - MIT Computer Science and Artificial Intelligence Laboratory ( email )
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University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
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University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
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University College London - Division of Infection and Immunity ( email )
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QBI Coronavirus Research Group (QCRG) ( email )
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Tel Aviv University - School of Computer Sciences ( email )
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QBI Coronavirus Research Group (QCRG) ( email )
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Texas Biomedical Research Institute ( email )
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MRC-University of Glasgow Centre for Virus Research ( email )
Glasgow
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MRC-University of Glasgow Centre for Virus Research ( email )
Glasgow
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Massimo Palmarini
MRC-University of Glasgow Centre for Virus Research ( email )
Glasgow
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Lisa Miorin
QBI Coronavirus Research Group (QCRG) ( email )
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Mount Sinai Health System - Department of Microbiology ( email )
New York, NY 10029
United States
Mount Sinai Health System - Global Health and Emerging Pathogens Institute ( email )
New York, NY
United States
Kris White
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
United States
Mount Sinai Health System - Department of Microbiology ( email )
New York, NY 10029
United States
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New York, NY
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University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
Third Avenue and Parnassus
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QBI Coronavirus Research Group (QCRG) ( email )
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University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
United States
Gladstone Institutes - Gladstone Institute of Data Science and Biotechnology ( email )
Adolfo Garcia-Sastre
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
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Mount Sinai Health System - Global Health and Emerging Pathogens Institute ( email )
New York, NY
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Mount Sinai Health System - Department of Medicine, Division of Infectious Diseases ( email )
New York, NY
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New York, NY
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QBI Coronavirus Research Group (QCRG) ( email )
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University College London - Division of Infection and Immunity ( email )
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University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
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University of California, San Francisco (UCSF) - Department of Cellular and Molecular Pharmacology ( email )
San Francisco, CA
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QBI Coronavirus Research Group (QCRG) ( email )
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University College London - Division of Infection and Immunity ( email )
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London, WC1E 6BT
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Nevan J. Krogan (Contact Author)
QBI Coronavirus Research Group (QCRG) ( email )
San Francisco, CA 94158
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University of California, San Francisco (UCSF) - Quantitative Biosciences Institute ( email )
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