Accepted for Publication: October 9, 2021.
Published Online: December 28, 2021. doi:10.1001/jamainternmed.2021.7024
Corresponding Authors: Jing Sun, MD, MPH, PhD, Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, 2213 McElderry St, Baltimore, MD 21205 (jsun54@jhu.edu); Rena C. Patel, MD, MPH, Division of Allergy and Infectious Diseases, Departments of Medicine and Global Health, University of Washington, 325 Ninth Ave, Seattle, WA 98104 (rcpatel@uw.edu).
Author Contributions: Dr Sun had full access to all of the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analysis. Drs Kirk and Patel contributed equally.
Concept and design: Sun, J.A. Singh, Agarwal, N. Singh, Mannon, Kirk, Patel.
Acquisition, analysis, or interpretation of data: Sun, Zheng, Madhira, Olex, Anzalone, Vinson, J.A. Singh, French, Abraham, Mathew, Safdar, Fitzgerald, N. Singh, Topaloglu, Chute, Mannon, Kirk, Patel.
Drafting of the manuscript: Sun, J.A. Singh, Mathew, Patel.
Critical revision of the manuscript for important intellectual content: Zheng, Madhira, Olex, Anzalone, Vinson, J.A. Singh, French, Abraham, Safdar, Agarwal, Fitzgerald, N. Singh, Topaloglu, Chute, Mannon, Kirk, Patel.
Statistical analysis: Sun, Zheng, Madhira, Anzalone, Vinson, Abraham, Fitzgerald, Patel.
Obtained funding: Chute.
Administrative, technical, or material support: Madhira, Olex, Anzalone, French, N. Singh, Topaloglu, Chute, Mannon, Kirk, Patel.
Supervision: Sun, Safdar, N. Singh, Kirk, Patel.
Conflict of Interest Disclosures: Dr Vinson reported receiving grants from Paladin Labs Inc and personal fees from Paladin Labs Inc advisory board outside the submitted work. Dr J.A. Singh reported receiving personal fees from Crealta/Horizon, Medisys, Fidia, PK Med, Two Labs Inc, Adept Field Solutions, Clinical Care Options, ClearView Healthcare Partners, Putnam Associates, Focus Forward, Navigant, Spherix, MedIQ, Jupiter Life Science, UBM LLC, Trio Health, Medscape, WebMD, Practice Point Communications, National Institutes of Health (NIH), American College of Rheumatology, and Simply Speaking; holding stock options from TPT Global Tech, Vaxart Pharmaceuticals, Atyu Biopharma, and Charlotte's Web Holdings Inc outside the submitted work. Dr Abraham reported receiving grants from NIH and personal fees from Implementation Group Inc outside the submitted work. Dr Topaloglu reported being a stockholder of CareDirections LLC. Dr Chute reported receiving grants from NIH outside the submitted work. Dr Mannon reported serving as a steering committee member for IMAGINE trial from Vitaeris; receiving honorarium as deputy editor of American Journal of Transplantation; grants from Mallinckrodt Pharmaceuticals, and grants to institution for clinical trial from CSL Behring, Transplant Genomics, and Quark Pharmaceuticals outside the submitted work; and serving as chair of Policy and Advocacy Committee of American Society of Nephrology and co-chair of review committee of Scientific Registry of Transplant Recipients. No other disclosures were reported.
Funding/Support: This study accessed data and tools through the N3C Data Enclave (ncats.nih.gov/n3c/about), which is supported by grant U24 TR002306 from National Center for Advancing Translational Sciences (NCATS). National COVID Cohort Collaborative (N3C) is funded by grant U24 TR002306 from NCATS. Ms Olex and Mr French were supported by Clinical and Translational Science Awards UL1TR002649 from NCATS. Mr Anzalone was supported by grants U54GM104942-05S2 and U54GM115458 from National Institute of General Medical Sciences, which funds the West Virginia Clinical & Translational Science Institute and the Great Plains IDeA Clinical and Translational Research Network. Dr Safdar was supported by grant DP2AI144244 from National Institute of Allergy and Infectious Diseases (NIAID) and by a grant from the US Department of Veterans Affairs. Dr N. Singh was supported in part by grant DP2AI144244 from NIAID. Dr Kirk was supported in part by grant K24AI118591 from NIAID. Dr Patel was supported by grant K23AI120855 from NIAID.
Role of the Funder/Sponsor: The funders had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and decision to submit the manuscript for publication. NCATS and N3C had a role in the review and approval of all results reported in the manuscript for public review.
Group Information: N3C Consortium members are listed in Supplement 2.
Additional Contributions: The following N3C core teams contributed to this study: Melissa A. Haendel (principal investigator [PI]), Christopher G. Chute (PI), Kenneth R. Gersing, Anita Walden; Workstream, subgroup and administrative leaders: Melissa A. Haendel (PI), Tellen D. Bennett, Christopher G. Chute, David A. Eichmann, Justin Guinney, Warren A. Kibbe, Hongfang Liu, Philip R.O. Payne, Emily R. Pfaff, Peter N. Robinson, Joel H. Saltz, Heidi Spratt, Justin Starren, Christine Suver, Adam B. Wilcox, Andrew E. Williams, Chunlei Wu; key liaisons at data partner sites; regulatory staff at data partner sites; individuals at the sites who are responsible for creating the data sets and submitting data to N3C; Data Ingest and Harmonization team: Christopher G. Chute (PI), Emily R. Pfaff (PI), Davera Gabriel, Stephanie S. Hong, Kristin Kostka, Harold P. Lehmann, Richard A. Moffitt, Michele Morris, Matvey B. Palchuk, Xiaohan Tanner Zhang, Richard L. Zhu; Phenotype team (individuals who create the scripts that the sites use to submit their data, based on the COVID and long COVID definitions): Emily R. Pfaff (PI), Benjamin Amor, Mark M. Bissell, Marshall Clark, Andrew T. Girvin, Stephanie S. Hong, Kristin Kostka, Adam M. Lee, Robert T. Miller, Michele Morris, Matvey B. Palchuk, Kellie M. Walters; Project management and operations team: Anita Walden (PI), Yooree Chae, Connor Cook, Alexandra Dest, Racquel R. Dietz, Thomas Dillon, Patricia A. Francis, Rafael Fuentes, Alexis Graves, Julie A. McMurry, Andrew J. Neumann, Shawn T. O’Neil, Usman Sheikh, Andréa M. Volz, Elizabeth Zampino; Partners from NIH and other federal agencies: Christopher P. Austin (PI), Kenneth R. Gersing (PI), Samuel Bozzette, Mariam Deacy, Nicole Garbarini, Michael G. Kurilla, Sam G. Michael, Joni L. Rutter, Meredith Temple-O’Connor; Analytics team (individuals who build the Data Enclave infrastructure, help create code sets and variables, and help domain teams and project teams with their data sets): Benjamin Amor (PI), Mark M. Bissell, Katie Rebecca Bradwell, Andrew T. Girvin, Amin Manna, Nabeel Qureshi; Publication committee management team: Mary Morrison Saltz (PI), Christine Suver (PI), Christopher G. Chute, Melissa A. Haendel, Julie A. McMurry, Andréa M. Volz, Anita Walden; Publication committee review team: Carolyn Bramante, Jeremy Richard Harper, Wenndy Hernandez, Farrukh M. Koraishy, Federico Mariona, Saidulu Mattapally, Amit Saha, Satyanarayana Vedula.
Additional Information: This research was possible because of the patients whose information is included in the data from participating organizations (covid.cd2h.org/dtas) and the organizations and scientists (covid.cd2h.org/duas) who have contributed to the ongoing development of this community resource (https://doi.org/10.1093/jamia/ocaa196).
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