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Abbas A, Abdukahil SA, Abdulkadir NN, Abe R, Abel L, Absil L, Acharya S, Acker A, Adachi S, Adam E, Adrião D, Ageel SA, Ahmed S, Ain Q, Ainscough K, Aisa T, Ait Hssain A, Ait Tamlihat Y, Akimoto T, Akmal E, Al Qasim E, Alalqam R, Alam T, Al-dabbous T, Alegesan S, Alegre C, Alessi M, Alex B, Alexandre K, Al-Fares A, Alfoudri H, Ali I, Ali Shah N, Alidjnou KE, Aliudin J, Alkhafajee Q, Allavena C, Allou N, Altaf A, Alves J, Alves JM, Alves R, Amaral M, Amira N, Ammerlaan H, Ampaw P, Andini R, Andrejak C, Angheben A, Angoulvant F, Ansart S, Anthonidass S, Antonelli M, Antunes de Brito CA, Anwar KR, Apriyana A, Arabi Y, Aragao I, Arali R, Arancibia F, Araujo C, Arcadipane A, Archambault P, Arenz L, Arlet JB, Arnold-Day C, Aroca A, Arora L, Arora R, Artaud-Macari E, Aryal D, Asaki M, Asensio A, Ashley E, Ashraf M, Ashraf S, Asim M, Assie JB, Asyraf A, Atique A, Attanyake AMUL, Auchabie J, Aumaitre H, Auvet A, Azemar L, Azoulay C, Bach B, Bachelet D, Badr C, Baig N, Baillie JK, Baird JK, Bak E, Bakakos A, Bakar NA, Bal A, Balakrishnan M, Balan V, Bani-Sadr F, Barbalho R, Barbosa NY, Barclay WS, Barnett SU, Barnikel M, Barrasa H, Barrelet A, Barrigoto C, Bartoli M, Bartone C, Baruch J, Bashir M, Basmaci R, Basri MFH, Bastos D, Battaglini D, Bauer J, Bautista Rincon DF, Bazan Dow D, Bedossa A, Bee KH, Behilill S, Beishuizen A, Beljantsev A, Bellemare D, Beltrame A, Beltrão BA, Beluze M, Benech N, Benjiman LE, Benkerrou D, Bennett S, Bento L, Berdal JE, Bergeaud D, Bergin H, Bernal Sobrino JL, Bertoli G, Bertolino L, Bessis S, Betz A, Bevilcaqua S, Bezulier K, Bhatt A, Bhavsar K, Bianchi I, Bianco C, Bidin FN, Bikram Singh M, Bin Humaid F, Bin Kamarudin MN, Bissuel F, Biston P, Bitker L, Blanco-Schweizer P, Blier C, Bloos F, Blot M, Blumberg L, Boccia F, Bodenes L, Bogaarts A, Bogaert D, Boivin AH, Bolze PA, Bompart F, Bonfasius A, Borges D, Borie R, Bosse HM, Botelho-Nevers E, Bouadma L, Bouchaud O, Bouchez S, Bouhmani D, Bouhour D, Bouiller K, Bouillet L, Bouisse C, Boureau AS, Bourke J, Bouscambert M, Bousquet A, Bouziotis J, Boxma B, Boyer-Besseyre M, Boylan M, Bozza FA, Brack M, Braconnier A, Braga C, Brandenburger T, Brás Monteiro F, Brazzi L, Breen D, Breen P, Breen P, Brett S, Brickell K, Broadley T, Browne A, Browne S, Brozzi N, Brusse-Keizer M, Buchtele N, Buesaquillo C, Bugaeva P, Buisson M, Burhan E, Burrell A, Bustos IG, Butnaru D, Cabie A, Cabral S, Caceres E, Cadoz C, Callahan M, Calligy K, Calvache JA, Cam J, Campana V, Campbell P, Campisi J, Canepa C, Cantero M, Caraux-Paz P, Cárcel S, Cardellino CS, Cardoso F, Cardoso F, Cardoso N, Cardoso S, Carelli S, Carlier N, Carmoi T, Carney G, Carpenter C, Carqueja I, Carret MC, Carrier FM, Carroll I, Carson G, Carton E, Casanova ML, Cascão M, Casey S, Casimiro J, Cassandra B, Castañeda S, Castanheira N, Castor-Alexandre G, Castrillón H, Castro I, Catarino A, Catherine FX, Cattaneo P, Cavalin R, Cavalli GG, Cavayas A, Ceccato A, Cervantes-Gonzalez M, Chair A, Chakveatze C, Chan A, Chand M, Chantalat Auger C, Chapplain JM, Chas J, Chaudary M, Chávez Iñiguez JS, Chen A, Chen YS, Cheng MP, Cheret A, Chiarabini T, Chica J, Chidambaram SK, Chin-Tho L, Chirouze C, Chiumello D, Cho HJ, Cho SM, Cholley B, Chopin MC, Chow TS, Chow YP, Chua HJ, Chua J, Cidade JP, Cisneros Herreros JM, Citarella BW, Ciullo A, Clarke E, Clarke J, Claure Del Granado R, Clohisey S, Cobb JP, Coca N, Codan C, Cody C, Coelho A, Coles M, Colin G, Collins M, Colombo SM, Combs P, Connolly J, Connor M, Conrad A, Contreras S, Conway E, Cooke GS, Copland M, Cordel H, Corley A, Cormican S, Cornelis S, Cornet AD, Corpuz AJ, Cortegiani A, Corvaisier G, Costigan E, Couffignal C, Couffin-Cadiergues S, Courtois R, Cousse S, Cregan R, Crepy D'Orleans C, Croonen S, Crowl G, Crump J, Cruz C, Cruz Berm JL, Cruz Rojo J, Csete M, Cucino A, Cullen A, Cullen C, Cummings M, Curley G, Curlier E, Curran C, Custodio P, da Silva Filipe A, Da Silveira C, Dabaliz AA, Dagens A, Dahly D, Dalton H, Dalton J, Daly S, D'Amico F, Daneman N, Daniel C, Dankwa EA, Dantas J, D’Aragon F, de Boer M, de Loughry G, de Mendoza D, De Montmollin E, de Oliveira França RF, de Pinho Oliveira AI, De Rosa R, de Silva T, de Vries P, Deacon J, Dean D, Debard A, DeBenedictis B, Debray MP, DeCastro N, Dechert W, Deconninck L, Decours R, Defous E, Delacroix I, Delaveuve E, Delavigne K, Delfos NM, Deligiannis I, Dell'Amore A, Delmas C, Delobel P, Delsing C, Demonchy E, Denis E, Deplanque D, Depuydt P, Desai M, Descamps D, Desvallée M, Dewayanti S, Diallo A, Diamantis S, Dias A, Diaz P, Diaz R, Diaz Diaz JJ, Didier K, Diehl JL, Dieperink W, Dimet J, Dinot V, Diop F, Diouf A, Dishon Y, Dixit D, Djossou F, Docherty AB, Doherty H, Dondorp AM, Dong A, Donnelly CA, Donnelly M, Donohue C, Donohue S, Donohue Y, Doran C, Doran P, Dorival C, D'Ortenzio E, Douglas JJ, Douma R, Dournon N, Downer T, Downey J, Downing M, Drake T, Driscoll A, Dryden M, Duarte Fonseca C, Dubee V, Dubos F, Ducancelle A, Duculan T, Dudman S, Duggal A, Dunand P, Dunning J, Duplaix M, Durante-Mangoni E, Durham III L, Dussol B, Duthoit J, Duval X, Dyrhol-Riise AM, Ean SC, Echeverria-Villalobos M, Egan S, Eira C, El Sanharawi M, Elapavaluru S, Elharrar B, Ellerbroek J, Eloy P, Elshazly T, Elyazar I, Enderle I, Endo T, Eng CC, Engelmann I, Enouf V, Epaulard O, Escher M, Esperatti M, Esperou H, Esposito-Farese M, Estevão J, Etienne M, Ettalhaoui N, Everding AG, Evers M, Fabre I, Fabre M, Faheem A, Fahy A, Fairfield CJ, Fakar Z, Faria P, Farooq A, Farrar JJ, Farshait N, Fateena H, Fatoni AZ, Faure K, Favory R, Fayed M, Feely N, Feeney L, Fernandes J, Fernandes M, Fernandes S, Ferrand FX, Ferrand Devouge E, Ferrão J, Ferraz M, Ferreira B, Ferreira S, Ferrer-Roca R, Ferriere N, Ficko C, Figueiredo-Mello C, Fiorda J, Flament T, Flateau C, Fletcher T, Florio LL, Flynn B, Flynn D, Foley C, Foley J, Fomin V, Fonseca T, Fontela P, Forsyth S, Foster D, Foti G, Fourn E, Fowler RA, Fraher DM, Franch-Llasat D, Fraser C, Fraser JF, Freire MV, Freitas Ribeiro A, Friedrich C, Fritz R, Fry S, Fuentes N, Fukuda M, Gaborieau V, Gaci R, Gagliardi M, Gagnard JC, Gagné N, Gagneux-Brunon A, Gaião S, Gail Skeie L, Gallagher P, Gallego Curto E, Gamble C, Gani Y, Garan A, Garcia R, García Barrio N, Garcia-Diaz J, Garcia-Gallo E, Garimella N, Garot D, Garrait V, Gauli B, Gault N, Gavin A, Gavrylov A, Gaymard A, Gebauer J, Geraud E, Gerbaud Morlaes L, Germano N, ghisulal PK, Ghosn J, Giani M, Giaquinto C, Gibson J, Gigante T, Gilg M, Gilroy E, Giordano G, Girvan M, Gissot V, Gitahi J, Giwangkancana G, Glikman D, Glybochko P, Gnall E, Goco G, Goehringer F, Goepel S, Goffard JC, Goh JY, Golob J, Gomes R, Gomez K, Gómez-Junyent J, Gominet M, Gonzalez A, Gordon P, Gordon A, Gorenne I, Goubert L, Goujard C, Goulenok T, Grable M, Graf J, Grandin EW, Granier P, Grasselli G, Grazioli L, Green CA, Greene C, Greenhalf W, Greffe S, Grieco DL, Griffee M, Griffiths F, Grigoras I, Groenendijk A, Grosse Lordemann A, Gruner H, Gu Y, Guarracino F, Guedj J, Guego M, Guellec D, 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M, Lepiller Q, Lescure FX, Lesens O, Lesouhaitier M, Lester-Grant A, Levy B, Levy Y, Levy-Marchal C, Lewandowska K, L'Her E, Li Bassi G, Liang J, Liaquat A, Liegeon G, Lim KC, Lim WS, Lima C, Lina B, Lina L, Lind A, Lingas G, Lion-Daolio S, Lissauer S, Liu K, Livrozet M, Lizotte P, Loforte A, Lolong N, Loon LC, Lopes D, Lopez-Colon D, Loschner AL, Loubet P, Loufti B, Louis G, Lourenco S, Lovelace-Macon L, Low LL, Lowik M, Loy JS, Lucet JC, Lumbreras Bermejo C, Luna CM, Lungu O, Luong L, Luque N, Luton D, Lwin N, Lyons R, Maasikas O, Mabiala O, MacDonald S, MacDonald S, Machado M, Macheda G, Macias Sanchez J, Madhok J, Maestro de la Calle G, Mahieu R, Mahy S, Maia AR, Maier LS, Maillet M, Maitre T, Malfertheiner M, Malik N, Mallon P, Maltez F, Malvy D, Manda V, Mandei JM, Mandelbrot L, Manetta F, Mangal K, Mankikian J, Manning E, Manuel A, Maria Sant`Ana Malaque C, Marino D, Marino F, Markowicz S, Maroun Eid C, Marques A, Marquis C, Marsh B, Marsh L, Marshal M, Marshall J, Martelli CT, 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D, Treoux T, Trieu HT, Tripathy S, Tromeur C, Trontzas I, Trouillon T, Truong J, Tual C, Tubiana S, Tuite H, Turmel JM, Turtle LC, Tveita A, Twardowski P, Uchiyama M, Udayanga PGI, Udy A, Ullrich R, Umer Z, Uribe A, Usman A, Vajdovics C, Val-Flores L, Valle AL, Valran A, Van de Velde S, van den Berge M, van der Feltz M, van der Valk P, Van Der Vekens N, Van der Voort P, Van Der Werf S, van Dyk M, van Gulik L, Van Hattem J, van Lelyveld S, van Netten C, Van Twillert G, van Veen I, Vanel N, Vanoverschelde H, Varghese P, Varrone M, Vasudayan SR, Vauchy C, Vaughan H, Veeran S, Veislinger A, Vencken S, Ventura S, Verbon A, Vidal JE, Vieira C, Vijayan D, Villanueva JA, Villar J, Villeneuve PM, Villoldo A, Vinh Chau NV, Visseaux B, Visser H, Vitiello C, Vonkeman H, Vuotto F, Wahab NH, Wahab SA, Wahid NA, Wainstein M, Wan Muhd Shukeri WF, Wang CH, Webb SA, Wei J, Weil K, Wen TP, Wesselius S, West TE, Wham M, Whelan B, White N, Wicky PH, Wiedemann A, Wijaya SO, Wille K, Willems S, Williams V, Wils EJ, Wing Yiu N, Wong C, Wong TF, Wong XC, Wong YS, Xian GE, Xian LS, Xuan KP, Xynogalas I, Yacoub S, Yakop SRBM, Yamazaki M, Yazdanpanah Y, Yee Liang Hing N, Yelnik C, Yeoh CH, Yerkovich S, Yokoyama T, Yonis H, Yousif O, Yuliarto S, Zaaqoq A, Zabbe M, Zacharowski K, Zahid M, Zahran M, Zaidan NZB, Zambon M, Zambrano M, Zanella A, Zawadka K, Zaynah N, Zayyad H, Zoufaly A, Zucman D. The value of open-source clinical science in pandemic response: lessons from ISARIC. Lancet Infect Dis 2021; 21:1623-1624. [PMID: 34619109 PMCID: PMC8489876 DOI: 10.1016/s1473-3099(21)00565-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Accepted: 08/16/2021] [Indexed: 12/31/2022]
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Weber GM, Zhang HG, L'Yi S, Bonzel CL, Hong C, Avillach P, Gutiérrez-Sacristán A, Palmer NP, Tan ALM, Wang X, Yuan W, Gehlenborg N, Alloni A, Amendola DF, Bellasi A, Bellazzi R, Beraghi M, Bucalo M, Chiovato L, Cho K, Dagliati A, Estiri H, Follett RW, García Barrio N, Hanauer DA, Henderson DW, Ho YL, Holmes JH, Hutch MR, Kavuluru R, Kirchoff K, Klann JG, Krishnamurthy AK, Le TT, Liu M, Loh NHW, Lozano-Zahonero S, Luo Y, Maidlow S, Makoudjou A, Malovini A, Martins MR, Moal B, Morris M, Mowery DL, Murphy SN, Neuraz A, Ngiam KY, Okoshi MP, Omenn GS, Patel LP, Pedrera Jiménez M, Prudente RA, Samayamuthu MJ, Sanz Vidorreta FJ, Schriver ER, Schubert P, Serrano Balazote P, Tan BW, Tanni SE, Tibollo V, Visweswaran S, Wagholikar KB, Xia Z, Zöller D, Kohane IS, Cai T, South AM, Brat GA. International Changes in COVID-19 Clinical Trajectories Across 315 Hospitals and 6 Countries: Retrospective Cohort Study. J Med Internet Res 2021; 23:e31400. [PMID: 34533459 PMCID: PMC8510151 DOI: 10.2196/31400] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Revised: 09/02/2021] [Accepted: 09/02/2021] [Indexed: 02/06/2023] Open
Abstract
Background Many countries have experienced 2 predominant waves of COVID-19–related hospitalizations. Comparing the clinical trajectories of patients hospitalized in separate waves of the pandemic enables further understanding of the evolving epidemiology, pathophysiology, and health care dynamics of the COVID-19 pandemic. Objective In this retrospective cohort study, we analyzed electronic health record (EHR) data from patients with SARS-CoV-2 infections hospitalized in participating health care systems representing 315 hospitals across 6 countries. We compared hospitalization rates, severe COVID-19 risk, and mean laboratory values between patients hospitalized during the first and second waves of the pandemic. Methods Using a federated approach, each participating health care system extracted patient-level clinical data on their first and second wave cohorts and submitted aggregated data to the central site. Data quality control steps were adopted at the central site to correct for implausible values and harmonize units. Statistical analyses were performed by computing individual health care system effect sizes and synthesizing these using random effect meta-analyses to account for heterogeneity. We focused the laboratory analysis on C-reactive protein (CRP), ferritin, fibrinogen, procalcitonin, D-dimer, and creatinine based on their reported associations with severe COVID-19. Results Data were available for 79,613 patients, of which 32,467 were hospitalized in the first wave and 47,146 in the second wave. The prevalence of male patients and patients aged 50 to 69 years decreased significantly between the first and second waves. Patients hospitalized in the second wave had a 9.9% reduction in the risk of severe COVID-19 compared to patients hospitalized in the first wave (95% CI 8.5%-11.3%). Demographic subgroup analyses indicated that patients aged 26 to 49 years and 50 to 69 years; male and female patients; and black patients had significantly lower risk for severe disease in the second wave than in the first wave. At admission, the mean values of CRP were significantly lower in the second wave than in the first wave. On the seventh hospital day, the mean values of CRP, ferritin, fibrinogen, and procalcitonin were significantly lower in the second wave than in the first wave. In general, countries exhibited variable changes in laboratory testing rates from the first to the second wave. At admission, there was a significantly higher testing rate for D-dimer in France, Germany, and Spain. Conclusions Patients hospitalized in the second wave were at significantly lower risk for severe COVID-19. This corresponded to mean laboratory values in the second wave that were more likely to be in typical physiological ranges on the seventh hospital day compared to the first wave. Our federated approach demonstrated the feasibility and power of harmonizing heterogeneous EHR data from multiple international health care systems to rapidly conduct large-scale studies to characterize how COVID-19 clinical trajectories evolve.
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Affiliation(s)
- Griffin M Weber
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | - Harrison G Zhang
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | - Sehi L'Yi
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | - Clara-Lea Bonzel
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | - Chuan Hong
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | - Paul Avillach
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | | | - Nathan P Palmer
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | - Amelia Li Min Tan
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | - Xuan Wang
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | - William Yuan
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | - Nils Gehlenborg
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | - Anna Alloni
- BIOMERIS (BIOMedical Research Informatics Solutions), Pavia, Italy
| | - Danilo F Amendola
- Clinical Research Unit, Botucatu Medical School, São Paulo State University, Botucatu, Brazil
| | - Antonio Bellasi
- Division of Nephrology, Department of Medicine, Ente Ospedaliero Cantonale, Lugano, Switzerland
| | - Riccardo Bellazzi
- Department of Electrical, Computer and Biomedical Engineering, University of Pavia, Pavia, Italy
| | - Michele Beraghi
- Information Technology Department, Azienda Socio-Sanitaria Territoriale di Pavia, Pavia, Italy
| | - Mauro Bucalo
- BIOMERIS (BIOMedical Research Informatics Solutions), Pavia, Italy
| | - Luca Chiovato
- Unit of Internal Medicine and Endocrinology, Istituti Clinici Scientifici Maugeri SpA SB IRCCS, Pavia, Italy
| | - Kelly Cho
- Massachusetts Veterans Epidemiology Research and Information Center, Veterans Affairs Boston Healthcare System, Boston, MA, United States
| | - Arianna Dagliati
- Department of Electrical Computer and Biomedical Engineering, University of Pavia, Pavia, Italy
| | - Hossein Estiri
- Department of Medicine, Massachusetts General Hospital, Boston, MA, United States
| | - Robert W Follett
- Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, United States
| | | | - David A Hanauer
- Department of Learning Health Sciences, University of Michigan Medical School, Ann Arbor, MI, United States
| | - Darren W Henderson
- Department of Biomedical Informatics, University of Kentucky, Lexington, KY, United States
| | - Yuk-Lam Ho
- Massachusetts Veterans Epidemiology Research and Information Center, Veterans Affairs Boston Healthcare System, Boston, MA, United States
| | - John H Holmes
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, United States.,Institute for Biomedical Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, United States
| | - Meghan R Hutch
- Department of Preventive Medicine, Northwestern University, Chicago, IL, United States
| | - Ramakanth Kavuluru
- Institute for Biomedical Informatics, University of Kentucky, Lexington, KY, United States
| | - Katie Kirchoff
- Medical University of South Carolina, Charleston, SC, United States
| | - Jeffrey G Klann
- Department of Medicine, Massachusetts General Hospital, Boston, MA, United States
| | - Ashok K Krishnamurthy
- Department of Computer Science, Renaissance Computing Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Trang T Le
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, United States
| | - Molei Liu
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, United States
| | - Ne Hooi Will Loh
- Department of Anaesthesia, National University Health System, Singapore, Singapore
| | - Sara Lozano-Zahonero
- Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany
| | - Yuan Luo
- Department of Preventive Medicine, Northwestern University, Chicago, IL, United States
| | - Sarah Maidlow
- Michigan Institute for Clinical & Health Research Informatics, University of Michigan, Ann Arbor, MI, United States
| | - Adeline Makoudjou
- Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany
| | - Alberto Malovini
- Laboratory of Informatics and Systems Engineering for Clinical Research, Istituti Clinici Scientifici Maugeri SpA SB IRCCS, Pavia, Italy
| | | | - Bertrand Moal
- Informatique et archivistique médicales unit, Bordeaux University Hospital, Bordeaux, France
| | - Michele Morris
- Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA, United States
| | - Danielle L Mowery
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, United States
| | - Shawn N Murphy
- Department of Neurology, Massachusetts General Hospital, Boston, MA, United States
| | - Antoine Neuraz
- Department of Biomedical Informatics, Hôpital Necker-Enfants Malade, Assistance Publique Hôpitaux de Paris, University of Paris, Paris, France
| | - Kee Yuan Ngiam
- Department of Biomedical Informatics, Institute for Digital Medicine, National University Health System, Singapore, Singapore
| | - Marina P Okoshi
- Internal Medicine Department, Botucatu Medical School, São Paulo State University, Botucatu, Brazil
| | - Gilbert S Omenn
- Department of Computational Medicine & Bioinformatics, Internal Medicine, Human Genetics, and Public Health, University of Michigan, Ann Arbor, MI, United States
| | - Lav P Patel
- Division of Medical Informatics, Department of Internal Medicine, University of Kansas Medical Center, Kansas City, KS, United States
| | | | - Robson A Prudente
- Internal Medicine Department, Botucatu Medical School, São Paulo State University, Botucatu, Brazil
| | | | - Fernando J Sanz Vidorreta
- Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, United States
| | - Emily R Schriver
- Data Analytics Center, University of Pennsylvania Health System, Philadelphia, PA, United States
| | - Petra Schubert
- Massachusetts Veterans Epidemiology Research and Information Center, Veterans Affairs Boston Healthcare System, Boston, MA, United States
| | | | - Byorn Wl Tan
- Department of Medicine, National University Health System, Singapore, Singapore
| | - Suzana E Tanni
- Internal Medicine Department, Botucatu Medical School, São Paulo State University, Botucatu, Brazil
| | - Valentina Tibollo
- Laboratory of Informatics and Systems Engineering for Clinical Research, Istituti Clinici Scientifici Maugeri SpA SB IRCCS, Pavia, Italy
| | - Shyam Visweswaran
- Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA, United States
| | | | - Zongqi Xia
- Department of Neurology, University of Pittsburgh, Pittsburgh, PA, United States
| | - Daniela Zöller
- Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany
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- see Authors' Contributions,
| | - Isaac S Kohane
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | - Tianxi Cai
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | - Andrew M South
- Section of Nephrology, Department of Pediatrics, Brenner Children's Hospital, Wake Forest School of Medicine, Winston Salem, NC, United States
| | - Gabriel A Brat
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
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