Characterization of long COVID temporal sub-phenotypes by distributed representation learning from electronic health record data: a cohort studyResearch in Context
Summary: Background: Characterizing Post-Acute Sequelae of COVID (SARS-CoV-2 Infection), or PASC has been challenging due to the multitude of sub-phenotypes, temporal attributes, and definitions. Scalable characterization of PASC sub-phenotypes can enhance screening capacities, disease management,...
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| Format: | Article |
| Language: | English |
| Published: |
Elsevier
2023-10-01
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| Series: | EClinicalMedicine |
| Subjects: | |
| Online Access: | http://www.sciencedirect.com/science/article/pii/S2589537023003875 |
| _version_ | 1797685220863901696 |
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| author | Arianna Dagliati Zachary H. Strasser Zahra Shakeri Hossein Abad Jeffrey G. Klann Kavishwar B. Wagholikar Rebecca Mesa Shyam Visweswaran Michele Morris Yuan Luo Darren W. Henderson Malarkodi Jebathilagam Samayamuthu Bryce W.Q. Tan Guillame Verdy Gilbert S. Omenn Zongqi Xia Riccardo Bellazzi Shawn N. Murphy John H. Holmes Hossein Estiri James R. Aaron Giuseppe Agapito Adem Albayrak Giuseppe Albi Mario Alessiani Anna Alloni Danilo F. Amendola François Angoulvant Li L.L.J. Anthony Bruce J. Aronow Fatima Ashraf Andrew Atz Paul Avillach Paula S. Azevedo James Balshi Brett K. Beaulieu-Jones Douglas S. Bell Antonio Bellasi Riccardo Bellazzi Vincent Benoit Michele Beraghi José Luis Bernal-Sobrino Mélodie Bernaux Romain Bey Surbhi Bhatnagar Alvar Blanco-Martínez Clara-Lea Bonzel John Booth Silvano Bosari Florence T. Bourgeois Robert L. Bradford Gabriel A. Brat Stéphane Bréant Nicholas W. Brown Raffaele Bruno William A. Bryant Mauro Bucalo Emily Bucholz Anita Burgun Tianxi Cai Mario Cannataro Aldo Carmona Charlotte Caucheteux Julien Champ Jin Chen Krista Y. Chen Luca Chiovato Lorenzo Chiudinelli Kelly Cho James J. Cimino Tiago K. Colicchio Sylvie Cormont Sébastien Cossin Jean B. Craig Juan Luis Cruz-Bermúdez Jaime Cruz-Rojo Arianna Dagliati Mohamad Daniar Christel Daniel Priyam Das Batsal Devkota Audrey Dionne Rui Duan Julien Dubiel Scott L. DuVall Loic Esteve Hossein Estiri Shirley Fan Robert W. Follett Thomas Ganslandt Noelia García- Barrio Lana X. Garmire Nils Gehlenborg Emily J. Getzen Alon Geva Tobias Gradinger Alexandre Gramfort Romain Griffier Nicolas Griffon Olivier Grisel Alba Gutiérrez-Sacristán Larry Han David A. Hanauer Christian Haverkamp Derek Y. Hazard Bing He Darren W. Henderson Martin Hilka Yuk-Lam Ho John H. Holmes Chuan Hong Kenneth M. Huling Meghan R. Hutch Richard W. Issitt Anne Sophie Jannot Vianney Jouhet Ramakanth Kavuluru Mark S. Keller Chris J. Kennedy Daniel A. Key Katie Kirchoff Jeffrey G. Klann Isaac S. Kohane Ian D. Krantz Detlef Kraska Ashok K. Krishnamurthy Sehi L'Yi Trang T. Le Judith Leblanc Guillaume Lemaitre Leslie Lenert Damien Leprovost Molei Liu Ne Hooi Will Loh Qi Long Sara Lozano-Zahonero Yuan Luo Kristine E. Lynch Sadiqa Mahmood Sarah E. Maidlow Adeline Makoudjou Alberto Malovini Kenneth D. Mandl Chengsheng Mao Anupama Maram Patricia Martel Marcelo R. Martins Jayson S. Marwaha Aaron J. Masino Maria Mazzitelli Arthur Mensch Marianna Milano Marcos F. Minicucci Bertrand Moal Taha Mohseni Ahooyi Jason H. Moore Cinta Moraleda Jeffrey S. Morris Michele Morris Karyn L. Moshal Sajad Mousavi Danielle L. Mowery Douglas A. Murad Shawn N. Murphy Thomas P. Naughton Carlos Tadeu Breda Neto Antoine Neuraz Jane Newburger Kee Yuan Ngiam Wanjiku F.M. Njoroge James B. Norman Jihad Obeid Marina P. Okoshi Karen L. Olson Gilbert S. Omenn Nina Orlova Brian D. Ostasiewski Nathan P. Palmer Nicolas Paris Lav P. Patel Miguel Pedrera-Jiménez Emily R. Pfaff Ashley C. Pfaff Danielle Pillion Sara Pizzimenti Hans U. Prokosch Robson A. Prudente Andrea Prunotto Víctor Quirós-González Rachel B. Ramoni Maryna Raskin Siegbert Rieg Gustavo Roig-Domínguez Pablo Rojo Paula Rubio-Mayo Paolo Sacchi Carlos Sáez Elisa Salamanca Malarkodi Jebathilagam Samayamuthu L. Nelson Sanchez-Pinto Arnaud Sandrin Nandhini Santhanam Janaina C.C. Santos Fernando J. Sanz Vidorreta Maria Savino Emily R. Schriver Petra Schubert Juergen Schuettler Luigia Scudeller Neil J. Sebire Pablo Serrano-Balazote Patricia Serre Arnaud Serret-Larmande Mohsin Shah Zahra Shakeri Hossein Abad Domenick Silvio Piotr Sliz Jiyeon Son Charles Sonday Andrew M. South Anastasia Spiridou Zachary H. Strasser Amelia L.M. Tan Bryce W.Q. Tan Byorn W.L. Tan Suzana E. Tanni Deanne M. Taylor Ana I. Terriza-Torres Valentina Tibollo Patric Tippmann Emma M.S. Toh Carlo Torti Enrico M. Trecarichi Yi-Ju Tseng Andrew K. Vallejos Gael Varoquaux Margaret E. Vella Guillaume Verdy Jill-Jênn Vie Shyam Visweswaran Michele Vitacca Kavishwar B. Wagholikar Lemuel R. Waitman Xuan Wang Demian Wassermann Griffin M. Weber Martin Wolkewitz Scott Wong Zongqi Xia Xin Xiong Ye Ye Nadir Yehya William Yuan Alberto Zambelli Harrison G. Zhang Daniela Zo¨ller Valentina Zuccaro Chiara Zucco |
| author_facet | Arianna Dagliati Zachary H. Strasser Zahra Shakeri Hossein Abad Jeffrey G. Klann Kavishwar B. Wagholikar Rebecca Mesa Shyam Visweswaran Michele Morris Yuan Luo Darren W. Henderson Malarkodi Jebathilagam Samayamuthu Bryce W.Q. Tan Guillame Verdy Gilbert S. Omenn Zongqi Xia Riccardo Bellazzi Shawn N. Murphy John H. Holmes Hossein Estiri James R. Aaron Giuseppe Agapito Adem Albayrak Giuseppe Albi Mario Alessiani Anna Alloni Danilo F. Amendola François Angoulvant Li L.L.J. Anthony Bruce J. Aronow Fatima Ashraf Andrew Atz Paul Avillach Paula S. Azevedo James Balshi Brett K. Beaulieu-Jones Douglas S. Bell Antonio Bellasi Riccardo Bellazzi Vincent Benoit Michele Beraghi José Luis Bernal-Sobrino Mélodie Bernaux Romain Bey Surbhi Bhatnagar Alvar Blanco-Martínez Clara-Lea Bonzel John Booth Silvano Bosari Florence T. Bourgeois Robert L. Bradford Gabriel A. Brat Stéphane Bréant Nicholas W. Brown Raffaele Bruno William A. Bryant Mauro Bucalo Emily Bucholz Anita Burgun Tianxi Cai Mario Cannataro Aldo Carmona Charlotte Caucheteux Julien Champ Jin Chen Krista Y. Chen Luca Chiovato Lorenzo Chiudinelli Kelly Cho James J. Cimino Tiago K. Colicchio Sylvie Cormont Sébastien Cossin Jean B. Craig Juan Luis Cruz-Bermúdez Jaime Cruz-Rojo Arianna Dagliati Mohamad Daniar Christel Daniel Priyam Das Batsal Devkota Audrey Dionne Rui Duan Julien Dubiel Scott L. DuVall Loic Esteve Hossein Estiri Shirley Fan Robert W. Follett Thomas Ganslandt Noelia García- Barrio Lana X. Garmire Nils Gehlenborg Emily J. Getzen Alon Geva Tobias Gradinger Alexandre Gramfort Romain Griffier Nicolas Griffon Olivier Grisel Alba Gutiérrez-Sacristán Larry Han David A. Hanauer Christian Haverkamp Derek Y. Hazard Bing He Darren W. Henderson Martin Hilka Yuk-Lam Ho John H. Holmes Chuan Hong Kenneth M. Huling Meghan R. Hutch Richard W. Issitt Anne Sophie Jannot Vianney Jouhet Ramakanth Kavuluru Mark S. Keller Chris J. Kennedy Daniel A. Key Katie Kirchoff Jeffrey G. Klann Isaac S. Kohane Ian D. Krantz Detlef Kraska Ashok K. Krishnamurthy Sehi L'Yi Trang T. Le Judith Leblanc Guillaume Lemaitre Leslie Lenert Damien Leprovost Molei Liu Ne Hooi Will Loh Qi Long Sara Lozano-Zahonero Yuan Luo Kristine E. Lynch Sadiqa Mahmood Sarah E. Maidlow Adeline Makoudjou Alberto Malovini Kenneth D. Mandl Chengsheng Mao Anupama Maram Patricia Martel Marcelo R. Martins Jayson S. Marwaha Aaron J. Masino Maria Mazzitelli Arthur Mensch Marianna Milano Marcos F. Minicucci Bertrand Moal Taha Mohseni Ahooyi Jason H. Moore Cinta Moraleda Jeffrey S. Morris Michele Morris Karyn L. Moshal Sajad Mousavi Danielle L. Mowery Douglas A. Murad Shawn N. Murphy Thomas P. Naughton Carlos Tadeu Breda Neto Antoine Neuraz Jane Newburger Kee Yuan Ngiam Wanjiku F.M. Njoroge James B. Norman Jihad Obeid Marina P. Okoshi Karen L. Olson Gilbert S. Omenn Nina Orlova Brian D. Ostasiewski Nathan P. Palmer Nicolas Paris Lav P. Patel Miguel Pedrera-Jiménez Emily R. Pfaff Ashley C. Pfaff Danielle Pillion Sara Pizzimenti Hans U. Prokosch Robson A. Prudente Andrea Prunotto Víctor Quirós-González Rachel B. Ramoni Maryna Raskin Siegbert Rieg Gustavo Roig-Domínguez Pablo Rojo Paula Rubio-Mayo Paolo Sacchi Carlos Sáez Elisa Salamanca Malarkodi Jebathilagam Samayamuthu L. Nelson Sanchez-Pinto Arnaud Sandrin Nandhini Santhanam Janaina C.C. Santos Fernando J. Sanz Vidorreta Maria Savino Emily R. Schriver Petra Schubert Juergen Schuettler Luigia Scudeller Neil J. Sebire Pablo Serrano-Balazote Patricia Serre Arnaud Serret-Larmande Mohsin Shah Zahra Shakeri Hossein Abad Domenick Silvio Piotr Sliz Jiyeon Son Charles Sonday Andrew M. South Anastasia Spiridou Zachary H. Strasser Amelia L.M. Tan Bryce W.Q. Tan Byorn W.L. Tan Suzana E. Tanni Deanne M. Taylor Ana I. Terriza-Torres Valentina Tibollo Patric Tippmann Emma M.S. Toh Carlo Torti Enrico M. Trecarichi Yi-Ju Tseng Andrew K. Vallejos Gael Varoquaux Margaret E. Vella Guillaume Verdy Jill-Jênn Vie Shyam Visweswaran Michele Vitacca Kavishwar B. Wagholikar Lemuel R. Waitman Xuan Wang Demian Wassermann Griffin M. Weber Martin Wolkewitz Scott Wong Zongqi Xia Xin Xiong Ye Ye Nadir Yehya William Yuan Alberto Zambelli Harrison G. Zhang Daniela Zo¨ller Valentina Zuccaro Chiara Zucco |
| author_sort | Arianna Dagliati |
| collection | DOAJ |
| description | Summary: Background: Characterizing Post-Acute Sequelae of COVID (SARS-CoV-2 Infection), or PASC has been challenging due to the multitude of sub-phenotypes, temporal attributes, and definitions. Scalable characterization of PASC sub-phenotypes can enhance screening capacities, disease management, and treatment planning. Methods: We conducted a retrospective multi-centre observational cohort study, leveraging longitudinal electronic health record (EHR) data of 30,422 patients from three healthcare systems in the Consortium for the Clinical Characterization of COVID-19 by EHR (4CE). From the total cohort, we applied a deductive approach on 12,424 individuals with follow-up data and developed a distributed representation learning process for providing augmented definitions for PASC sub-phenotypes. Findings: Our framework characterized seven PASC sub-phenotypes. We estimated that on average 15.7% of the hospitalized COVID-19 patients were likely to suffer from at least one PASC symptom and almost 5.98%, on average, had multiple symptoms. Joint pain and dyspnea had the highest prevalence, with an average prevalence of 5.45% and 4.53%, respectively. Interpretation: We provided a scalable framework to every participating healthcare system for estimating PASC sub-phenotypes prevalence and temporal attributes, thus developing a unified model that characterizes augmented sub-phenotypes across the different systems. Funding: Authors are supported by National Institute of Allergy and Infectious Diseases, National Institute on Aging, National Center for Advancing Translational Sciences, National Medical Research Council, National Institute of Neurological Disorders and Stroke, European Union, National Institutes of Health, National Center for Advancing Translational Sciences. |
| first_indexed | 2024-03-12T00:42:01Z |
| format | Article |
| id | doaj.art-321cd57501934d31aa3bfa3d467b519b |
| institution | Directory Open Access Journal |
| issn | 2589-5370 |
| language | English |
| last_indexed | 2024-03-12T00:42:01Z |
| publishDate | 2023-10-01 |
| publisher | Elsevier |
| record_format | Article |
| series | EClinicalMedicine |
| spelling | doaj.art-321cd57501934d31aa3bfa3d467b519b2023-09-15T04:40:11ZengElsevierEClinicalMedicine2589-53702023-10-0164102210Characterization of long COVID temporal sub-phenotypes by distributed representation learning from electronic health record data: a cohort studyResearch in ContextArianna Dagliati0Zachary H. Strasser1Zahra Shakeri Hossein Abad2Jeffrey G. Klann3Kavishwar B. Wagholikar4Rebecca Mesa5Shyam Visweswaran6Michele Morris7Yuan Luo8Darren W. Henderson9Malarkodi Jebathilagam Samayamuthu10Bryce W.Q. Tan11Guillame Verdy12Gilbert S. Omenn13Zongqi Xia14Riccardo Bellazzi15Shawn N. Murphy16John H. Holmes17Hossein Estiri18James R. AaronGiuseppe AgapitoAdem AlbayrakGiuseppe AlbiMario AlessianiAnna AlloniDanilo F. Amendola François AngoulvantLi L.L.J. AnthonyBruce J. AronowFatima AshrafAndrew AtzPaul AvillachPaula S. AzevedoJames BalshiBrett K. Beaulieu-JonesDouglas S. BellAntonio BellasiRiccardo BellazziVincent BenoitMichele BeraghiJosé Luis Bernal-SobrinoMélodie BernauxRomain BeySurbhi BhatnagarAlvar Blanco-MartínezClara-Lea BonzelJohn BoothSilvano BosariFlorence T. BourgeoisRobert L. BradfordGabriel A. BratStéphane BréantNicholas W. BrownRaffaele BrunoWilliam A. BryantMauro BucaloEmily BucholzAnita BurgunTianxi CaiMario CannataroAldo CarmonaCharlotte CaucheteuxJulien ChampJin ChenKrista Y. ChenLuca ChiovatoLorenzo ChiudinelliKelly ChoJames J. CiminoTiago K. ColicchioSylvie CormontSébastien CossinJean B. CraigJuan Luis Cruz-BermúdezJaime Cruz-RojoArianna DagliatiMohamad DaniarChristel DanielPriyam DasBatsal DevkotaAudrey DionneRui DuanJulien DubielScott L. DuVallLoic EsteveHossein EstiriShirley FanRobert W. FollettThomas GanslandtNoelia García- BarrioLana X. GarmireNils GehlenborgEmily J. GetzenAlon GevaTobias GradingerAlexandre GramfortRomain GriffierNicolas GriffonOlivier GriselAlba Gutiérrez-SacristánLarry HanDavid A. HanauerChristian HaverkampDerek Y. HazardBing HeDarren W. HendersonMartin HilkaYuk-Lam HoJohn H. HolmesChuan HongKenneth M. HulingMeghan R. HutchRichard W. IssittAnne Sophie JannotVianney JouhetRamakanth KavuluruMark S. KellerChris J. KennedyDaniel A. KeyKatie KirchoffJeffrey G. KlannIsaac S. KohaneIan D. KrantzDetlef KraskaAshok K. KrishnamurthySehi L'YiTrang T. LeJudith LeblancGuillaume LemaitreLeslie LenertDamien LeprovostMolei LiuNe Hooi Will LohQi LongSara Lozano-ZahoneroYuan LuoKristine E. LynchSadiqa MahmoodSarah E. MaidlowAdeline MakoudjouAlberto MaloviniKenneth D. MandlChengsheng MaoAnupama MaramPatricia MartelMarcelo R. MartinsJayson S. MarwahaAaron J. MasinoMaria MazzitelliArthur MenschMarianna MilanoMarcos F. MinicucciBertrand MoalTaha Mohseni AhooyiJason H. MooreCinta MoraledaJeffrey S. MorrisMichele MorrisKaryn L. MoshalSajad MousaviDanielle L. MoweryDouglas A. MuradShawn N. MurphyThomas P. NaughtonCarlos Tadeu Breda NetoAntoine NeurazJane NewburgerKee Yuan NgiamWanjiku F.M. NjorogeJames B. NormanJihad ObeidMarina P. OkoshiKaren L. OlsonGilbert S. OmennNina OrlovaBrian D. OstasiewskiNathan P. PalmerNicolas ParisLav P. PatelMiguel Pedrera-JiménezEmily R. PfaffAshley C. PfaffDanielle PillionSara PizzimentiHans U. ProkoschRobson A. PrudenteAndrea PrunottoVíctor Quirós-GonzálezRachel B. RamoniMaryna RaskinSiegbert RiegGustavo Roig-DomínguezPablo RojoPaula Rubio-MayoPaolo SacchiCarlos SáezElisa SalamancaMalarkodi Jebathilagam SamayamuthuL. Nelson Sanchez-PintoArnaud SandrinNandhini SanthanamJanaina C.C. SantosFernando J. Sanz VidorretaMaria SavinoEmily R. SchriverPetra SchubertJuergen SchuettlerLuigia ScudellerNeil J. SebirePablo Serrano-BalazotePatricia SerreArnaud Serret-LarmandeMohsin ShahZahra Shakeri Hossein AbadDomenick SilvioPiotr SlizJiyeon SonCharles SondayAndrew M. SouthAnastasia SpiridouZachary H. StrasserAmelia L.M. TanBryce W.Q. TanByorn W.L. TanSuzana E. TanniDeanne M. TaylorAna I. Terriza-TorresValentina TibolloPatric TippmannEmma M.S. TohCarlo TortiEnrico M. TrecarichiYi-Ju TsengAndrew K. VallejosGael VaroquauxMargaret E. VellaGuillaume VerdyJill-Jênn VieShyam VisweswaranMichele VitaccaKavishwar B. WagholikarLemuel R. WaitmanXuan WangDemian WassermannGriffin M. WeberMartin WolkewitzScott WongZongqi XiaXin XiongYe YeNadir YehyaWilliam YuanAlberto ZambelliHarrison G. ZhangDaniela Zo¨llerValentina ZuccaroChiara ZuccoDepartment of Electrical Computer and Biomedical Engineering, University of Pavia, Pavia, Italy; Corresponding author. Laboratory for Biomedical Informatics ''Mario Stefanelli'', Department of Electrical, Computer and Biomedical Engineering, University of Pavia, Via Ferrata 1, 27100, Pavia, Italy.Department of Medicine, Massachusetts General Hospital, Boston, United StatesUniversity of Toronto, Dalla Lana School of Public Health, Toronto, CanadaDepartment of Medicine, Massachusetts General Hospital, Boston, United StatesDepartment of Medicine, Massachusetts General Hospital, Boston, United StatesDepartment of Electrical Computer and Biomedical Engineering, University of Pavia, Pavia, ItalyDepartment of Biomedical Informatics, University of Pittsburgh, Pittsburgh, United StatesDepartment of Biomedical Informatics, University of Pittsburgh, Pittsburgh, United StatesDepartment of Preventive Medicine, Northwestern University, Chicago, United StatesUniversity of Kentucky, Center for Clinical and Translational Science, Lexington, United StatesDepartment of Biomedical Informatics, University of Pittsburgh, Pittsburgh, United StatesNational University Hospital, Singapore Department of Medicine, SingaporeBordeaux University Hospital, IAM Unit, Bordeaux, FranceUniversity of Michigan, Department of Computational Medicine and Bioinformatics, Internal Medicine, Human Genetics, and School of Public Health, Ann Arbor, United StatesUniversity of Pittsburgh Department of Neurology, Pittsburgh, United StatesDepartment of Electrical Computer and Biomedical Engineering, University of Pavia, Pavia, ItalyDepartment of Neurology, Massachusetts General Hospital, Boston, United StatesUniversity of Pennsylvania Perelman School of Medicine, Department of Biostatistics, Epidemiology, and Informatics, Institute for Biomedical Informatics, Philadelphia, United StatesDepartment of Medicine, Massachusetts General Hospital, Boston, United StatesSummary: Background: Characterizing Post-Acute Sequelae of COVID (SARS-CoV-2 Infection), or PASC has been challenging due to the multitude of sub-phenotypes, temporal attributes, and definitions. Scalable characterization of PASC sub-phenotypes can enhance screening capacities, disease management, and treatment planning. Methods: We conducted a retrospective multi-centre observational cohort study, leveraging longitudinal electronic health record (EHR) data of 30,422 patients from three healthcare systems in the Consortium for the Clinical Characterization of COVID-19 by EHR (4CE). From the total cohort, we applied a deductive approach on 12,424 individuals with follow-up data and developed a distributed representation learning process for providing augmented definitions for PASC sub-phenotypes. Findings: Our framework characterized seven PASC sub-phenotypes. We estimated that on average 15.7% of the hospitalized COVID-19 patients were likely to suffer from at least one PASC symptom and almost 5.98%, on average, had multiple symptoms. Joint pain and dyspnea had the highest prevalence, with an average prevalence of 5.45% and 4.53%, respectively. Interpretation: We provided a scalable framework to every participating healthcare system for estimating PASC sub-phenotypes prevalence and temporal attributes, thus developing a unified model that characterizes augmented sub-phenotypes across the different systems. Funding: Authors are supported by National Institute of Allergy and Infectious Diseases, National Institute on Aging, National Center for Advancing Translational Sciences, National Medical Research Council, National Institute of Neurological Disorders and Stroke, European Union, National Institutes of Health, National Center for Advancing Translational Sciences.http://www.sciencedirect.com/science/article/pii/S2589537023003875Post-acute sequelae of SARS-CoV-2PASCCOVID-19SARS-CoV-2Electronic health records |
| spellingShingle | Arianna Dagliati Zachary H. Strasser Zahra Shakeri Hossein Abad Jeffrey G. Klann Kavishwar B. Wagholikar Rebecca Mesa Shyam Visweswaran Michele Morris Yuan Luo Darren W. Henderson Malarkodi Jebathilagam Samayamuthu Bryce W.Q. Tan Guillame Verdy Gilbert S. Omenn Zongqi Xia Riccardo Bellazzi Shawn N. Murphy John H. Holmes Hossein Estiri James R. Aaron Giuseppe Agapito Adem Albayrak Giuseppe Albi Mario Alessiani Anna Alloni Danilo F. Amendola François Angoulvant Li L.L.J. Anthony Bruce J. Aronow Fatima Ashraf Andrew Atz Paul Avillach Paula S. Azevedo James Balshi Brett K. Beaulieu-Jones Douglas S. Bell Antonio Bellasi Riccardo Bellazzi Vincent Benoit Michele Beraghi José Luis Bernal-Sobrino Mélodie Bernaux Romain Bey Surbhi Bhatnagar Alvar Blanco-Martínez Clara-Lea Bonzel John Booth Silvano Bosari Florence T. Bourgeois Robert L. Bradford Gabriel A. Brat Stéphane Bréant Nicholas W. Brown Raffaele Bruno William A. Bryant Mauro Bucalo Emily Bucholz Anita Burgun Tianxi Cai Mario Cannataro Aldo Carmona Charlotte Caucheteux Julien Champ Jin Chen Krista Y. Chen Luca Chiovato Lorenzo Chiudinelli Kelly Cho James J. Cimino Tiago K. Colicchio Sylvie Cormont Sébastien Cossin Jean B. Craig Juan Luis Cruz-Bermúdez Jaime Cruz-Rojo Arianna Dagliati Mohamad Daniar Christel Daniel Priyam Das Batsal Devkota Audrey Dionne Rui Duan Julien Dubiel Scott L. DuVall Loic Esteve Hossein Estiri Shirley Fan Robert W. Follett Thomas Ganslandt Noelia García- Barrio Lana X. Garmire Nils Gehlenborg Emily J. Getzen Alon Geva Tobias Gradinger Alexandre Gramfort Romain Griffier Nicolas Griffon Olivier Grisel Alba Gutiérrez-Sacristán Larry Han David A. Hanauer Christian Haverkamp Derek Y. Hazard Bing He Darren W. Henderson Martin Hilka Yuk-Lam Ho John H. Holmes Chuan Hong Kenneth M. Huling Meghan R. Hutch Richard W. Issitt Anne Sophie Jannot Vianney Jouhet Ramakanth Kavuluru Mark S. Keller Chris J. Kennedy Daniel A. Key Katie Kirchoff Jeffrey G. Klann Isaac S. Kohane Ian D. Krantz Detlef Kraska Ashok K. Krishnamurthy Sehi L'Yi Trang T. Le Judith Leblanc Guillaume Lemaitre Leslie Lenert Damien Leprovost Molei Liu Ne Hooi Will Loh Qi Long Sara Lozano-Zahonero Yuan Luo Kristine E. Lynch Sadiqa Mahmood Sarah E. Maidlow Adeline Makoudjou Alberto Malovini Kenneth D. Mandl Chengsheng Mao Anupama Maram Patricia Martel Marcelo R. Martins Jayson S. Marwaha Aaron J. Masino Maria Mazzitelli Arthur Mensch Marianna Milano Marcos F. Minicucci Bertrand Moal Taha Mohseni Ahooyi Jason H. Moore Cinta Moraleda Jeffrey S. Morris Michele Morris Karyn L. Moshal Sajad Mousavi Danielle L. Mowery Douglas A. Murad Shawn N. Murphy Thomas P. Naughton Carlos Tadeu Breda Neto Antoine Neuraz Jane Newburger Kee Yuan Ngiam Wanjiku F.M. Njoroge James B. Norman Jihad Obeid Marina P. Okoshi Karen L. Olson Gilbert S. Omenn Nina Orlova Brian D. Ostasiewski Nathan P. Palmer Nicolas Paris Lav P. Patel Miguel Pedrera-Jiménez Emily R. Pfaff Ashley C. Pfaff Danielle Pillion Sara Pizzimenti Hans U. Prokosch Robson A. Prudente Andrea Prunotto Víctor Quirós-González Rachel B. Ramoni Maryna Raskin Siegbert Rieg Gustavo Roig-Domínguez Pablo Rojo Paula Rubio-Mayo Paolo Sacchi Carlos Sáez Elisa Salamanca Malarkodi Jebathilagam Samayamuthu L. Nelson Sanchez-Pinto Arnaud Sandrin Nandhini Santhanam Janaina C.C. Santos Fernando J. Sanz Vidorreta Maria Savino Emily R. Schriver Petra Schubert Juergen Schuettler Luigia Scudeller Neil J. Sebire Pablo Serrano-Balazote Patricia Serre Arnaud Serret-Larmande Mohsin Shah Zahra Shakeri Hossein Abad Domenick Silvio Piotr Sliz Jiyeon Son Charles Sonday Andrew M. South Anastasia Spiridou Zachary H. Strasser Amelia L.M. Tan Bryce W.Q. Tan Byorn W.L. Tan Suzana E. Tanni Deanne M. Taylor Ana I. Terriza-Torres Valentina Tibollo Patric Tippmann Emma M.S. Toh Carlo Torti Enrico M. Trecarichi Yi-Ju Tseng Andrew K. Vallejos Gael Varoquaux Margaret E. Vella Guillaume Verdy Jill-Jênn Vie Shyam Visweswaran Michele Vitacca Kavishwar B. Wagholikar Lemuel R. Waitman Xuan Wang Demian Wassermann Griffin M. Weber Martin Wolkewitz Scott Wong Zongqi Xia Xin Xiong Ye Ye Nadir Yehya William Yuan Alberto Zambelli Harrison G. Zhang Daniela Zo¨ller Valentina Zuccaro Chiara Zucco Characterization of long COVID temporal sub-phenotypes by distributed representation learning from electronic health record data: a cohort studyResearch in Context EClinicalMedicine Post-acute sequelae of SARS-CoV-2 PASC COVID-19 SARS-CoV-2 Electronic health records |
| title | Characterization of long COVID temporal sub-phenotypes by distributed representation learning from electronic health record data: a cohort studyResearch in Context |
| title_full | Characterization of long COVID temporal sub-phenotypes by distributed representation learning from electronic health record data: a cohort studyResearch in Context |
| title_fullStr | Characterization of long COVID temporal sub-phenotypes by distributed representation learning from electronic health record data: a cohort studyResearch in Context |
| title_full_unstemmed | Characterization of long COVID temporal sub-phenotypes by distributed representation learning from electronic health record data: a cohort studyResearch in Context |
| title_short | Characterization of long COVID temporal sub-phenotypes by distributed representation learning from electronic health record data: a cohort studyResearch in Context |
| title_sort | characterization of long covid temporal sub phenotypes by distributed representation learning from electronic health record data a cohort studyresearch in context |
| topic | Post-acute sequelae of SARS-CoV-2 PASC COVID-19 SARS-CoV-2 Electronic health records |
| url | http://www.sciencedirect.com/science/article/pii/S2589537023003875 |
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