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International electronic health record-derived post-acute sequelae profiles of COVID-19 patients

The risk profiles of post-acute sequelae of COVID-19 (PASC) have not been well characterized in multi-national settings with appropriate controls. We leveraged electronic health record (EHR) data from 277 international hospitals representing 414,602 patients with COVID-19, 2.3 million control patien...

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Autores principales: Zhang, Harrison G., Dagliati, Arianna, Shakeri Hossein Abad, Zahra, Xiong, Xin, Bonzel, Clara-Lea, Xia, Zongqi, Tan, Bryce W. Q., Avillach, Paul, Brat, Gabriel A., Hong, Chuan, Morris, Michele, Visweswaran, Shyam, Patel, Lav P., Gutiérrez-Sacristán, Alba, Hanauer, David A., Holmes, John H., Samayamuthu, Malarkodi Jebathilagam, Bourgeois, Florence T., L’Yi, Sehi, Maidlow, Sarah E., Moal, Bertrand, Murphy, Shawn N., Strasser, Zachary H., Neuraz, Antoine, Ngiam, Kee Yuan, Loh, Ne Hooi Will, Omenn, Gilbert S., Prunotto, Andrea, Dalvin, Lauren A., Klann, Jeffrey G., Schubert, Petra, Vidorreta, Fernando J. Sanz, Benoit, Vincent, Verdy, Guillaume, Kavuluru, Ramakanth, Estiri, Hossein, Luo, Yuan, Malovini, Alberto, Tibollo, Valentina, Bellazzi, Riccardo, Cho, Kelly, Ho, Yuk-Lam, Tan, Amelia L. M., Tan, Byorn W. L., Gehlenborg, Nils, Lozano-Zahonero, Sara, Jouhet, Vianney, Chiovato, Luca, Aronow, Bruce J., Toh, Emma M. S., Wong, Wei Gen Scott, Pizzimenti, Sara, Wagholikar, Kavishwar B., Bucalo, Mauro, Cai, Tianxi, South, Andrew M., Kohane, Isaac S., Weber, Griffin M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9242995/
https://www.ncbi.nlm.nih.gov/pubmed/35768548
http://dx.doi.org/10.1038/s41746-022-00623-8
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author Zhang, Harrison G.
Dagliati, Arianna
Shakeri Hossein Abad, Zahra
Xiong, Xin
Bonzel, Clara-Lea
Xia, Zongqi
Tan, Bryce W. Q.
Avillach, Paul
Brat, Gabriel A.
Hong, Chuan
Morris, Michele
Visweswaran, Shyam
Patel, Lav P.
Gutiérrez-Sacristán, Alba
Hanauer, David A.
Holmes, John H.
Samayamuthu, Malarkodi Jebathilagam
Bourgeois, Florence T.
L’Yi, Sehi
Maidlow, Sarah E.
Moal, Bertrand
Murphy, Shawn N.
Strasser, Zachary H.
Neuraz, Antoine
Ngiam, Kee Yuan
Loh, Ne Hooi Will
Omenn, Gilbert S.
Prunotto, Andrea
Dalvin, Lauren A.
Klann, Jeffrey G.
Schubert, Petra
Vidorreta, Fernando J. Sanz
Benoit, Vincent
Verdy, Guillaume
Kavuluru, Ramakanth
Estiri, Hossein
Luo, Yuan
Malovini, Alberto
Tibollo, Valentina
Bellazzi, Riccardo
Cho, Kelly
Ho, Yuk-Lam
Tan, Amelia L. M.
Tan, Byorn W. L.
Gehlenborg, Nils
Lozano-Zahonero, Sara
Jouhet, Vianney
Chiovato, Luca
Aronow, Bruce J.
Toh, Emma M. S.
Wong, Wei Gen Scott
Pizzimenti, Sara
Wagholikar, Kavishwar B.
Bucalo, Mauro
Cai, Tianxi
South, Andrew M.
Kohane, Isaac S.
Weber, Griffin M.
author_facet Zhang, Harrison G.
Dagliati, Arianna
Shakeri Hossein Abad, Zahra
Xiong, Xin
Bonzel, Clara-Lea
Xia, Zongqi
Tan, Bryce W. Q.
Avillach, Paul
Brat, Gabriel A.
Hong, Chuan
Morris, Michele
Visweswaran, Shyam
Patel, Lav P.
Gutiérrez-Sacristán, Alba
Hanauer, David A.
Holmes, John H.
Samayamuthu, Malarkodi Jebathilagam
Bourgeois, Florence T.
L’Yi, Sehi
Maidlow, Sarah E.
Moal, Bertrand
Murphy, Shawn N.
Strasser, Zachary H.
Neuraz, Antoine
Ngiam, Kee Yuan
Loh, Ne Hooi Will
Omenn, Gilbert S.
Prunotto, Andrea
Dalvin, Lauren A.
Klann, Jeffrey G.
Schubert, Petra
Vidorreta, Fernando J. Sanz
Benoit, Vincent
Verdy, Guillaume
Kavuluru, Ramakanth
Estiri, Hossein
Luo, Yuan
Malovini, Alberto
Tibollo, Valentina
Bellazzi, Riccardo
Cho, Kelly
Ho, Yuk-Lam
Tan, Amelia L. M.
Tan, Byorn W. L.
Gehlenborg, Nils
Lozano-Zahonero, Sara
Jouhet, Vianney
Chiovato, Luca
Aronow, Bruce J.
Toh, Emma M. S.
Wong, Wei Gen Scott
Pizzimenti, Sara
Wagholikar, Kavishwar B.
Bucalo, Mauro
Cai, Tianxi
South, Andrew M.
Kohane, Isaac S.
Weber, Griffin M.
author_sort Zhang, Harrison G.
collection PubMed
description The risk profiles of post-acute sequelae of COVID-19 (PASC) have not been well characterized in multi-national settings with appropriate controls. We leveraged electronic health record (EHR) data from 277 international hospitals representing 414,602 patients with COVID-19, 2.3 million control patients without COVID-19 in the inpatient and outpatient settings, and over 221 million diagnosis codes to systematically identify new-onset conditions enriched among patients with COVID-19 during the post-acute period. Compared to inpatient controls, inpatient COVID-19 cases were at significant risk for angina pectoris (RR 1.30, 95% CI 1.09–1.55), heart failure (RR 1.22, 95% CI 1.10–1.35), cognitive dysfunctions (RR 1.18, 95% CI 1.07–1.31), and fatigue (RR 1.18, 95% CI 1.07–1.30). Relative to outpatient controls, outpatient COVID-19 cases were at risk for pulmonary embolism (RR 2.10, 95% CI 1.58–2.76), venous embolism (RR 1.34, 95% CI 1.17–1.54), atrial fibrillation (RR 1.30, 95% CI 1.13–1.50), type 2 diabetes (RR 1.26, 95% CI 1.16–1.36) and vitamin D deficiency (RR 1.19, 95% CI 1.09–1.30). Outpatient COVID-19 cases were also at risk for loss of smell and taste (RR 2.42, 95% CI 1.90–3.06), inflammatory neuropathy (RR 1.66, 95% CI 1.21–2.27), and cognitive dysfunction (RR 1.18, 95% CI 1.04–1.33). The incidence of post-acute cardiovascular and pulmonary conditions decreased across time among inpatient cases while the incidence of cardiovascular, digestive, and metabolic conditions increased among outpatient cases. Our study, based on a federated international network, systematically identified robust conditions associated with PASC compared to control groups, underscoring the multifaceted cardiovascular and neurological phenotype profiles of PASC.
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spelling pubmed-92429952022-06-30 International electronic health record-derived post-acute sequelae profiles of COVID-19 patients Zhang, Harrison G. Dagliati, Arianna Shakeri Hossein Abad, Zahra Xiong, Xin Bonzel, Clara-Lea Xia, Zongqi Tan, Bryce W. Q. Avillach, Paul Brat, Gabriel A. Hong, Chuan Morris, Michele Visweswaran, Shyam Patel, Lav P. Gutiérrez-Sacristán, Alba Hanauer, David A. Holmes, John H. Samayamuthu, Malarkodi Jebathilagam Bourgeois, Florence T. L’Yi, Sehi Maidlow, Sarah E. Moal, Bertrand Murphy, Shawn N. Strasser, Zachary H. Neuraz, Antoine Ngiam, Kee Yuan Loh, Ne Hooi Will Omenn, Gilbert S. Prunotto, Andrea Dalvin, Lauren A. Klann, Jeffrey G. Schubert, Petra Vidorreta, Fernando J. Sanz Benoit, Vincent Verdy, Guillaume Kavuluru, Ramakanth Estiri, Hossein Luo, Yuan Malovini, Alberto Tibollo, Valentina Bellazzi, Riccardo Cho, Kelly Ho, Yuk-Lam Tan, Amelia L. M. Tan, Byorn W. L. Gehlenborg, Nils Lozano-Zahonero, Sara Jouhet, Vianney Chiovato, Luca Aronow, Bruce J. Toh, Emma M. S. Wong, Wei Gen Scott Pizzimenti, Sara Wagholikar, Kavishwar B. Bucalo, Mauro Cai, Tianxi South, Andrew M. Kohane, Isaac S. Weber, Griffin M. NPJ Digit Med Article The risk profiles of post-acute sequelae of COVID-19 (PASC) have not been well characterized in multi-national settings with appropriate controls. We leveraged electronic health record (EHR) data from 277 international hospitals representing 414,602 patients with COVID-19, 2.3 million control patients without COVID-19 in the inpatient and outpatient settings, and over 221 million diagnosis codes to systematically identify new-onset conditions enriched among patients with COVID-19 during the post-acute period. Compared to inpatient controls, inpatient COVID-19 cases were at significant risk for angina pectoris (RR 1.30, 95% CI 1.09–1.55), heart failure (RR 1.22, 95% CI 1.10–1.35), cognitive dysfunctions (RR 1.18, 95% CI 1.07–1.31), and fatigue (RR 1.18, 95% CI 1.07–1.30). Relative to outpatient controls, outpatient COVID-19 cases were at risk for pulmonary embolism (RR 2.10, 95% CI 1.58–2.76), venous embolism (RR 1.34, 95% CI 1.17–1.54), atrial fibrillation (RR 1.30, 95% CI 1.13–1.50), type 2 diabetes (RR 1.26, 95% CI 1.16–1.36) and vitamin D deficiency (RR 1.19, 95% CI 1.09–1.30). Outpatient COVID-19 cases were also at risk for loss of smell and taste (RR 2.42, 95% CI 1.90–3.06), inflammatory neuropathy (RR 1.66, 95% CI 1.21–2.27), and cognitive dysfunction (RR 1.18, 95% CI 1.04–1.33). The incidence of post-acute cardiovascular and pulmonary conditions decreased across time among inpatient cases while the incidence of cardiovascular, digestive, and metabolic conditions increased among outpatient cases. Our study, based on a federated international network, systematically identified robust conditions associated with PASC compared to control groups, underscoring the multifaceted cardiovascular and neurological phenotype profiles of PASC. Nature Publishing Group UK 2022-06-29 /pmc/articles/PMC9242995/ /pubmed/35768548 http://dx.doi.org/10.1038/s41746-022-00623-8 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Zhang, Harrison G.
Dagliati, Arianna
Shakeri Hossein Abad, Zahra
Xiong, Xin
Bonzel, Clara-Lea
Xia, Zongqi
Tan, Bryce W. Q.
Avillach, Paul
Brat, Gabriel A.
Hong, Chuan
Morris, Michele
Visweswaran, Shyam
Patel, Lav P.
Gutiérrez-Sacristán, Alba
Hanauer, David A.
Holmes, John H.
Samayamuthu, Malarkodi Jebathilagam
Bourgeois, Florence T.
L’Yi, Sehi
Maidlow, Sarah E.
Moal, Bertrand
Murphy, Shawn N.
Strasser, Zachary H.
Neuraz, Antoine
Ngiam, Kee Yuan
Loh, Ne Hooi Will
Omenn, Gilbert S.
Prunotto, Andrea
Dalvin, Lauren A.
Klann, Jeffrey G.
Schubert, Petra
Vidorreta, Fernando J. Sanz
Benoit, Vincent
Verdy, Guillaume
Kavuluru, Ramakanth
Estiri, Hossein
Luo, Yuan
Malovini, Alberto
Tibollo, Valentina
Bellazzi, Riccardo
Cho, Kelly
Ho, Yuk-Lam
Tan, Amelia L. M.
Tan, Byorn W. L.
Gehlenborg, Nils
Lozano-Zahonero, Sara
Jouhet, Vianney
Chiovato, Luca
Aronow, Bruce J.
Toh, Emma M. S.
Wong, Wei Gen Scott
Pizzimenti, Sara
Wagholikar, Kavishwar B.
Bucalo, Mauro
Cai, Tianxi
South, Andrew M.
Kohane, Isaac S.
Weber, Griffin M.
International electronic health record-derived post-acute sequelae profiles of COVID-19 patients
title International electronic health record-derived post-acute sequelae profiles of COVID-19 patients
title_full International electronic health record-derived post-acute sequelae profiles of COVID-19 patients
title_fullStr International electronic health record-derived post-acute sequelae profiles of COVID-19 patients
title_full_unstemmed International electronic health record-derived post-acute sequelae profiles of COVID-19 patients
title_short International electronic health record-derived post-acute sequelae profiles of COVID-19 patients
title_sort international electronic health record-derived post-acute sequelae profiles of covid-19 patients
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9242995/
https://www.ncbi.nlm.nih.gov/pubmed/35768548
http://dx.doi.org/10.1038/s41746-022-00623-8
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