Cargando…

Identifying environmental risk factors for post-acute sequelae of SARS-CoV-2 infection: An EHR-based cohort study from the recover program

Post-acute sequelae of SARS-CoV-2 infection (PASC) affects a wide range of organ systems among a large proportion of patients with SARS-CoV-2 infection. Although studies have identified a broad set of patient-level risk factors for PASC, little is known about the association between “exposome”—the t...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhang, Yongkang, Hu, Hui, Fokaidis, Vasilios, V, Colby Lewis, Xu, Jie, Zang, Chengxi, Xu, Zhenxing, Wang, Fei, Koropsak, Michael, Bian, Jiang, Hall, Jaclyn, Rothman, Russell L., Shenkman, Elizabeth A., Wei, Wei-Qi, Weiner, Mark G., Carton, Thomas W., Kaushal, Rainu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Author(s). Published by Elsevier Ltd. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9907788/
https://www.ncbi.nlm.nih.gov/pubmed/36785842
http://dx.doi.org/10.1016/j.envadv.2023.100352
_version_ 1784884243078316032
author Zhang, Yongkang
Hu, Hui
Fokaidis, Vasilios
V, Colby Lewis
Xu, Jie
Zang, Chengxi
Xu, Zhenxing
Wang, Fei
Koropsak, Michael
Bian, Jiang
Hall, Jaclyn
Rothman, Russell L.
Shenkman, Elizabeth A.
Wei, Wei-Qi
Weiner, Mark G.
Carton, Thomas W.
Kaushal, Rainu
author_facet Zhang, Yongkang
Hu, Hui
Fokaidis, Vasilios
V, Colby Lewis
Xu, Jie
Zang, Chengxi
Xu, Zhenxing
Wang, Fei
Koropsak, Michael
Bian, Jiang
Hall, Jaclyn
Rothman, Russell L.
Shenkman, Elizabeth A.
Wei, Wei-Qi
Weiner, Mark G.
Carton, Thomas W.
Kaushal, Rainu
author_sort Zhang, Yongkang
collection PubMed
description Post-acute sequelae of SARS-CoV-2 infection (PASC) affects a wide range of organ systems among a large proportion of patients with SARS-CoV-2 infection. Although studies have identified a broad set of patient-level risk factors for PASC, little is known about the association between “exposome”—the totality of environmental exposures and the risk of PASC. Using electronic health data of patients with COVID-19 from two large clinical research networks in New York City and Florida, we identified environmental risk factors for 23 PASC symptoms and conditions from nearly 200 exposome factors. The three domains of exposome include natural environment, built environment, and social environment. We conducted a two-phase environment-wide association study. In Phase 1, we ran a mixed effects logistic regression with 5-digit ZIP Code tabulation area (ZCTA5) random intercepts for each PASC outcome and each exposome factor, adjusting for a comprehensive set of patient-level confounders. In Phase 2, we ran a mixed effects logistic regression for each PASC outcome including all significant (false positive discovery adjusted p-value < 0.05) exposome characteristics identified from Phase I and adjusting for confounders. We identified air toxicants (e.g., methyl methacrylate), particulate matter (PM(2.5)) compositions (e.g., ammonium), neighborhood deprivation, and built environment (e.g., food access) that were associated with increased risk of PASC conditions related to nervous, blood, circulatory, endocrine, and other organ systems. Specific environmental risk factors for each PASC condition and symptom were different across the New York City area and Florida. Future research is warranted to extend the analyses to other regions and examine more granular exposome characteristics to inform public health efforts to help patients recover from SARS-CoV-2 infection.
format Online
Article
Text
id pubmed-9907788
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher The Author(s). Published by Elsevier Ltd.
record_format MEDLINE/PubMed
spelling pubmed-99077882023-02-09 Identifying environmental risk factors for post-acute sequelae of SARS-CoV-2 infection: An EHR-based cohort study from the recover program Zhang, Yongkang Hu, Hui Fokaidis, Vasilios V, Colby Lewis Xu, Jie Zang, Chengxi Xu, Zhenxing Wang, Fei Koropsak, Michael Bian, Jiang Hall, Jaclyn Rothman, Russell L. Shenkman, Elizabeth A. Wei, Wei-Qi Weiner, Mark G. Carton, Thomas W. Kaushal, Rainu Environ Adv Article Post-acute sequelae of SARS-CoV-2 infection (PASC) affects a wide range of organ systems among a large proportion of patients with SARS-CoV-2 infection. Although studies have identified a broad set of patient-level risk factors for PASC, little is known about the association between “exposome”—the totality of environmental exposures and the risk of PASC. Using electronic health data of patients with COVID-19 from two large clinical research networks in New York City and Florida, we identified environmental risk factors for 23 PASC symptoms and conditions from nearly 200 exposome factors. The three domains of exposome include natural environment, built environment, and social environment. We conducted a two-phase environment-wide association study. In Phase 1, we ran a mixed effects logistic regression with 5-digit ZIP Code tabulation area (ZCTA5) random intercepts for each PASC outcome and each exposome factor, adjusting for a comprehensive set of patient-level confounders. In Phase 2, we ran a mixed effects logistic regression for each PASC outcome including all significant (false positive discovery adjusted p-value < 0.05) exposome characteristics identified from Phase I and adjusting for confounders. We identified air toxicants (e.g., methyl methacrylate), particulate matter (PM(2.5)) compositions (e.g., ammonium), neighborhood deprivation, and built environment (e.g., food access) that were associated with increased risk of PASC conditions related to nervous, blood, circulatory, endocrine, and other organ systems. Specific environmental risk factors for each PASC condition and symptom were different across the New York City area and Florida. Future research is warranted to extend the analyses to other regions and examine more granular exposome characteristics to inform public health efforts to help patients recover from SARS-CoV-2 infection. The Author(s). Published by Elsevier Ltd. 2023-04 2023-02-08 /pmc/articles/PMC9907788/ /pubmed/36785842 http://dx.doi.org/10.1016/j.envadv.2023.100352 Text en © 2023 The Author(s) Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active.
spellingShingle Article
Zhang, Yongkang
Hu, Hui
Fokaidis, Vasilios
V, Colby Lewis
Xu, Jie
Zang, Chengxi
Xu, Zhenxing
Wang, Fei
Koropsak, Michael
Bian, Jiang
Hall, Jaclyn
Rothman, Russell L.
Shenkman, Elizabeth A.
Wei, Wei-Qi
Weiner, Mark G.
Carton, Thomas W.
Kaushal, Rainu
Identifying environmental risk factors for post-acute sequelae of SARS-CoV-2 infection: An EHR-based cohort study from the recover program
title Identifying environmental risk factors for post-acute sequelae of SARS-CoV-2 infection: An EHR-based cohort study from the recover program
title_full Identifying environmental risk factors for post-acute sequelae of SARS-CoV-2 infection: An EHR-based cohort study from the recover program
title_fullStr Identifying environmental risk factors for post-acute sequelae of SARS-CoV-2 infection: An EHR-based cohort study from the recover program
title_full_unstemmed Identifying environmental risk factors for post-acute sequelae of SARS-CoV-2 infection: An EHR-based cohort study from the recover program
title_short Identifying environmental risk factors for post-acute sequelae of SARS-CoV-2 infection: An EHR-based cohort study from the recover program
title_sort identifying environmental risk factors for post-acute sequelae of sars-cov-2 infection: an ehr-based cohort study from the recover program
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9907788/
https://www.ncbi.nlm.nih.gov/pubmed/36785842
http://dx.doi.org/10.1016/j.envadv.2023.100352
work_keys_str_mv AT zhangyongkang identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram
AT huhui identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram
AT fokaidisvasilios identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram
AT vcolbylewis identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram
AT xujie identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram
AT zangchengxi identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram
AT xuzhenxing identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram
AT wangfei identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram
AT koropsakmichael identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram
AT bianjiang identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram
AT halljaclyn identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram
AT rothmanrusselll identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram
AT shenkmanelizabetha identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram
AT weiweiqi identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram
AT weinermarkg identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram
AT cartonthomasw identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram
AT kaushalrainu identifyingenvironmentalriskfactorsforpostacutesequelaeofsarscov2infectionanehrbasedcohortstudyfromtherecoverprogram