Harnessing electronic health records to study emerging environmental disasters: a proof of concept with perfluoroalkyl substances (PFAS)

Abstract Environmental disasters are anthropogenic catastrophic events that affect health. Famous disasters include the Seveso disaster and the Fukushima-Daiichi nuclear meltdown, which had disastrous health consequences. Traditional methods for studying environmental disasters are costly and time-i...

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Main Authors: Mary Regina Boland, Lena M. Davidson, Silvia P. Canelón, Jessica Meeker, Trevor Penning, John H. Holmes, Jason H. Moore
Format: Article
Language:English
Published: Nature Publishing Group 2021-08-01
Series:npj Digital Medicine
Online Access:https://doi.org/10.1038/s41746-021-00494-5
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spelling doaj-dc4162111a104f81a0c7b2e7ef91143e2021-08-15T11:08:46ZengNature Publishing Groupnpj Digital Medicine2398-63522021-08-014111010.1038/s41746-021-00494-5Harnessing electronic health records to study emerging environmental disasters: a proof of concept with perfluoroalkyl substances (PFAS)Mary Regina Boland0Lena M. Davidson1Silvia P. Canelón2Jessica Meeker3Trevor Penning4John H. Holmes5Jason H. Moore6Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of PennsylvaniaDepartment of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of PennsylvaniaDepartment of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of PennsylvaniaDepartment of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of PennsylvaniaCenter for Excellence in Environmental Toxicology, University of PennsylvaniaDepartment of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of PennsylvaniaDepartment of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of PennsylvaniaAbstract Environmental disasters are anthropogenic catastrophic events that affect health. Famous disasters include the Seveso disaster and the Fukushima-Daiichi nuclear meltdown, which had disastrous health consequences. Traditional methods for studying environmental disasters are costly and time-intensive. We propose the use of electronic health records (EHR) and informatics methods to study the health effects of emergent environmental disasters in a cost-effective manner. An emergent environmental disaster is exposure to perfluoroalkyl substances (PFAS) in the Philadelphia area. Penn Medicine (PennMed) comprises multiple hospitals and facilities within the Philadelphia Metropolitan area, including over three thousand PFAS-exposed women living in one of the highest PFAS exposure areas nationwide. We developed a high-throughput method that utilizes only EHR data to evaluate the disease risk in this heavily exposed population. We replicated all five disease/conditions implicated by PFAS exposure, including hypercholesterolemia, thyroid disease, proteinuria, kidney disease and colitis, either directly or via closely related diagnoses. Using EHRs coupled with informatics enables the health impacts of environmental disasters to be more easily studied in large cohorts versus traditional methods that rely on interviews and expensive serum-based testing. By reducing cost and increasing the diversity of individuals included in studies, we can overcome many of the hurdles faced by previous studies, including a lack of racial and ethnic diversity. This proof-of-concept study confirms that EHRs can be used to study human health and disease impacts of environmental disasters and produces equivalent disease-exposure knowledge to prospective epidemiology studies while remaining cost-effective.https://doi.org/10.1038/s41746-021-00494-5
collection DOAJ
language English
format Article
sources DOAJ
author Mary Regina Boland
Lena M. Davidson
Silvia P. Canelón
Jessica Meeker
Trevor Penning
John H. Holmes
Jason H. Moore
spellingShingle Mary Regina Boland
Lena M. Davidson
Silvia P. Canelón
Jessica Meeker
Trevor Penning
John H. Holmes
Jason H. Moore
Harnessing electronic health records to study emerging environmental disasters: a proof of concept with perfluoroalkyl substances (PFAS)
npj Digital Medicine
author_facet Mary Regina Boland
Lena M. Davidson
Silvia P. Canelón
Jessica Meeker
Trevor Penning
John H. Holmes
Jason H. Moore
author_sort Mary Regina Boland
title Harnessing electronic health records to study emerging environmental disasters: a proof of concept with perfluoroalkyl substances (PFAS)
title_short Harnessing electronic health records to study emerging environmental disasters: a proof of concept with perfluoroalkyl substances (PFAS)
title_full Harnessing electronic health records to study emerging environmental disasters: a proof of concept with perfluoroalkyl substances (PFAS)
title_fullStr Harnessing electronic health records to study emerging environmental disasters: a proof of concept with perfluoroalkyl substances (PFAS)
title_full_unstemmed Harnessing electronic health records to study emerging environmental disasters: a proof of concept with perfluoroalkyl substances (PFAS)
title_sort harnessing electronic health records to study emerging environmental disasters: a proof of concept with perfluoroalkyl substances (pfas)
publisher Nature Publishing Group
series npj Digital Medicine
issn 2398-6352
publishDate 2021-08-01
description Abstract Environmental disasters are anthropogenic catastrophic events that affect health. Famous disasters include the Seveso disaster and the Fukushima-Daiichi nuclear meltdown, which had disastrous health consequences. Traditional methods for studying environmental disasters are costly and time-intensive. We propose the use of electronic health records (EHR) and informatics methods to study the health effects of emergent environmental disasters in a cost-effective manner. An emergent environmental disaster is exposure to perfluoroalkyl substances (PFAS) in the Philadelphia area. Penn Medicine (PennMed) comprises multiple hospitals and facilities within the Philadelphia Metropolitan area, including over three thousand PFAS-exposed women living in one of the highest PFAS exposure areas nationwide. We developed a high-throughput method that utilizes only EHR data to evaluate the disease risk in this heavily exposed population. We replicated all five disease/conditions implicated by PFAS exposure, including hypercholesterolemia, thyroid disease, proteinuria, kidney disease and colitis, either directly or via closely related diagnoses. Using EHRs coupled with informatics enables the health impacts of environmental disasters to be more easily studied in large cohorts versus traditional methods that rely on interviews and expensive serum-based testing. By reducing cost and increasing the diversity of individuals included in studies, we can overcome many of the hurdles faced by previous studies, including a lack of racial and ethnic diversity. This proof-of-concept study confirms that EHRs can be used to study human health and disease impacts of environmental disasters and produces equivalent disease-exposure knowledge to prospective epidemiology studies while remaining cost-effective.
url https://doi.org/10.1038/s41746-021-00494-5
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