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

被引:6
作者
Boland, Mary Regina [1 ,2 ,3 ,4 ]
Davidson, Lena M. [1 ]
Canelon, Silvia P. [1 ]
Meeker, Jessica [1 ]
Penning, Trevor [3 ]
Holmes, John H. [1 ,2 ]
Moore, Jason H. [1 ,2 ]
机构
[1] Univ Penn, Perelman Sch Med, Dept Biostat Epidemiol & Informat, Philadelphia, PA 19104 USA
[2] Univ Penn, Inst Biomed Informat, Philadelphia, PA 19104 USA
[3] Univ Penn, Ctr Excellence Environm Toxicol, Philadelphia, PA 19104 USA
[4] Childrens Hosp Philadelphia, Dept Biomed & Hlth Informat, Philadelphia, PA 19104 USA
关键词
PERFLUOROOCTANOIC ACID; SERUM-LIPIDS; SEX-RATIO; POPULATION; DIOXIN; WOMEN; PFOA; RISK; ASSOCIATION; PROTEINURIA;
D O I
10.1038/s41746-021-00494-5
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
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.
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页数:10
相关论文
共 47 条
[1]  
ATSDR (Agency for Toxic Substances and Disease Registry, 2018, TOXICOLOGICAL PROFIL
[2]   Perfluorooctanoic Acid (PFOA) Exposures and Incident Cancers among Adults Living Near a Chemical Plant [J].
Barry, Vaughn ;
Winquist, Andrea ;
Steenland, Kyle .
ENVIRONMENTAL HEALTH PERSPECTIVES, 2013, 121 (11-12) :1313-1318
[3]   Exceptionally High Serum Concentrations of Perfluorohexanesulfonate in a Canadian Family are Linked to Home Carpet Treatment Applications [J].
Beesoon, Sanjay ;
Genuis, Stephen J. ;
Benskin, Jonathan P. ;
Martin, Jonathan W. .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2012, 46 (23) :12960-12967
[4]   Female Reproductive Performance and Maternal Birth Month: A Comprehensive Meta-Analysis Exploring Multiple Seasonal Mechanisms [J].
Boland, Mary Regina ;
Fieder, Martin ;
John, Luis H. ;
Rijnbeek, Peter R. ;
Huber, Susanne .
SCIENTIFIC REPORTS, 2020, 10 (01)
[5]   Applied Veterinary Informatics: Development of a Semantic and Domain-Specific Method to Construct a Canine Data Repository [J].
Boland, Mary Regina ;
Casal, Margret L. ;
Kraus, Marc S. ;
Gelzer, Anna R. .
SCIENTIFIC REPORTS, 2019, 9 (1)
[6]   Cardiovascular Disease Risk Varies by Birth Month in CaninesN [J].
Boland, Mary Regina ;
Kraus, Marc S. ;
Dziuk, Eddie ;
Gelzer, Anna R. .
SCIENTIFIC REPORTS, 2018, 8
[7]   Uncovering exposures responsible for birth season - disease effects: a global study [J].
Boland, Mary Regina ;
Parhi, Pradipta ;
Li, Li ;
Miotto, Riccardo ;
Carroll, Robert ;
Iqbal, Usman ;
Phung-Anh Nguyen ;
Schuemie, Martijn ;
You, Seng Chan ;
Smith, Donahue ;
Mooney, Sean ;
Ryan, Patrick ;
Li, Yu-Chuan ;
Park, Rae Woong ;
Denny, Josh ;
Dudley, Joel T. ;
Hripcsak, George ;
Gentine, Pierre ;
Tatonetti, Nicholas P. .
JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2018, 25 (03) :275-288
[8]   Birth month affects lifetime disease risk: a phenome-wide method [J].
Boland, Mary Regina ;
Shahn, Zachary ;
Madigan, David ;
Hripcsak, George ;
Tatonetti, Nicholas P. .
JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2015, 22 (05) :1042-1053
[9]  
Boland MR, 2019, NEW ENGL J MED, V380, P692, DOI 10.1056/NEJMc1817539
[10]  
Bonakdaran S, 2011, IRAN J KIDNEY DIS, V5, P21