Skip to main content
U.S. flag

An official website of the United States government

Here’s how you know

Dot gov

Official websites use .gov
A .gov website belongs to an official government organization in the United States.

HTTPS

Secure .gov websites use HTTPS
A lock ( Lock A locked padlock ) or https:// means you’ve safely connected to the .gov website. Share sensitive information only on official, secure websites.

  • Environmental Topics
  • Laws & Regulations
  • Report a Violation
  • About EPA
Risk Assessment
Contact Us

PFAS & Multimorbidity: Using Electronic Health Records to probe systemic effects

On this page:

  • Overview
BACKGROUND AND AIM: Despite discontinued manufacture, per and poly-fluoroalkyl substances (PFAS) are a health concern for many communities due to their long half-lives. Several studies have associated PFAS with health effects, but few have examined whether PFAS exposure increases multimorbidity METHODS: A random sample of 10,168 patients from the University of North Carolina Healthcare System was evaluated for prevalence of multiple chronic health conditions and potential exposure to PFAS using electronic health records. PFAS exposure was assessed using data from the Unregulated Contaminant Monitoring Rule 3 based on residential zip code. We used logistic regression and cumulative link models (logit link) to associate public water system PFOA and PFHpA testing above the minimum reporting level with multimorbidity, i.e. the co-occurrence of two or more chronic diseases out of 17 chronic diseases determined by ICD-9 and ICD-10 codes. Models were adjusted for age, race, sex, smoking, socioeconomic status, and county-level confounders such as access to healthy foods and healthcare. Results are presented as the odds ratio (OR) and associated 95% confidence interval (CI). RESULTS:Increased prevalence of multimorbidity (OR = 1.32; 95% CI = 1.09-1.60) was associated with residing in a zip code served by a public water system that reported results above the MRL for PFOA or PFHpA. Exposure to either of these PFAS increased the odds of having an additional chronic condition by 38% (OR = 1.38; 95% CI = 1.17-1.62). Among diseases with at least 5% prevalence in our participants, hypertension had the strongest association with PFAS exposure (OR = 1.45; 95% CI = 1.18-1.80). CONCLUSIONS:This study demonstrates that exposure to PFAS via public water systems is associated with multimorbidity. These associations indicate the potential for PFAS to affect multiple organ systems and highlight the ongoing need to study these “forever chemicals”. This abstract does not represent EPA policy. KEYWORDS: PFAS, multi-morbidity, electronic health records

Impact/Purpose

This presentation describes associations between PFAS health effects and multimorbidity as observed in an electronic health record cohort. Provides important information on the systemic health effects of PFAS exposure.

Citation

Ward-Caviness, C., J. Moyer, A. Weaver, R. Devlin, AND D. Diaz-Sanchez. PFAS & Multimorbidity: Using Electronic Health Records to probe systemic effects. BOSC, NA-Virtual, NC, September 29 - 30, 2021.
  • Risk Assessment Home
  • About Risk Assessment
  • Risk Recent Additions
  • Human Health Risk Assessment
  • Ecological Risk Assessment
  • Risk Advanced Search
    • Risk Publications
  • Risk Assessment Guidance
  • Risk Tools and Databases
  • Superfund Risk Assessment
  • Where you live
Contact Us to ask a question, provide feedback, or report a problem.
Last updated on April 01, 2023
United States Environmental Protection Agency

Discover.

  • Accessibility Statement
  • Budget & Performance
  • Contracting
  • EPA www Web Snapshots
  • Grants
  • No FEAR Act Data
  • Privacy
  • Privacy and Security Notice

Connect.

  • Data
  • Inspector General
  • Jobs
  • Newsroom
  • Open Government
  • Regulations.gov
  • Subscribe
  • USA.gov
  • White House

Ask.

  • Contact EPA
  • EPA Disclaimers
  • Hotlines
  • FOIA Requests
  • Frequent Questions

Follow.