Prenatal Per- and Polyfluoroalkyl Substances and Body Mass Index Trajectories in Childhood: Application of Multiphase Growth Mixture Models across the ECHO Cohort

Abstract We examined the associations of prenatal per- and polyfluoroalkyl substance (PFAS) exposures with body mass index (BMI) trajectories and growth parameters in the Environmental Influences on Child Health Outcomes Cohort. Maternal PFAS concentrations (perfluorohexanesulfonic acid [PFHxS], perfluorooctanesulfonic acid [PFOS], perfluorooctanoic acid [PFOA], perfluorononanoic acid [PFNA], perfluorodecanoic acid [PFDA], perfluoroundecanoic acid [PFUnDA], and N-methyl perfluorooctane sulfonamidoacetic acid [NMFOSAA]) were measured in serum or plasma during pregnancy. BMI trajectories and growth parameters were estimated using multiphase growth mixture modeling. Among 1,125 children ages 1–9.5 years, we identified a typical BMI trajectory (n = 998, 89%; reference group) and an atypical BMI trajectory characterized by early and rapid BMI increases (n = 127, 11%). Maternal PFOA (adjusted risk ratio [RR] = 1.22 per doubling; 95% CI = 1.05–1.41) and PFOS (adjusted RR = 1.14; 95% CI = 0.99–1.32) concentrations were associated with a higher risk of atypical trajectory membership. A doubling in maternal PFOA concentrations was associated with an earlier age at adiposity rebound by 19 (95% CI = 4–33) days. Other PFAS concentrations were not significantly associated with the atypical trajectory or adiposity rebound. In this pooled cohort study, higher prenatal exposure to certain PFAS was associated with a greater risk of an obesity-related growth trajectory and earlier adiposity rebound.

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Journal
Environmental Science & Technology
Published
2026-11-09
DOI
https://doi.org/10.1021/acs.est.6c04951
Primary Topic
Per- and polyfluoroalkyl substances research
Type
article
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article

Prenatal Per- and Polyfluoroalkyl Substances and Body Mass Index Trajectories in Childhood: Application of Multiphase Growth Mixture Models across the ECHO Cohort

D C Wallace, Megan E. Romano, Abby F. Fleisch, Anne P. Starling et al.
Environmental Science & Technology
Per- and polyfluoroalkyl substances research
article

Prenatal Per- and Polyfluoroalkyl Substances and Body Mass Index Trajectories in Childhood: Application of Multiphase Growth Mixture Models across the ECHO Cohort

D C Wallace, Megan E. Romano, Abby F. Fleisch, Anne P. Starling, Assiamira M. Ferrara, Tracey J. Woodruff, Jody M. Ganiban, Gyeyoon Yim, Margaret Rita Karagas, Jessie Poulin Buckley, Caitlin G. Howe, Taylor Etzel, Anne Lang Dunlop, Mingyu Zhang, Dana Dabelea, Chang Liu, Joseph M. Braun, Emily Oken, Susan L. Schantz, Adaeze W. Nzegwu, Sarah D. Geiger, ECHO Cohort Consortium, Lida Chatzi, Xuan Li
article en

Abstract

Abstract We examined the associations of prenatal per- and polyfluoroalkyl substance (PFAS) exposures with body mass index (BMI) trajectories and growth parameters in the Environmental Influences on Child Health Outcomes Cohort. Maternal PFAS concentrations (perfluorohexanesulfonic acid [PFHxS], perfluorooctanesulfonic acid [PFOS], perfluorooctanoic acid [PFOA], perfluorononanoic acid [PFNA], perfluorodecanoic acid [PFDA], perfluoroundecanoic acid [PFUnDA], and N-methyl perfluorooctane sulfonamidoacetic acid [NMFOSAA]) were measured in serum or plasma during pregnancy. BMI trajectories and growth parameters were estimated using multiphase growth mixture modeling. Among 1,125 children ages 1–9.5 years, we identified a typical BMI trajectory (n = 998, 89%; reference group) and an atypical BMI trajectory characterized by early and rapid BMI increases (n = 127, 11%). Maternal PFOA (adjusted risk ratio [RR] = 1.22 per doubling; 95% CI = 1.05–1.41) and PFOS (adjusted RR = 1.14; 95% CI = 0.99–1.32) concentrations were associated with a higher risk of atypical trajectory membership. A doubling in maternal PFOA concentrations was associated with an earlier age at adiposity rebound by 19 (95% CI = 4–33) days. Other PFAS concentrations were not significantly associated with the atypical trajectory or adiposity rebound. In this pooled cohort study, higher prenatal exposure to certain PFAS was associated with a greater risk of an obesity-related growth trajectory and earlier adiposity rebound.

Environmental Science & Technology
Dartmouth College (US), University of North Carolina at Chapel Hill (US), University of Southern California (US), Harvard University (US), Johns Hopkins University (US), Emory University (US), University of Illinois Urbana-Champaign (US), George Washington University (US), Brown University (US), University of California System (US), MaineHealth (US), Harvard Pilgrim Health Care (US), Kaiser Permanente Northern California (US), University of Colorado Anschutz Medical Campus (US), Washington State University (US)
Per- and polyfluoroalkyl substances research
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