Psychosocial stressors as modifiers of the associations between well-studied and understudied chemicals and birth outcomes in the ECHO Cohort
Open accessAbstract
Psychosocial stressors may exacerbate observed associations between environmental toxicants and adverse birth outcomes. However, studies have primarily focused on well-known compounds rather than a broader range of chemicals of concern. Pregnant women in this analysis had a prenatal urine sample analyzed for 113 well-studied and understudied chemical analytes, and at least one measure of psychosocial stress (N=1,566). We measured analytes from 10 chemical classes, including fungicides/herbicides, insecticides, halogenated phenols, organophosphorus flame retardants, benzophenones, bisphenols, parabens, antimicrobials, phthalates/alternative plasticizers, and polycyclic aromatic hydrocarbons. Principal component analysis was used to identify clusters of exposure patterns. Generalized Estimating Equation models assessed associations between principal components (PCs) and molar sums of each chemical class with birthweight z-scores and gestational age at birth, stratified by individual stressors (i.e., categorical adverse childhood experiences [ACEs; 0, 1-2, and 3-5]; binary prenatal perceived stress, depression, and anxiety). The PC reflecting higher exposure to all analytes (PC1) was negatively associated with birthweight z-scores only among those who experienced 3-5 ACEs compared with those with no ACEs (β PC1 =-0.08, 95% confidence interval [CI]=-0.11, -0.05 for 3-5 ACEs; β PC1 =-0.01, 95% CI=-0.05, 0.04 for 0 ACEs). Most phthalate molar sums were inversely associated with gestational age only among those with anxiety during pregnancy (e.g., β DINP =-0.29, 95% CI=-0.41, -0.18 for anxiety-yes; β DINP = 0.23, 95% CI=0.01, 0.46 for anxiety-no). Findings suggest that certain psychosocial stressors modify associations between understudied chemicals and birth outcomes. • We studied the effect of psychosocial stressors and chemicals on birth outcomes. • We analyzed 1,556 mother-child pairs in the ECHO Cohort. • Stressors included adverse childhood experiences, depression, anxiety, and stress. • We observed some evidence of joint effects, particularly for phthalate exposures. • Future studies may consider co-exposure to multiple psychosocial stressors.
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Pregnancy-period environmental and dietary exposures are shaped by geography, occupation, housing, and socioeconomic position, and often co-occur with psychosocial stress and constrained access to health-promoting resources.
“Pregnancy-period environmental and dietary exposures are shaped by geography, occupation, housing, and socioeconomic position, and they often co-occur with psychosocial stress and constrained access to health-promoting resources [71,72,73,74].”
From Placental Pathophysiology and Developmental Programming of Adult Cardiometabolic Risk: A Narrative Review of Pregnancy Exposures (2026) · cites this paper as [73]
The Introduction (page not supplied) says chemical exposures vary by sociodemographic group and describes evidence that environmental toxicants co-occur with psychosocial stress. The Methods > Covariates section mentions differences in diets and chemical exposure sources. Neither passage establishes the claimed roles of geography, occupation, or housing, or co-occurrence with constrained access to health-promoting resources. (LLM, conf=0.86)
Experimental — accuracy not yet measuredCurrent studies support measurable biological embedding during fetal life, but they do not yet provide validated causal or prognostic markers for adult disease.
“Current studies support measurable biological embedding during fetal life [73,80,115], but they do not yet provide validated causal or prognostic markers for adult disease.”
From Placental Pathophysiology and Developmental Programming of Adult Cardiometabolic Risk: A Narrative Review of Pregnancy Exposures (2026) · cites this paper as [73]
The Results report measurable associations between prenatal chemical exposures, psychosocial stressors, and birth outcomes, including birthweight. That supports a narrower claim about fetal growth, but the paper does not establish biological embedding during fetal life or evaluate validated markers for adult disease. No page number was supplied for the indexed Results passage. (LLM, conf=0.78)
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Cites
A Global Measure of Perceived Stress
Cohen, S., Kamarck, T., & Mermelstein, R. (1983) · Journal of Health and Social Behavior · doi:10.2307/2136404 · Cited by 32,807 · see citing works
Hughes, K., Bellis, M. A., Hardcastle, K. A., Sethi, D., Butchart, A., Mikton, C., Jones, L., & Dunne, M. P. (2017) · The Lancet Public Health · doi:10.1016/s2468-2667(17)30118-4 · Cited by 5,255 · see citing works
Estimation of Average Concentration in the Presence of Nondetectable Values
Hornung, R. W., & Reed, L. D. (1990) · Applied Occupational and Environmental Hygiene · doi:10.1080/1047322x.1990.10389587 · Cited by 3,495 · see citing works
Wang, Z., Walker, G. W., Muir, D. C. G., & Nagatani-Yoshida, K. (2020) · Environmental Science & Technology · doi:10.1021/acs.est.9b06379 · Cited by 1,084 · see citing works
Environmental chemicals in pregnant women in the United States: NHANES 2003–2004
Woodruff, T. J., Zota, A. R., & Schwartz, J. M. (2011) · Environmental Health Perspectives · doi:10.1289/ehp.1002727 · Cited by 930 · see citing works
Self-citationDisclosure of traumas and psychosomatic processes
Pennebaker, J. W., & Susman, J. R. (1988) · Social Science & Medicine · doi:10.1016/0277-9536(88)90397-8 · Cited by 561 · see citing works
Choi, S. W., Schalet, B., Cook, K. F., & Cella, D. (2014) · Psychological Assessment · doi:10.1037/a0035768 · Cited by 480 · see citing works
Morello-Frosch, R. A., & Shenassa, E. D. (2006) · Environmental Health Perspectives · doi:10.1289/ehp.8930 · Cited by 407 · see citing works
Self-citationAdverse Childhood Experiences and Adult Mental Health Outcomes
Daníelsdóttir, H. B., Aspelund, T., Shen, Q., Halldorsdottir, T., Jakobsdóttir, J., Song, H., Lu, D., Kuja-Halkola, R., Larsson, H., Fall, K., et al. (2024) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2024.0039 · Cited by 266 · see citing works
The Environmental Influences on Child Health Outcomes (ECHO)-Wide Cohort
Knapp, E. A., Kress, A., Parker, C. B., Page, G. P., McArthur, K., Gachigi, K. K., Alshawabkeh, A. N., Aschner, J. L., Bastain, T. M., Breton, C. V., et al. (2023) · American Journal of Epidemiology · doi:10.1093/aje/kwad071 · Cited by 218 · see citing works
Self-citationA 2017 US Reference for Singleton Birth Weight Percentiles Using Obstetric Estimates of Gestation
Aris, I. M., KLEINMAN, K. P., Belfort, M. B., Kaimal, A. J., & Oken, E. (2019) · PEDIATRICS · doi:10.1542/peds.2019-0076 · Cited by 175 · see citing works
Optimal Exposure Biomarkers for Nonpersistent Chemicals in Environmental Epidemiology
Calafat, A. M., Longnecker, M. P., Koch, H. M., Swan, S. H., Hauser, R. B., Goldman, L. R., Lanphear, B. P., Rudel, R. A., Engel, S. M., Teitelbaum, S. L., et al. (2015) · Environmental Health Perspectives · doi:10.1289/ehp.1510041 · Cited by 172 · see citing works
Kuiper, J. R., O’Brien, K. M., Ferguson, K. K., & Buckley, J. P. (2021) · Environment International · doi:10.1016/j.envint.2021.106656 · Cited by 158 · see citing works
Self-citationAssociations between historical redlining and birth outcomes from 2006 through 2015 in California
Nardone, A. L., Casey, J. A., Rudolph, K. E., Karasek, D. A., Mujahid, M. S., & Morello-Frosch, R. A. (2020) · PLoS ONE · doi:10.1371/journal.pone.0237241 · Cited by 142 · see citing works
Self-citationNguyen, V. K., Kahana, A., Heidt, J., Polemi, K. M., Kvasnicka, J., Jolliet, O., & Colacino, J. A. (2020) · Environment International · doi:10.1016/j.envint.2020.105496 · Cited by 141 · see citing works
Assessment of stress and self-efficacy for the NIH toolbox for neurological and behavioral function
Kupst, M. J., Butt, Z., Stoney, C. M., Griffith, J. W., Salsman, J. M., Folkman, S., & Cella, D. (2015) · Anxiety, Stress, & Coping · doi:10.1080/10615806.2014.994204 · Cited by 133 · see citing works
Linking scores from multiple health outcome instruments
Dorans, N. J. (2007) · Quality of Life Research · doi:10.1007/s11136-006-9155-3 · Cited by 119 · see citing works
Padula, A. M., Ning, X., Bakre, S., Barrett, E. S., Bastain, T., Bennett, D. H., Bloom, M. S., Breton, C. V., Dunlop, A. L., Eick, S. M., et al. (2023) · Environmental Health Perspectives · doi:10.1289/ehp10723 · Cited by 112 · see citing works
Self-citationBuckley, J. P., Kuiper, J. R., Bennett, D. H., Barrett, E. S., Bastain, T., Breton, C. V., Chinthakindi, S., Dunlop, A. L., Farzan, S. F., Herbstman, J. B., et al. (2022) · Environmental Science & Technology · doi:10.1021/acs.est.1c08942 · Cited by 107 · see citing works
Self-citationStressful Life Events and Risk of Depression 25 Years Later: Race and Gender Differences
Assari, S., & Lankarani, M. M. (2016) · Frontiers in Public Health · doi:10.3389/fpubh.2016.00049 · Cited by 104 · see citing works
Associations Between Prenatal Urinary Biomarkers of Phthalate Exposure and Preterm Birth
Welch, B. M., Keil, A. P., Buckley, J. P., Calafat, A. M., Christenbury, K. E., Engel, S. M., O’Brien, K. M., Rosen, E. M., James-Todd, T. M., Zota, A. R., et al. (2022) · Archives of Pediatrics and Adolescent Medicine · doi:10.1001/jamapediatrics.2022.2252 · Cited by 101 · see citing works
Self-citationPellizzari, E. D., Woodruff, T. J., Boyles, R., Kannan, K., Beamer, P. I., Buckley, J. P., Wang, A., Zhu, Y., Bennett, D. H., & Outcomes), (. I. O. C. H. (2019) · Environmental Health Perspectives · doi:10.1289/ehp5133 · Cited by 91 · see citing works
Self-citationOutcomes, O. B. O. P. C. F. E. I. O. C. H., Padula, A. M., Monk, C. E., Brennan, P. A., Borders, A. E. B., Barrett, E. S., McEvoy, C. T., Foss, S., Desai, P., Alshawabkeh, A. N., et al. (2019) · Journal of Perinatology · doi:10.1038/s41372-019-0510-y · Cited by 85 · see citing works
Self-citationKannan, K., Stathis, A. A., Mazzella, M. J., Andra, S. S., Barr, D. B., Hecht, S. S., Merrill, L. S., Galusha, A. L., & Parsons, P. J. (2021) · International Journal of Hygiene and Environmental Health · doi:10.1016/j.ijheh.2021.113741 · Cited by 81 · see citing works
Log-transformation of Independent Variables: Must We?
Choi, G., Buckley, J. P., Kuiper, J. R., & Keil, A. P. (2022) · Epidemiology · doi:10.1097/ede.0000000000001534 · Cited by 69 · see citing works
Self-citationJoint impact of phthalate exposure and stressful life events in pregnancy on preterm birth
Ferguson, K. K., Rosen, E. M., Barrett, E. S., Nguyen, R. H. N., Bush, N. R., McElrath, T. F., Swan, S. H., & Sathyanarayana, S. (2019) · Environment International · doi:10.1016/j.envint.2019.105254 · Cited by 66 · see citing works
Self-citationHealth Effects of Fossil Fuel–Derived Endocrine Disruptors
Woodruff, T. J. (2024) · New England Journal of Medicine · doi:10.1056/nejmra2300476 · Cited by 66 · see citing works
Self-citationNiu, Z., Habre, R., Chavez, T., Yang, T., Grubbs, B. H., Eckel, S. P., Berhane, K. T., Toledo‐Corral, C. M., Johnston, J., Dunton, G. F., et al. (2022) · JAMA Network Open · doi:10.1001/jamanetworkopen.2022.38174 · Cited by 65 · see citing works
Combining Urinary Biomarker Data From Studies With Different Measures of Urinary Dilution
Kuiper, J. R., O’Brien, K. M., Welch, B. M., Barrett, E. S., Nguyen, R. H. N., Sathyanarayana, S., Milne, G. L., Swan, S. H., Ferguson, K. K., & Buckley, J. P. (2022) · Epidemiology · doi:10.1097/ede.0000000000001496 · Cited by 65 · see citing works
Self-citationStein, L. J., Gunier, R. B., Harley, K. G., Kogut, K. R., Bradman, A., & Eskenazi, B. (2016) · NeuroToxicology · doi:10.1016/j.neuro.2016.07.010 · Cited by 65 · see citing works
Padula, A. M., Rivera‐Núñez, Z., & Barrett, E. S. (2020) · Current Environmental Health Reports · doi:10.1007/s40572-020-00273-6 · Cited by 63 · see citing works
Self-citationZhu, H., Chinthakindi, S., & Kannan, K. (2021) · Journal of Chromatography A · doi:10.1016/j.chroma.2021.462146 · Cited by 55 · see citing works
Racial and ethnic differences in perinatal depression and anxiety
Sujan, A. C., Nance, N., Quesenberry, C., Ridout, K., Bhalala, M., & Avalos, L. A. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.04.123 · Cited by 53 · see citing works
Eick, S. M., Enright, E. A., Padula, A. M., Aung, M. T., Geiger, S. D., Cushing, L. J., Trowbridge, J., Keil, A. P., Baek, H.-G., Smith, S. C., et al. (2022) · Environment International · doi:10.1016/j.envint.2022.107238 · Cited by 51 · see citing works
Self-citationBlackwell, C. K., Tang, X., Elliott, A., Thomes, T., Louwagie, H., Gershon, R. C., Schalet, B. D., & Cella, D. F. (2021) · Psychological Assessment · doi:10.1037/pas0001009 · Cited by 43 · see citing works
Discrimination, Depression, and Anxiety Among US Adults
Wang, M. L., & Narcisse, M. (2025) · JAMA Network Open · doi:10.1001/jamanetworkopen.2025.2404 · Cited by 43 · see citing works
Total Adverse Childhood Experiences and Preterm Birth: A Systematic Review
Sulaiman, S., Premji, S. S., Tavangar, F., Yim, I. S., Lebold, M., MiGHT, Ali, N. A., Ali, S. M., Babar, N., Dosani, A., et al. (2021) · Maternal and Child Health Journal · doi:10.1007/s10995-021-03176-6 · Cited by 42 · see citing works
Trasande, L., Nelson, M. E., Alshawabkeh, A. N., Barrett, E. S., Buckley, J. P., Dabelea, D., Dunlop, A. L., Herbstman, J. B., Meeker, J. D., Naidu, M., et al. (2023) · Environment International · doi:10.1016/j.envint.2023.108378 · Cited by 40 · see citing works
Self-citationKotimäki, S., Härkönen, J., Karlsson, L., Karlsson, H., & Scheinin, N. M. (2020) · SSM - Population Health · doi:10.1016/j.ssmph.2020.100690 · Cited by 36 · see citing works
Quraishi, S. M., Hazlehurst, M. F., Loftus, C. T., Nguyen, R. H. N., Barrett, E. S., Kaufman, J. D., Bush, N. R., Karr, C. J., LeWinn, K. Z., Sathyanarayana, S., et al. (2022) · Environmental Research · doi:10.1016/j.envres.2022.113571 · Cited by 31 · see citing works
Self-citationEick, S. M., Barr, D. B., Brennan, P. A., Taibl, K. R., Tan, Y., Robinson, M., Kannan, K., Panuwet, P., Yakimavets, V., Ryan, P. B., et al. (2022) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2022.159450 · Cited by 26 · see citing works
Self-citationMaternal Experience of Multiple Hardships and Fetal Growth
Goin, D. E., Izano, M. A., Eick, S. M., Padula, A. M., DeMicco, E., Woodruff, T. J., & Morello-Frosch, R. A. (2020) · Epidemiology · doi:10.1097/ede.0000000000001272 · Cited by 24 · see citing works
Self-citationEatman, J. A., Dunlop, A. L., Barr, D. B., Corwin, E. J., Hill, C. C., Brennan, P. A., Ryan, P. B., Panuwet, P., Taibl, K. R., Tan, Y., et al. (2023) · Environmental Research · doi:10.1016/j.envres.2023.116464 · Cited by 23 · see citing works
Self-citationHyland, C., Bradshaw, P. T., Deardorff, J., Gunier, R. B., Mora, A. M., Kogut, K. R., Sagiv, S. K., Bradman, A., & Eskenazi, B. (2021) · Environmental Research · doi:10.1016/j.envres.2021.111908 · Cited by 18 · see citing works
Peterson, A. K., Eckel, S. P., Habre, R., Yang, T., Faham, D., Amin, M., Grubbs, B. H., Farzan, S. F., Kannan, K., Robinson, M., et al. (2022) · Environmental Advances · doi:10.1016/j.envadv.2022.100286 · Cited by 15 · see citing works
Self-citationChristensen, G. M., Marcus, M., Vanker, A., Eick, S. M., Malcolm‐Smith, S., Suglia, S. F., Chang, H. H., Zar, H. J., Stein, D. J., & Hüls, A. (2024) · American Journal of Epidemiology · doi:10.1093/aje/kwae046 · Cited by 11 · see citing works
Self-citationReimann, B., Rémy, S., Koppen, G., Schoeters, G. E. R., Hond, E. D., Nelen, V., Franken, C., Covaci, A., Bruckers, L. M., Baeyens, W., et al. (2024) · International Journal of Hygiene and Environmental Health · doi:10.1016/j.ijheh.2024.114346 · Cited by 7 · see citing works
Merced‐Nieves, F. M., Lerman, B., Colicino, E., Enlow, M. B., Wright, R. O., & Wright, R. J. (2024) · Neurotoxicology and Teratology · doi:10.1016/j.ntt.2024.107355 · Cited by 6 · see citing works
Christensen, G. M., Marcus, M., Vanker, A., Eick, S. M., Malcolm-Smith, S., Smith, A. D. A. C., Dunn, E. C., Suglia, S. F., Chang, H. H., Zar, H. J., et al. (2023) · doi:10.1101/2023.08.08.23293825 · Cited by 1
Self-citationGoin, D., Izano, M., Eick, S., Padula, A., DeMicco, E., Woodruff, T., & Morello-Frosch, R. (2020) · ISEE Conference Abstracts · doi:10.1289/isee.2020.virtual.o-os-578
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Self-citationPanteris, E., Kakatsaki, I., Koukou, Z., Kolvatzis, C., Papanikolaou, S., & Hatzidaki, E. (2026) · Pathophysiology · doi:10.3390/pathophysiology33030067
- Authors
- Eick, S. M., Brennan, P. A., Buckley, J. P., Liang, D., Li, X., Karvonen, K. L., Cowell, W., Zhu, Y., Barrett, E. S., Peterson, A. K., Baker, B. H., Aung, M., Morello-Frosch, R., Woodruff, T. J., Chu, M. T., Varshavsky, J., Hockett, C. W., Carignan, C. C., Oh, J., & Dunlop, A. L.
- Affiliations
- Emory University (US)
- University of North Carolina at Chapel Hill (US)
- Johns Hopkins University (US)
- University of California, San Francisco (US)
- New York University (US)
- Kaiser Permanente Northern California (US)
- Rutgers, The State University of New Jersey (US)
- University of Washington (US)
- University of Southern California (US)
- University of California, Berkeley (US)
- Tufts Medical Center (US)
- Northeastern University (US)
- University of South Dakota (US)
- Michigan State University (US)
- University of California, Davis (US)
- Corresponding author
- Eick, Stephanie M.
- Morello-Frosch, Rachel
- ORCID
- Eick, Stephanie M.
- Brennan, Patricia A.
- Buckley, Jessie P.
- Liang, Donghai
- Li, Xiuhong
- Karvonen, Kayla L.
- Cowell, Whitney
- Zhu, Yeyi
- Barrett, Emily S.
- Peterson, Alicia K.
- Baker, Brennan H.
- Aung, Max
- Morello-Frosch, Rachel
- Woodruff, Tracey J.
- Chu, MyDzung T.
- Varshavsky, Julia
- Hockett, Christine W.
- Carignan, Courtney C.
- Oh, Jiwon
- Dunlop, Anne L.
- Venue
- Environmental Pollution
- Publisher
- Elsevier BV
- Published
- 2026-01
- Volume
- 389
- Pages
- 127441
- ISSN
- 0269-7491 (ISSN-L)
- PMC
- PMC12810359
- OpenAlex
- W4416768311
- Semantic Scholar
- cb3d09fcf1bd3cc9c40a2269d0f69041ae76c492
- Cited by
- 2
- References
- 45
- Citations by year
- 2026: 2
- FWCI
- 0.84
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Environmental Pollution (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- PubMed Central (publishedVersion)
- Carolina Digital Repository (University of North Carolina at Chapel Hill) (submittedVersion, cc-by-nc)
- UNC Libraries
- Funders
- National Institutes of Health Office of the Director (UG3/UH3OD023251, U2CES026542, UG3/UH3OD023349, UG3/UH3OD023253, UG3/UH3OD023249, U24ES026539, UH3OD023271, UH3OD023268, U2CES030859, UG3/UH3OD023348, UG3/UH3OD023248, UH3OD023347, UG3/UH3OD023285, UG3/UH3OD023290, UG3/UH3OD023313, UG3/UH3OD023289, UG3/UH3OD023365, UG3/UH3OD023344, UH3OD023286, U24OD035523, UG3/UH3OD023279, UH3OD023287, UH3OD023318, UG3/UH3OD023275, U2CES030857, U2CES026555, UH3OD023332, UG3OD035528, UG3/UH3OD023288, UG3/UH3OD023244, U2CES030851, ES0266542, UG3/UH3OD023272, U2CES026561, UG3OD035546, UG3OD035533, U2CES026533, UG3/UH3OD023389, UG3/UH3OD023342, UG3/UH3OD023282, UG3OD035526, UH3OD023320, UH3OD023328, U24OD023319, U2COD023375, U24OD023382)
- National Institute of Environmental Health Sciences (K01ES035082)
- National Institutes of Health
- Office of Behavioral and Social Sciences Research (U24OD023319, U24OD035523, ES0266542)
- Topics
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Effects and risks of endocrine disrupting chemicals
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Toxic Organic Pollutants Impact
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Health, Environment, Cognitive Aging
- Keywords
- psychosocial stressors, prenatal chemical exposure, birth outcomes, birth weight, gestational age, adverse childhood experiences, antenatal depression, prenatal anxiety, phthalates, bisphenols, organophosphate flame retardants, halogenated phenols, benzophenone, polycyclic aromatic hydrocarbons, parabens, antimicrobial agents, ECHO cohort
- MeSH terms
- Adult, Birth Weight, Environmental Exposure, Environmental Pollutants, Female, Humans, Infant, Newborn, Pregnancy, Pregnancy Outcome, Stress, Psychological, Cohort Studies, Maternal Exposure, Young Adult
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