PMID- 32051926 OWN - NLM STAT- PubMed-not-MEDLINE LR - 20240331 IS - 2474-7882 (Electronic) IS - 2474-7882 (Linking) VI - 3 IP - 5 DP - 2019 Oct TI - Joint and independent neurotoxic effects of early life exposures to a chemical mixture: A multi-pollutant approach combining ensemble learning and g-computation. LID - 10.1097/ee9.0000000000000063 [doi] LID - e063 AB - BACKGROUND: Exposure to mercury (Hg) is associated with adverse developmental effects. However, Hg occurs with a multitude of chemicals. We assessed the associations of developmental exposure to multiple pollutants with children's neurodevelopment using a novel approach. METHODS: Hg, polychlorinated biphenyls (PCBs), and perfluoroalkyl substances were measured in maternal and children's blood at 5-years (n=449 and 419). At 7-years, children were administered Boston Naming Test (BNT) and the Strengths and Difficulties Questionnaire (SDQ). We used the G-formula combined with SuperLearner to estimate independent and joint effects of chemicals at both ages. We constructed flexible exposure-response relationships and assessed interactions. RESULTS: Most chemicals showed negative relationships with BNT scores. An inter-quartile range (IQR) increase in maternal Hg and perfluorooctanoic acid (PFOA) was associated with 0.15 standard deviation [SD] (95% Confidence Interval [CI]: -0.29,-0.03) and 0.14 SD (95%CI: -0.26,-0.05) lower scores in BNT, whereas a joint IQR increase in the mixture of chemicals was associated with 0.48 SD (95%CI: -0.69,-0.25) lower scores in BNT. An IQR increase in PFOA was associated with 0.11 SD (95%CI: 0.02,0.26) higher total SDQ difficulties scores. Maternal summation operatorPCBs concentrations were associated with lower SDQ scores (beta=-0.09 SD; 95%CI: -0.19,0), whereas 5-years summation operatorPCBs showed a negative association (beta=-0.09 SD; 95%CI: -0.21,0). Finally, a joint IQR increase in the mixture was associated with 0.22 SD (95%CI: 0.04,0.4) higher SDQ scores. CONCLUSIONS: Using a novel statistical approach, we confirmed associations between prenatal mercury exposure and lower cognitive function. The potential developmental effects of PFASs need additional attention. FAU - Oulhote, Youssef AU - Oulhote Y AD - Department of Biostatistics and Epidemiology, School of Public Health and Health Sciences, UMASS- Amherst, Amherst, MA, USA. AD - Department of Environmental Health, Harvard T. H. Chan School of Public Health, Boston, MA, USA. FAU - Coull, Brent AU - Coull B AD - Department of Environmental Health, Harvard T. H. Chan School of Public Health, Boston, MA, USA. AD - Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, USA. FAU - Bind, Marie-Abele AU - Bind MA AD - Department of Statistics, Faculty of Arts and Sciences, Harvard University, Cambridge, MA, USA. FAU - Debes, Frodi AU - Debes F AD - Department of Occupational Medicine and Public Health, Faroese Hospital System, Torshavn, Faroe Islands. FAU - Nielsen, Flemming AU - Nielsen F AD - Institute of Public Health, University of Southern Denmark, Odense, Denmark. FAU - Tamayo, Ibon AU - Tamayo I AD - Department of Statistics, Faculty of Arts and Sciences, Harvard University, Cambridge, MA, USA. FAU - Weihe, Pal AU - Weihe P AD - Department of Occupational Medicine and Public Health, Faroese Hospital System, Torshavn, Faroe Islands. FAU - Grandjean, Philippe AU - Grandjean P AD - Department of Environmental Health, Harvard T. H. Chan School of Public Health, Boston, MA, USA. AD - Institute of Public Health, University of Southern Denmark, Odense, Denmark. LA - eng GR - DP5 OD021412/OD/NIH HHS/United States GR - R01 ES021993/ES/NIEHS NIH HHS/United States PT - Journal Article PL - United States TA - Environ Epidemiol JT - Environmental epidemiology (Philadelphia, Pa.) JID - 101719527 PMC - PMC7015154 MID - NIHMS1536289 COIS- P.G. served as a health expert for the State of Minnesota in a recent lawsuit against a PFAS-producing company. The other authors have no conflicts to report. Supported by the National Science Foundation-National Institutes of Health' Oceans and Human Health Program (OCE-1321612). Sponsorships or competing interests that may be relevant to content are disclosed at the end of the article. EDAT- 2020/02/14 06:00 MHDA- 2020/02/14 06:01 PMCR- 2019/09/23 CRDT- 2020/02/14 06:00 PHST- 2020/02/14 06:00 [entrez] PHST- 2020/02/14 06:00 [pubmed] PHST- 2020/02/14 06:01 [medline] PHST- 2019/09/23 00:00 [pmc-release] AID - 10.1097/ee9.0000000000000063 [doi] PST - ppublish SO - Environ Epidemiol. 2019 Oct;3(5):e063. doi: 10.1097/ee9.0000000000000063.