Joint and independent neurotoxic effects of early life exposures to a chemical mixture: A multi-pollutant approach combining ensemble learning and G-computation. Issue 5 (October 2019)
- Record Type:
- Journal Article
- Title:
- Joint and independent neurotoxic effects of early life exposures to a chemical mixture: A multi-pollutant approach combining ensemble learning and G-computation. Issue 5 (October 2019)
- Main Title:
- Joint and independent neurotoxic effects of early life exposures to a chemical mixture
- Authors:
- Oulhote, Youssef
Coull, Brent
Bind, Marie-Abele
Debes, Frodi
Nielsen, Flemming
Tamayo, Ibon
Weihe, Pal
Grandjean, Philippe - Abstract:
- Abstract : 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 (PFASs) 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 interquartile 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 ∑PCBs concentrations were associated with lower SDQ scores (β = –0.09 SD; 95% CI = –0.19, 0), whereas 5 years ∑PCBs showed a negative association (β = –0.09 SD; 95% CI =Abstract : 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 (PFASs) 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 interquartile 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 ∑PCBs concentrations were associated with lower SDQ scores (β = –0.09 SD; 95% CI = –0.19, 0), whereas 5 years ∑PCBs showed a negative association (β = –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. Abstract : Supplemental Digital Content is available in the text. … (more)
- Is Part Of:
- Environmental epidemiology. Volume 3:Issue 5(2019)
- Journal:
- Environmental epidemiology
- Issue:
- Volume 3:Issue 5(2019)
- Issue Display:
- Volume 3, Issue 5 (2019)
- Year:
- 2019
- Volume:
- 3
- Issue:
- 5
- Issue Sort Value:
- 2019-0003-0005-0000
- Page Start:
- Page End:
- Publication Date:
- 2019-10
- Subjects:
- Chemical mixtures -- Children -- G-computation -- mercury -- Neurodevelopment -- Perfluoroalkyl substances -- Superlearner
Epidemiology -- Periodicals
Epidemiology -- Environmental aspects -- Periodicals
614.4 - Journal URLs:
- https://journals.lww.com/environepidem/pages/default.aspx ↗
http://journals.lww.com/pages/default.aspx ↗ - DOI:
- 10.1097/EE9.0000000000000063 ↗
- Languages:
- English
- ISSNs:
- 2474-7882
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 17759.xml