1. Air Pollution and Adverse Pregnancy and Birth Outcomes: Mediation Analysis Using Metabolomic Profiles
- Author
-
Douglas I. Walker, Kimberly C. Paul, Beate Ritz, Dean P. Jones, Onyebuchi A. Arah, Qi Yan, and Kosuke Inoue
- Subjects
Health, Toxicology and Mutagenesis ,Air pollution ,Reproductive health and childbirth ,010501 environmental sciences ,Low Birth Weight and Health of the Newborn ,medicine.disease_cause ,01 natural sciences ,0302 clinical medicine ,Pregnancy ,PARTICULATE MATTER ,Infant Mortality ,2.1 Biological and endogenous factors ,Respiratory function ,030212 general & internal medicine ,Aetiology ,4-way decomposition ,OXIDATIVE STRESS ,Causal model ,Pediatric ,Air Pollutants ,Pregnancy Outcome ,PREECLAMPSIA ,Maternal Exposure ,Female ,Pediatric Research Initiative ,Mediation (statistics) ,Birth weight ,SENSITIVITY-ANALYSIS ,Management, Monitoring, Policy and Law ,Causal mediation analysis ,Article ,03 medical and health sciences ,Metabolomics ,INFLAMMATION ,Preterm ,CAUSAL DIAGRAMS ,Air Pollution ,Environmental health ,medicine ,Humans ,Climate-Related Exposures and Conditions ,EXPOSURE ,0105 earth and related environmental sciences ,Nature and Landscape Conservation ,Mediation Analysis ,business.industry ,EXPOSOME ,Public Health, Environmental and Occupational Health ,Perinatal Period - Conditions Originating in Perinatal Period ,medicine.disease ,Adverse birth outcomes ,SIZE ,Causal inference ,Generic health relevance ,WEIGHT ,business ,Biomarkers - Abstract
PURPOSE OF REVIEW: Review how to use metabolomic profiling in causal mediation analysis to assess epidemiological evidence for air pollution impacts on birth outcomes. RECENT FINDINGS: Maternal exposures to air pollutants have been associated with pregnancy complications and adverse pregnancy and birth outcomes. Causal mediation analysis enables us to estimate direct and indirect effects on outcomes (i.e., effect decomposition), elucidating causal mechanisms or effect pathways. Maternal metabolites and metabolic pathways are perturbed by air pollution exposures may lead to adverse pregnancy and birth outcomes, thus they can be considered mediators in the causal pathways. Metabolomic markers have been used to explain the biological mechanisms linking air pollution and respiratory function, and of arsenic exposure and birth weight. However, mediation analysis of metabolomic markers has not been used to assess air pollution effects on adverse birth outcomes. In this article, we describe the assumptions and applications of mediation analysis using metabolomic markers that elucidate the potential mechanisms of the effects of air pollution on adverse pregnancy and birth outcomes. SUMMARY: The hypothesis of mediation along specified pathways can be assessed within the structural causal modeling framework. For causal inferences, several assumptions that go beyond the data—including no uncontrolled confounding—need to be made to justify the effect decomposition. Nevertheless, studies that integrate metabolomic information in causal mediation analysis may greatly improve our understanding of the effects of ambient air pollution on adverse pregnancy and birth outcomes as they allow us to suggest and test hypotheses about underlying biological mechanisms in studies of pregnant women.
- Published
- 2020
- Full Text
- View/download PDF