» Articles » PMID: 33737076

Interdisciplinary Data Science to Advance Environmental Health Research and Improve Birth Outcomes

Overview
Journal Environ Res
Publisher Elsevier
Date 2021 Mar 19
PMID 33737076
Citations 2
Authors
Affiliations
Soon will be listed here.
Abstract

Rates of preterm birth and low birthweight continue to rise in the United States and pose a significant public health problem. Although a variety of environmental exposures are known to contribute to these and other adverse birth outcomes, there has been a limited success in developing policies to prevent these outcomes. A better characterization of the complexities between multiple exposures and their biological responses can provide the evidence needed to inform public health policy and strengthen preventative population-level interventions. In order to achieve this, we encourage the establishment of an interdisciplinary data science framework that integrates epidemiology, toxicology and bioinformatics with biomarker-based research to better define how population-level exposures contribute to these adverse birth outcomes. The proposed interdisciplinary research framework would 1) facilitate data-driven analyses using existing data from health registries and environmental monitoring programs; 2) develop novel algorithms with the ability to predict which exposures are driving, in this case, adverse birth outcomes in the context of simultaneous exposures; and 3) refine biomarker-based research, ultimately leading to new policies and interventions to reduce the incidence of adverse birth outcomes.

Citing Articles

[Indicadores de salud perinatal en una región española entre los años 2015 y 2020.].

Arnaez J, Ochoa-Sangrador C, Caserio S, Gutierrez E, Castanon L, Benito M Rev Esp Salud Publica. 2023; 97.

PMID: 37921394 PMC: 11567660.


Data Science Implementation Trends in Nursing Practice: A Review of the 2021 Literature.

Wieben A, Walden R, Alreshidi B, Brown S, Cato K, Coviak C Appl Clin Inform. 2023; 14(3):585-593.

PMID: 37150179 PMC: 10411069. DOI: 10.1055/a-2088-2893.

References
1.
Yu M, Dolios G, Yong-Gonzalez V, Bjorkqvist O, Colicino E, Halfvarson J . Untargeted metabolomics profiling and hemoglobin normalization for archived newborn dried blood spots from a refrigerated biorepository. J Pharm Biomed Anal. 2020; 191:113574. PMC: 7899729. DOI: 10.1016/j.jpba.2020.113574. View

2.
Funk W, Waidyanatha S, Chaing S, Rappaport S . Hemoglobin adducts of benzene oxide in neonatal and adult dried blood spots. Cancer Epidemiol Biomarkers Prev. 2008; 17(8):1896-901. PMC: 2821034. DOI: 10.1158/1055-9965.EPI-08-0356. View

3.
Minatoya M, Itoh S, Miyashita C, Araki A, Sasaki S, Miura R . Association of prenatal exposure to perfluoroalkyl substances with cord blood adipokines and birth size: The Hokkaido Study on environment and children's health. Environ Res. 2017; 156:175-182. DOI: 10.1016/j.envres.2017.03.033. View

4.
Carrico C, Gennings C, Wheeler D, Factor-Litvak P . Characterization of Weighted Quantile Sum Regression for Highly Correlated Data in a Risk Analysis Setting. J Agric Biol Environ Stat. 2018; 20(1):100-120. PMC: 6261506. DOI: 10.1007/s13253-014-0180-3. View

5.
Lunde A, Melve K, Gjessing H, Skjaerven R, Irgens L . Genetic and environmental influences on birth weight, birth length, head circumference, and gestational age by use of population-based parent-offspring data. Am J Epidemiol. 2007; 165(7):734-41. DOI: 10.1093/aje/kwk107. View