Data-Driven Characterization of Genetic Variability in Disease Pathways and Pesticide-Induced Nervous System Disease in the United States Population

被引:3
作者
Kosnik, Marissa B. [1 ,2 ]
Antczak, Philipp [3 ,4 ,5 ,6 ]
Fantke, Peter [1 ]
机构
[1] Tech Univ Denmark, Dept Environm & Resource Engn, Quantitat Sustainabil Assessment, Lyngby, Denmark
[2] Swiss Fed Inst Aquat Sci & Technol, Dept Environm Toxicol, Dubendorf, Switzerland
[3] Univ Cologne, Fac Med, Ctr Mol Med Cologne, Cologne, Germany
[4] Univ Cologne, Cologne Univ Hosp, Ctr Mol Med Cologne, Cologne, Germany
[5] Univ Cologne, Cluster Excellence Cellular Stress Responses Aging, Cologne, Germany
[6] Univ Cologne, Dept Internal Med 2, Cologne, Germany
关键词
PARKINSONS-DISEASE; EXPOSURE; RISK; ENVIRONMENT; CHALLENGES; PARAQUAT; MANEB; ABCB1;
D O I
10.1289/EHP14108
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
B ACKGROUND : Genetic susceptibility to chemicals is incompletely characterized. However, nervous system disease development following pesticide exposure can vary in a population, implying some individuals may have higher genetic susceptibility to pesticide -induced nervous system disease. O BJECTIVES : We aimed to build a computational approach to characterize single -nucleotide polymorphisms (SNPs) implicated in chemically induced adverse outcomes and used this framework to assess the link between differential population susceptibility to pesticides and human nervous system disease. M ETHODS : We integrated publicly available datasets of Chemical-Gene, Gene-Pathway, and SNP-Disease associations to build Chemical-Pathway- Gene-SNP-Disease linkages for humans. As a case study, we integrated these linkages with spatialized pesticide application data for the US from 1992 to 2018 and spatialized nervous system disease rates for 2018. Through this, we characterized SNPs that may be important in states with high disease occurrence based on the pesticides used there. R ESULTS : We found that the number of SNP hits per pesticide in US states positively correlated with disease incidence and prevalence for Alzheimer's disease, Parkinson disease, and multiple sclerosis. We performed frequent itemset mining to differentiate pesticides used over time in states with high and low disease occurrence and found that only 19% of pesticide sets overlapped between 10 states with high disease occurrence and 10 states with low disease occurrence rates, and more SNPs were implicated in pathways in high disease occurrence states. Through a crossvalidation of subsets of five high and low disease occurrence states, we characterized SNPs, genes, pathways, and pesticides more frequently implicated in high disease occurrence states. D ISCUSSION : Our findings support that pesticides contribute to nervous system disease, and we developed priority lists of SNPs, pesticides, and pathways for further study. This data -driven approach can be adapted to other chemicals, diseases, and locations to characterize differential population susceptibility to chemical exposures. https://doi.org/10.1289/EHP14108
引用
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页数:15
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