使用多基因风险评分识别猪养殖场工人中气道阻塞高风险个体。

IF 1.9 4区 医学 Q3 ENVIRONMENTAL SCIENCES
Liam Robbins, Ambikaipakan Senthilselvan, James Dosman, Jeremy Beach, Donna Rennie, Zhiwei Gao
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引用次数: 0

摘要

先前的研究已经调查了单个单核苷酸多态性(snp)作为猪操作工人肺部疾病发展的危险因素。本研究的目的是确定多个snp和多基因风险评分(PRS)对养猪场工人的集体影响,并确定气道疾病风险较高的工人。本研究包括374名全职养猪工人和411名非农业农村居民。使用10倍交叉验证的最小绝对收缩和选择算子(LASSO)来识别snp,并用于计算气道阻塞的PRS评分。采用决策树法将PRS评分分为两个遗传易感组(高与低)。采用Logistic回归检验二分类PRS评分与气道阻塞的关系。所有工人按4.196的临界值分为两个PRS遗传易感群体(高与低)。逻辑回归显示,在控制了潜在的混杂因素后,高PRS组的工人与低PRS组的工人相比,发生气道阻塞的可能性高出5.5倍。PRS评分被认为是识别猪场中气道阻塞风险增加的工人的有用工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Identification of individuals at higher risk of airway obstruction among workers in swine operations using polygenic risk scores.

Prior studies have investigated individual single nucleotide polymorphisms (SNPs) as risk factors for the development of lung disease in swine operation workers. The aim of this study was to determine the collective effects of multiple SNPs and a polygenic risk score (PRS) in swine operation workers and identify workers at a higher risk of airway disease. This study included 374 full-time swine operation workers and 411 non-farming rural residents. Least absolute shrinkage and selection operator (LASSO) with 10-fold cross-validation was used to identify SNPs, which were used to calculate a PRS score for airway obstruction. Decision tree was applied to dichotomize the PRS score into two genetic susceptible groups (high vs. low). Logistic regression was employed to examine the association between dichotomous PRS score and airway obstruction. All workers were divided into two PRS genetic susceptible groups (high vs. low) by a cutoff value of 4.196. Logistic regression showed that workers in the high PRS group were 5.5-fold more likely to be associated with airway obstruction compared to workers in the low PRS group after controlling for potential confounders. A PRS score was identified as a useful tool in identifying workers at increased risk of airway obstruction in swine operations.

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来源期刊
CiteScore
5.20
自引率
19.20%
发文量
46
审稿时长
8-16 weeks
期刊介绍: The Journal of Toxicology and Environmental Health, Part A , Current Issues is an authoritative journal that features strictly refereed original research in the field of environmental sciences, public and occupational health, and toxicology.
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