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Challenges of Exploratory Visualization of Gene-environment Interaction in Alzheimer's Disease

机译:探索性可视化在阿尔茨海默氏病中的基因-环境相互作用的挑战

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Alzheimer's Disease (AD) is the 6th leading cause of death in the United States. Although several genetic and environmental factors have been implicated in AD risks, no single factor is found solely responsible for disease manifestation in all Alzheimer's cases. In cases when no single gene can explain causality, the scenario of a combination of factors with modest effect sizes has been suggested. Through means of visual analysis in Weave we uncovered and further strengthened growing evidence for the link between genetics, air pollution and an earlier onset of Alzheimer's disease as exemplified in US cities with the highest reported levels of toxicity. Major sources of bias impacting our dataset are examined to caution the reader about the value of correlation findings in this less than ideal study sample.
机译:阿尔茨海默氏病(AD)是美国第六大主要死因。尽管数种遗传和环境因素都与AD风险有关,但在所有阿尔茨海默氏病病例中均未发现任何因素单独导致疾病表现。在没有单个基因可以解释因果关系的情况下,已经提出了将因素与具有适度影响大小结合起来的方案。通过Weave中的视觉分析,我们发现并进一步加强了遗传学,空气污染与阿尔茨海默氏病较早发作之间的联系的越来越多的证据,例如在报道毒性水平最高的美国城市中就是例证。研究了影响我们数据集的主要偏见来源,以提醒读​​者注意在这个不甚理想的研究样本中相关性发现的价值。

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