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Methods to Address Self-Selection and Reverse Causation in Studies of Neighborhood Environments and Brain Health

机译:解决邻里环境研究和脑部健康研究的自我选择和逆转因果的方法

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摘要

Preliminary evidence suggests that neighborhood environments, such as socioeconomic disadvantage, pedestrian and physical activity infrastructure, and availability of neighborhood destinations (e.g., parks), may be associated with late-life cognitive functioning and risk of Alzheimer’s disease and related disorders (ADRD). The supposition is that these neighborhood characteristics are associated with factors such as mental health, environmental exposures, health behaviors, and social determinants of health that in turn promote or diminish cognitive reserve and resilience in later life. However, observed associations may be biased by self-selection or reverse causation, such as when individuals with better cognition move to denser neighborhoods because they prefer many destinations within walking distance of home, or when individuals with deteriorating health choose residences offering health services in neighborhoods in rural or suburban areas (e.g., assisted living). Research on neighborhood environments and ADRD has typically focused on late-life brain health outcomes, which makes it difficult to disentangle true associations from associations that result from reverse causality. In this paper, we review study designs and methods to help reduce bias due to reverse causality and self-selection, while drawing attention to the unique aspects of these approaches when conducting research on neighborhoods and brain aging.
机译:初步证据表明,社区环境,例如社会经济缺点,行人和身体活动基础设施以及邻里目的地的可用性(例如,公园)可能与晚期认知功能和阿尔茨海默病和相关疾病的风险有关,以及疾病(ADRD)有关。假设是这些邻域特征与诸如心理健康,环境暴露,健康行为和健康的社会决定因素的因素相关,反过来促进或减少在后期生活中的认知储备和恢复力。然而,观察到的关联可能被自我选择或逆转因果偏置,例如当具有更好认知的个人迁移到更密集的社区时,因为他们更喜欢在家庭的步行距离内的许多目的地,或者当具有恶化健康的个人选择邻居提供健康服务的人在农村或郊区(例如,辅助生活)。关于邻里环境和ADRD的研究通常集中在晚期脑脑健康状况中,这使得难以解开来自逆转因果关系的关联的真正关联。在本文中,我们审查了研究设计和方法,以帮助减少因逆向因果关系和自我选择而减少偏见,同时在对社区和脑老化进行研究时注意这些方法的独特方面。

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