Dissecting Alzheimer’s Disease Risk in Asian American Elders: A Classification and Regression Tree Approach

IF 2.8 Q2 NEUROSCIENCES Journal of Alzheimer's disease reports Pub Date : 2024-03-19 DOI:10.3233/adr-230162
Sung Seek Moon, Lindsey Anderson, Jinyu Liu, Jinwon Lee, Youngkwang Moon
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Abstract

Background: Alzheimer’s disease (AD) poses a growing public health challenge, particularly with an aging population. While extensive research has explored the relationships between AD, socio-demographic factors, and cardiovascular risk factors, a notable gap exists in understanding these connections within the Asian American elderly population. Objective: This study aims to address this gap by employing the Classification and Regression Tree (CART) approach to investigate the intricate interplay of socio-demographic variables, cardiovascular risk factors, sleep patterns, prior antidepressant use, and AD among Asian American elders. Methods: Data from the 2017 Uniform Data Set, provided by the National Alzheimer’s Coordinating Center, were analyzed, focusing on a sample of Asian American elders (n = 4,343). The analysis utilized the Classification and Regression Tree (CART) approach. Results: CART analysis identified critical factors, including levels of independence, specific age thresholds (73.5 and 84.5 years), apnea, antidepressant use, and body mass index, as significantly associated with AD risk. Conclusions: These findings have far-reaching implications for future research, particularly in examining the roles of gender, cultural nuances, socio-demographic factors, and cardiovascular risk elements in AD within the Asian American elderly population. Such insights can inform tailored interventions, improved healthcare access, and culturally sensitive policies to address the complex challenges posed by AD in this community.
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剖析亚裔美国老人患阿尔茨海默病的风险:分类和回归树方法
背景:阿尔茨海默病(AD)是一项日益严峻的公共卫生挑战,尤其是在人口老龄化的背景下。虽然已有大量研究探讨了阿尔茨海默病、社会人口因素和心血管风险因素之间的关系,但在了解亚裔美国老年人口中的这些联系方面还存在明显差距。研究目的本研究旨在采用分类和回归树(CART)方法来研究亚裔美国老人中社会人口变量、心血管风险因素、睡眠模式、之前使用抗抑郁药和注意力缺失症之间错综复杂的相互作用,从而弥补这一空白。研究方法对美国国家阿尔茨海默氏症协调中心提供的 2017 年统一数据集的数据进行了分析,重点是亚裔美国老人样本(n = 4343)。分析采用了分类和回归树(CART)方法。分析结果CART 分析确定了与注意力缺失症风险显著相关的关键因素,包括独立程度、特定年龄阈值(73.5 岁和 84.5 岁)、呼吸暂停、抗抑郁药的使用和体重指数。结论这些发现对今后的研究具有深远的意义,尤其是在研究美国亚裔老年人群中的性别、文化差异、社会人口因素和心血管风险因素在注意力缺失症中的作用方面。这些见解可以为有针对性的干预措施、改善医疗保健服务以及制定文化敏感性政策提供依据,从而应对亚裔美国人群体中注意力缺失症带来的复杂挑战。
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