A Principal Component Analysis of Metabolome and Cognitive Decline Among Japanese Older Adults: Cross-sectional Analysis Using Tohoku Medical Megabank Cohort Study Data.

IF 3.7 2区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Journal of Epidemiology Pub Date : 2025-01-05 Epub Date: 2024-10-31 DOI:10.2188/jea.JE20240099
Sakura Kiuchi, Kumi Nakaya, Upul Cooray, Kenji Takeuchi, Ikuko N Motoike, Naoki Nakaya, Yasuyuki Taki, Seizo Koshiba, Shunji Mugikura, Ken Osaka, Atsushi Hozawa
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Abstract

Background: Dementia is the leading cause of disability and imposes a significant burden on society. Previous studies have suggested an association between metabolites and cognitive decline. Although the metabolite composition differs between Western and Asian populations, studies targeting Asian populations remain scarce.

Methods: This cross-sectional study used data from a cohort survey of community-dwelling older adults aged ≥60 years living in Miyagi, Japan, conducted by Tohoku Medical Megabank Organization between 2013 and 2016. Forty-three metabolite variables quantified using nuclear magnetic resonance spectroscopy were used as explanatory variables. Dependent variable was the presence of cognitive decline (≤23 points), assessed by the Mini-Mental State Examination. Principal component (PC) analysis was performed to reduce the dimensionality of metabolite variables, followed by logistic regression analysis to calculate odds ratios (ORs) and 95% confidence intervals (CIs) for cognitive decline.

Results: A total of 2,940 participants were included (men: 49.0%, mean age: 67.6 years). Among them, 1.9% showed cognitive decline. The first 12 PC components (PC1-PC12) accounted for 71.7% of the total variance. Multivariate analysis showed that PC1, which mainly represented essential amino acids, was associated with lower odds of cognitive decline (OR 0.89; 95% CI, 0.80-0.98). PC2, which mainly included ketone bodies, was associated with cognitive decline (OR 1.29; 95% CI, 1.11-1.51). PC3, which included amino acids, was associated with lower odds of cognitive decline (OR 0.81; 95% CI, 0.66-0.99).

Conclusion: Amino acids are protectively associated with cognitive decline, whereas ketone metabolites are associated with higher odds of cognitive decline.

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日本老年人代谢组和认知能力衰退的主成分分析:利用东北医学巨型数据库队列研究进行的横断面分析。
背景痴呆症是导致残疾的主要原因,给社会造成了巨大负担。以往的研究表明,代谢物与认知能力下降之间存在关联。这项横断面研究使用了日本东北医疗Megabank组织在2013年至2016年期间对居住在日本宫城县、年龄≥60岁的社区老年人进行的队列调查数据。使用核磁共振光谱量化的 43 个代谢物变量被用作解释变量。因变量是认知能力是否下降(≤23分),由迷你精神状态检查评估。进行主成分(PC)分析以降低代谢物变量的维度,然后进行逻辑回归分析以计算认知能力下降的几率比(ORs)和 95% 的置信区间(CIs)。结果 共纳入 2,940 名参与者(男性:49.0%,平均年龄:67.6 岁)。其中 1.9% 的人出现认知能力下降。前 12 个 PC 成分(PC1-PC12)占总变异的 71.7%。多变量分析表明,主要代表必需氨基酸的 PC1 与较低的认知能力下降几率相关(OR = 0.89;95% CI,0.80-0.98)。PC2 主要包括酮体,与认知能力下降有关(OR = 1.29;95% CI,1.11-1.51)。PC3包括氨基酸,与认知能力下降的几率较低(OR = 0.81;95% CI,0.66-0.99)。
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来源期刊
Journal of Epidemiology
Journal of Epidemiology 医学-公共卫生、环境卫生与职业卫生
CiteScore
7.50
自引率
4.30%
发文量
172
审稿时长
6-12 weeks
期刊介绍: The Journal of Epidemiology is the official open access scientific journal of the Japan Epidemiological Association. The Journal publishes a broad range of original research on epidemiology as it relates to human health, and aims to promote communication among those engaged in the field of epidemiological research and those who use epidemiological findings.
期刊最新文献
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