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一项探索认知储备和认知衰退早期阶段可改变风险因素的数据驱动聚类分析。

A data-driven cluster analysis to explore cognitive reserve and modifiable risk factors in early phases of cognitive decline.

作者信息

Bernini Sara, Valcarenghi Alice, Ballante Elena, Fassio Federico, Picascia Marta, Cavallini Elena, Ramusino Matteo Cotta, Costa Alfredo, Vecchi Tomaso, Tassorelli Cristina, Bottiroli Sara

机构信息

IRCCS Mondino Foundation, Via Mondino 2, 20100, Pavia, Italy.

University of Chieti, Chieti, Italy.

出版信息

Sci Rep. 2025 Feb 7;15(1):4616. doi: 10.1038/s41598-025-88340-6.

Abstract

The present study was aimed to cluster sub-groups of patients with varying degrees of cognitive impairment (Subjective Cognitive Decline, mild or Major Neurocognitive Disorder) based on their modifiable risk factors and cognitive reserve with k-means analysis. As a secondary analysis, we described the identified clusters from different perspectives, i.e., socio-demographic characteristics, cognitive functioning, and mental health. The analysis revealed two clusters, which were composed by 27 and 43 patients characterized by protective (Cluster 1) and unprotective (Cluster 2) everyday life habits, respectively. The two groups showed significant differences across all examined dimensions, with Cluster 1 demonstrating a more favourable profile compared to Cluster 2. Specifically, Cluster 1 exhibited advantages in: (1) sociodemographic (education, technological skills, and occupation), (2) cognitive (global cognitive functioning, executive functioning, and working memory), and (3) mental health (mood state and quality of life) characteristics. Such a finding is representative of a more positive individual wellbeing for people who adopt protective behaviours. In the field of dementia prevention, these results support the importance to intervene proactively and simultaneously in the management of multiple risk factors during the entire lifespan.

摘要

本研究旨在通过k均值分析,根据可改变的风险因素和认知储备,对不同程度认知障碍(主观认知衰退、轻度或重度神经认知障碍)的患者亚组进行聚类。作为次要分析,我们从不同角度描述了所识别的聚类,即社会人口学特征、认知功能和心理健康。分析揭示了两个聚类,分别由27名和43名患者组成,聚类1的特征是具有保护性的日常生活习惯,聚类2的特征是不具有保护性的日常生活习惯。两组在所有检查维度上均存在显著差异,与聚类2相比,聚类1呈现出更有利的概况。具体而言,聚类1在以下方面表现出优势:(1)社会人口学方面(教育程度、技术技能和职业),(2)认知方面(整体认知功能、执行功能和工作记忆),以及(3)心理健康方面(情绪状态和生活质量)。这一发现代表了采取保护性行为的人具有更积极的个人幸福感。在痴呆症预防领域,这些结果支持了在整个生命周期中对多种风险因素进行积极且同时干预的重要性。

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