一个数据驱动的集群分析,以探索认知储备和可修改的风险因素在认知衰退的早期阶段
Sara Bernini1, Alice Valcarenghi2, Elena Ballante3,4
1IRCCS Mondino Foundation, Via Mondino 2, 20100, Pavia, Italy. sara.bernini@mondino.it.
Scientific reports
|February 7, 2025
概括
采用保护性的生活习惯与更好的认知功能和福祉有关. 这项研究根据可修改的风险因素和认知储备确定了两组患者,强调了主动预防痴呆症的重要性.
科学领域:
- 神经科学是一个神经科学.
- 老年学是一门学科.
- 公共卫生 公共卫生
背景情况:
- 认知障碍包括从主观认知衰退到主要神经认知障碍的范围.
- 可修改的风险因素和认知储备对于理解认知轨迹至关重要.
- 根据这些因素对患者进行分组,可以发现不同的子组.
研究的目的:
- 通过可修改的风险因素和认知储备,对具有不同认知障碍的患者进行分组.
- 分析特定集群的社会人口统计,认知和心理健康特征.
- 了解对痴呆症预防策略的影响.
主要方法:
- 使用K-means集群分析对患者进行分组.
- 患者被评估可修改的风险因素和认知储备.
- 第二次分析涉及基于社会人口统计,认知和心理健康数据的集群比较.
主要成果:
- 两个不同的群体出现了:群1 (27名患者) 具有保护性习惯和群2 (43名患者) 具有不保护性习惯.
- 集群1显著表现出更好的社会人口 (教育,技术技能,职业),认知 (全球,执行,工作记忆) 和心理健康 (情绪,生活质量) 个人资料.
- 这些发现表明,与保护性行为相关的更有利的幸福感.
结论:
- 为预防痴呆症,在整个生命周期中积极和同时管理多种风险因素至关重要.
- 采用保护性的日常生活习惯与改善认知功能和整体幸福感有关.
- 这项研究强调了基于个体风险因素概况的个性化干预措施的价值.
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