Neural Determinants of Sedentary Lifestyle in Older Adults: A Brain Network Analysis

IF 2.6 3区 心理学 Q2 BEHAVIORAL SCIENCES Brain and Behavior Pub Date : 2025-01-08 DOI:10.1002/brb3.70085
Mohsen Bahrami, Jonathan H Burdette, Paul J Laurienti, Barbara J Nicklas, W Jack Rejeski, Jason Fanning
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Abstract

Purpose

The prevalence of sedentary lifestyles (SL), which includes both high volumes of extended sitting behavior and a low volume of steps accumulated across the day, among older adults continues to rise contributing to increases in associated comorbidities and the loss of independence. The social, personal, and economic burdens are enormous. In recognition of the health implications of SL, current public health physical activity guidelines now emphasize the complimentary goals of sitting less by moving more. We recently completed a 6-month weight loss (WL) study followed by 12 months of reduced contact to examine weight regain in older adults with obesity. One of the treatment conditions involved WL + a day-long movement intervention that explicitly targeted reducing sitting time and increasing steps across the day (SitLess).

Method

The goal of the current study, using baseline fMRI and accelerometry data from 36 participants and advanced machine learning tools, was to determine if we could identify complex brain circuits underlying variability associated with changes in sitting time and daily steps during the 6-month intensive phase among participants randomized to the WL + SitLess treatment condition. Models generated from these analyses produced accuracy in predicting pre–post change in both measures that exceeded 92%, suggesting a critical role for the identified brain subnetworks in explaining variability in these outcomes in response to the intervention. The identified networks comprised regions, predominantly in the default mode and sensorimotor networks, that have been extensively linked to self-regulation and decision-making.

Finding

These results provide insights into the theoretical basis of SL for older adults and in the design of future intervention research.

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老年人久坐生活方式的神经决定因素:脑网络分析。
目的:久坐不动的生活方式(SL),包括大量长时间坐着的行为和每天积累的低步数,在老年人中持续上升,导致相关合并症的增加和独立性的丧失。社会、个人和经济负担是巨大的。认识到SL对健康的影响,目前的公共健康体育活动指南现在强调少坐多动的互补目标。我们最近完成了一项为期6个月的体重减轻(WL)研究,随后进行了12个月的减少接触,以检查老年肥胖患者的体重恢复情况。其中一种治疗条件是WL +全天运动干预,明确针对减少坐着时间和增加一天中的步数(SitLess)。方法:当前研究的目标是,使用来自36名参与者的基线功能磁共振成像和加速度计数据以及先进的机器学习工具,确定我们是否可以在随机分配到WL + SitLess治疗条件的参与者的6个月强化阶段中识别与坐着时间和每日步数变化相关的复杂脑电路。从这些分析中产生的模型在预测两种测量方法的前后变化方面的准确性超过92%,这表明确定的大脑子网在解释这些结果对干预反应的可变性方面发挥了关键作用。这些已确定的网络主要由默认模式和感觉运动网络的区域组成,这些区域与自我调节和决策密切相关。发现:这些结果为老年人SL的理论基础和未来干预研究的设计提供了见解。
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来源期刊
Brain and Behavior
Brain and Behavior BEHAVIORAL SCIENCES-NEUROSCIENCES
CiteScore
5.30
自引率
0.00%
发文量
352
审稿时长
14 weeks
期刊介绍: Brain and Behavior is supported by other journals published by Wiley, including a number of society-owned journals. The journals listed below support Brain and Behavior and participate in the Manuscript Transfer Program by referring articles of suitable quality and offering authors the option to have their paper, with any peer review reports, automatically transferred to Brain and Behavior. * [Acta Psychiatrica Scandinavica](https://publons.com/journal/1366/acta-psychiatrica-scandinavica) * [Addiction Biology](https://publons.com/journal/1523/addiction-biology) * [Aggressive Behavior](https://publons.com/journal/3611/aggressive-behavior) * [Brain Pathology](https://publons.com/journal/1787/brain-pathology) * [Child: Care, Health and Development](https://publons.com/journal/6111/child-care-health-and-development) * [Criminal Behaviour and Mental Health](https://publons.com/journal/3839/criminal-behaviour-and-mental-health) * [Depression and Anxiety](https://publons.com/journal/1528/depression-and-anxiety) * Developmental Neurobiology * [Developmental Science](https://publons.com/journal/1069/developmental-science) * [European Journal of Neuroscience](https://publons.com/journal/1441/european-journal-of-neuroscience) * [Genes, Brain and Behavior](https://publons.com/journal/1635/genes-brain-and-behavior) * [GLIA](https://publons.com/journal/1287/glia) * [Hippocampus](https://publons.com/journal/1056/hippocampus) * [Human Brain Mapping](https://publons.com/journal/500/human-brain-mapping) * [Journal for the Theory of Social Behaviour](https://publons.com/journal/7330/journal-for-the-theory-of-social-behaviour) * [Journal of Comparative Neurology](https://publons.com/journal/1306/journal-of-comparative-neurology) * [Journal of Neuroimaging](https://publons.com/journal/6379/journal-of-neuroimaging) * [Journal of Neuroscience Research](https://publons.com/journal/2778/journal-of-neuroscience-research) * [Journal of Organizational Behavior](https://publons.com/journal/1123/journal-of-organizational-behavior) * [Journal of the Peripheral Nervous System](https://publons.com/journal/3929/journal-of-the-peripheral-nervous-system) * [Muscle & Nerve](https://publons.com/journal/4448/muscle-and-nerve) * [Neural Pathology and Applied Neurobiology](https://publons.com/journal/2401/neuropathology-and-applied-neurobiology)
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