Accelerometry-Derived Sedentary Behavior & Physical Activity With Brain Structure: A Compositional Data Analysis

Abstract Higher levels of physical activity and lower sedentary behavior in mid-to-late adulthood are each linked to better brain health outcomes, but their combined influence on brain structure remains unclear. We used compositional data analysis to investigate how the distribution of device-measured physical activity and sedentary behavior is associated with MRI measures of brain cortical thickness in 290 adults free of dementia (mean age 76.0±3.7 years, 60% women) from the ARIC study who wore a wrist accelerometer for one week and completed an MRI scan. Averaged-log-ratios between activity intensity categories (sedentary, low-light [lower-intensity light], high-light [higher-intensity light], moderate-to-vigorous) were constructed for compositional data analysis to examine covariate-adjusted associations with cortical thickness in the frontal and temporal lobes. There were significant associations with all log ratios of moderate-to-vigorous physical activity and temporal lobe cortical thickness, such that allocating more time to moderate-to-vigorous activity instead of sedentary, low-light, and high-light activity was associated with greater cortical thickness (ꞵrange=.019-.026, all FDR p < 0.05). Further, the low-light to high-light log ratio was significantly associated with greater temporal cortical thickness (ꞵ=.083, FDR p = 0.002). In contrast, there were no observed associations with frontal lobe cortical thickness (all FDR p > 0.05). These findings underscore the potential importance of physical activity intensity in maintaining brain cortical thickness, particularly in the temporal regions. Moderate-to-vigorous physical activity was linked to the best outcomes, but even slightly higher levels of activity intensity (i.e., low-light to high-light) showed potential neuroprotective associations. Longitudinal studies are needed to elucidate the temporality of the associations and biological mechanisms.

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Publication Details

Journal
Innovation in Aging
Published
2025-12-01
DOI
https://doi.org/10.1093/geroni/igaf122.1953
Primary Topic
Dementia and Cognitive Impairment Research
Type
article
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article

Accelerometry-Derived Sedentary Behavior & Physical Activity With Brain Structure: A Compositional Data Analysis

Amal A. Wanigatunga, Xinkai Zhou, Jill A. Rabinowitz, Adam P. Spira et al.
Innovation in Aging
Dementia and Cognitive Impairment Research
article

Accelerometry-Derived Sedentary Behavior & Physical Activity With Brain Structure: A Compositional Data Analysis

Amal A. Wanigatunga, Xinkai Zhou, Jill A. Rabinowitz, Adam P. Spira, Lin Y. Chen, Ryan J. Dougherty, Jennifer A. Schrack, Vadim Zipunnikov
article en

Abstract

Abstract Higher levels of physical activity and lower sedentary behavior in mid-to-late adulthood are each linked to better brain health outcomes, but their combined influence on brain structure remains unclear. We used compositional data analysis to investigate how the distribution of device-measured physical activity and sedentary behavior is associated with MRI measures of brain cortical thickness in 290 adults free of dementia (mean age 76.0±3.7 years, 60% women) from the ARIC study who wore a wrist accelerometer for one week and completed an MRI scan. Averaged-log-ratios between activity intensity categories (sedentary, low-light [lower-intensity light], high-light [higher-intensity light], moderate-to-vigorous) were constructed for compositional data analysis to examine covariate-adjusted associations with cortical thickness in the frontal and temporal lobes. There were significant associations with all log ratios of moderate-to-vigorous physical activity and temporal lobe cortical thickness, such that allocating more time to moderate-to-vigorous activity instead of sedentary, low-light, and high-light activity was associated with greater cortical thickness (ꞵrange=.019-.026, all FDR p < 0.05). Further, the low-light to high-light log ratio was significantly associated with greater temporal cortical thickness (ꞵ=.083, FDR p = 0.002). In contrast, there were no observed associations with frontal lobe cortical thickness (all FDR p > 0.05). These findings underscore the potential importance of physical activity intensity in maintaining brain cortical thickness, particularly in the temporal regions. Moderate-to-vigorous physical activity was linked to the best outcomes, but even slightly higher levels of activity intensity (i.e., low-light to high-light) showed potential neuroprotective associations. Longitudinal studies are needed to elucidate the temporality of the associations and biological mechanisms.

Innovation in AgingVol. 9(Supplement_2)
Rutgers, The State University of New Jersey (US), University of Minnesota (US), Johns Hopkins University (US), Johns Hopkins Medicine (US), University of Minnesota System (US)
Good health and well-being
Openalex Percentile: Top 30%
Dementia and Cognitive Impairment Research
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