Whole brain gray matter volume may mediate the relationship between light physical activity and Body Mass Index in middle-aged Japanese adults

Obesity is a multifactorial condition that cannot be fully explained by traditional energy-balance models. Recent studies highlight the role of brain structure-particularly gray matter volume-as a potential risk factor of obesity. Physical activity (PA) has been shown to enhance gray matter volume, particularly in older adults. While prior studies have linked physical activity (PA) with both brain structure and Body Mass Index (BMI), few have examined whether brain structure may account for the association between PA and obesity. Therefore, this study explored the potential mediating role of brain structure in the association between PA and BMI in a cross-sectional sample of Japanese adults. PA was assessed using the Japanese version of the International Physical Activity Questionnaire - Short Form (IPAQ-SF). PA was assessed across three intensity levels (Intense, Moderate, and Light), in terms of duration (minutes per week) and frequency (number of days per week). Brain structure was measured as total gray matter volume, using the Gray Matter Brain Healthcare Quotient (GM-BHQ). Multiple hierarchical linear regression revealed only light PA had individual associations with increased GM-BHQ (R = 0.803, b = 0.188, p = 0.002) and decreased BMI (R = 0.303, b = -0.165, p = -0.096). GM-BHQ also showed a stronger association with BMI than PA alone (R = 0.367, b = -0.313, p = 0.030). Path analysis revealed a potential mediating role of brain structure in the link between PA and BMI (indirect effect = 0.052, p = 0.030). These findings provide preliminary support for the hypothesis that brain health may be involved in the relationship between PA and obesity. Although the cross-sectional design limits causal interpretation, the observed associations point to a potential pathway for future longitudinal or intervention studies.

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Publication Details

Journal
Brain Research Bulletin
Published
2025-07-19
DOI
https://doi.org/10.1016/j.brainresbull.2025.111471
Citations
1
Primary Topic
Obesity, Physical Activity, Diet
Type
article
Field-Weighted Citation Impact
1.88

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article

Whole brain gray matter volume may mediate the relationship between light physical activity and Body Mass Index in middle-aged Japanese adults

Keisuke Kokubun, Yoshinori Yamakawa, Juan Cesar D. Pineda
1 citations
Brain Research Bulletin
Obesity, Physical Activity, Diet
1.88
article

Whole brain gray matter volume may mediate the relationship between light physical activity and Body Mass Index in middle-aged Japanese adults

Keisuke Kokubun, Yoshinori Yamakawa, Juan Cesar D. Pineda
article en
1 citations

Abstract

Obesity is a multifactorial condition that cannot be fully explained by traditional energy-balance models. Recent studies highlight the role of brain structure-particularly gray matter volume-as a potential risk factor of obesity. Physical activity (PA) has been shown to enhance gray matter volume, particularly in older adults. While prior studies have linked physical activity (PA) with both brain structure and Body Mass Index (BMI), few have examined whether brain structure may account for the association between PA and obesity. Therefore, this study explored the potential mediating role of brain structure in the association between PA and BMI in a cross-sectional sample of Japanese adults. PA was assessed using the Japanese version of the International Physical Activity Questionnaire - Short Form (IPAQ-SF). PA was assessed across three intensity levels (Intense, Moderate, and Light), in terms of duration (minutes per week) and frequency (number of days per week). Brain structure was measured as total gray matter volume, using the Gray Matter Brain Healthcare Quotient (GM-BHQ). Multiple hierarchical linear regression revealed only light PA had individual associations with increased GM-BHQ (R = 0.803, b = 0.188, p = 0.002) and decreased BMI (R = 0.303, b = -0.165, p = -0.096). GM-BHQ also showed a stronger association with BMI than PA alone (R = 0.367, b = -0.313, p = 0.030). Path analysis revealed a potential mediating role of brain structure in the link between PA and BMI (indirect effect = 0.052, p = 0.030). These findings provide preliminary support for the hypothesis that brain health may be involved in the relationship between PA and obesity. Although the cross-sectional design limits causal interpretation, the observed associations point to a potential pathway for future longitudinal or intervention studies.

Brain Research BulletinVol. 230
Kyoto University (JP), Kyoto Institute of Technology (JP)
Cabinet Office, Government of Japan, Council for Science, Technology and Innovation
Openalex Percentile: Top 14%
Obesity, Physical Activity, Diet
1.88
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