TY - JOUR
T1 - Exercise-Related Physical Activity Relates to Brain Volumes in 10,125 Individuals
AU - Raji, Cyrus A.
AU - Meysami, Somayeh
AU - Hashemi, Sam
AU - Garg, Saurabh
AU - Akbari, Nasrin
AU - Gouda, Ahmed
AU - Chodakiewitz, Yosef Gavriel
AU - Nguyen, Thanh Duc
AU - Niotis, Kellyann
AU - Merrill, David A.
AU - Attariwala, Rajpaul
N1 - Publisher Copyright:
© 2024 IOS Press. All rights reserved.
PY - 2024/1/16
Y1 - 2024/1/16
N2 - Objective: To investigate the relationships between regular moderate to vigorous physical activity and quantified brain volumes on magnetic resonance neuroimaging. Methods: A total of 10,125 healthy participants underwent whole-body MRI scans, with brain sequences including isotropic MP-RAGE. Three deep learning models analyzed axial, sagittal, and coronal views from the scans. Moderate to vigorous physical activity, defined by activities increasing respiration and pulse rate for at least 10 continuous minutes, was modeled with brain volumes via partial correlations. Analyses adjusted for age, sex, and total intracranial volume, and a 5% Benjamini-Hochberg False Discovery Rate addressed multiple comparisons. Results: Participant average age was 52.98 ± 13.04 years (range 18–97) and 52.3% were biologically male. Of these, 7,606 (75.1%) reported engaging in moderate or vigorous physical activity approximately 4.05 ± 3.43 days per week. Those with vigorous activity were slightly younger (p < 0.00001), and fewer women compared to men engaged in such activities (p = 3.76e-15). Adjusting for age, sex, body mass index, and multiple comparisons, increased days of moderate to vigorous activity correlated with larger normalized brain volumes in multiple regions including: total gray matter (Partial R = 0.05, p = 1.22e-7), white matter (Partial R = 0.06, p = 9.34e-11), hippocampus (Partial R = 0.05, p = 5.96e-7), and frontal, parietal, and occipital lobes (Partial R = 0.04, p ≤ 1.06e-5). Conclusions: Exercise-related physical activity is associated with increased brain volumes, indicating potential neuroprotective effects.
AB - Objective: To investigate the relationships between regular moderate to vigorous physical activity and quantified brain volumes on magnetic resonance neuroimaging. Methods: A total of 10,125 healthy participants underwent whole-body MRI scans, with brain sequences including isotropic MP-RAGE. Three deep learning models analyzed axial, sagittal, and coronal views from the scans. Moderate to vigorous physical activity, defined by activities increasing respiration and pulse rate for at least 10 continuous minutes, was modeled with brain volumes via partial correlations. Analyses adjusted for age, sex, and total intracranial volume, and a 5% Benjamini-Hochberg False Discovery Rate addressed multiple comparisons. Results: Participant average age was 52.98 ± 13.04 years (range 18–97) and 52.3% were biologically male. Of these, 7,606 (75.1%) reported engaging in moderate or vigorous physical activity approximately 4.05 ± 3.43 days per week. Those with vigorous activity were slightly younger (p < 0.00001), and fewer women compared to men engaged in such activities (p = 3.76e-15). Adjusting for age, sex, body mass index, and multiple comparisons, increased days of moderate to vigorous activity correlated with larger normalized brain volumes in multiple regions including: total gray matter (Partial R = 0.05, p = 1.22e-7), white matter (Partial R = 0.06, p = 9.34e-11), hippocampus (Partial R = 0.05, p = 5.96e-7), and frontal, parietal, and occipital lobes (Partial R = 0.04, p ≤ 1.06e-5). Conclusions: Exercise-related physical activity is associated with increased brain volumes, indicating potential neuroprotective effects.
KW - Alzheimer’s disease
KW - brain volumes
KW - deep learning
KW - magnetic resonance imaging
KW - physical activity
UR - http://www.scopus.com/inward/record.url?scp=85183204054&partnerID=8YFLogxK
U2 - 10.3233/JAD-230740
DO - 10.3233/JAD-230740
M3 - Article
C2 - 38073389
AN - SCOPUS:85183204054
SN - 1387-2877
VL - 97
SP - 829
EP - 839
JO - Journal of Alzheimer's Disease
JF - Journal of Alzheimer's Disease
IS - 2
ER -