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Article

Behavioral Monitoring in Transient Ischemic Attack and Stroke Patients: Exploratory Micro- and Macrostructural Imaging Insights for Identifying Post-Stroke Depression with Accelerometers in UK Biobank

by
Stephanie J. Zawada
1,*,
Ali Ganjizadeh
2,
Bart M. Demaerschalk
3 and
Bradley J. Erickson
2
1
Mayo Clinic College of Medicine and Science, Scottsdale, AZ 85054, USA
2
Mayo Clinic Artificial Intelligence Laboratory, Rochester, MN 55905, USA
3
Mayo Clinic Department of Neurology, Division of Cerebrovascular Diseases, Phoenix, AZ 85054, USA
*
Author to whom correspondence should be addressed.
Sensors 2025, 25(3), 963; https://doi.org/10.3390/s25030963
Submission received: 23 December 2024 / Revised: 23 January 2025 / Accepted: 30 January 2025 / Published: 5 February 2025

Abstract

To examine the association between post-stroke depression (PSD) and macrostructural and microstructural brain measures, and to explore whether changes in accelerometer-measured physical activity (PA) are associated with PSD, we conducted an exploratory study in UK Biobank with dementia-free participants diagnosed with at least one prior stroke. Eligible participants (n = 1186) completed an MRI scan. Depression was classified based on positive depression screening scores (PHQ-2 ≥ 3). Multivariate linear regression models assessed the relationships between depression and structural and diffusion measures generated from brain MRI scans. Logistic regression models were used to examine the relationship between accelerometer-measured daily PA and future depression (n = 367). Depression was positively associated with total white matter hyperintensities (WMHs) volume (standardized β [95% CI]—0.1339 [0.012, 0.256]; FDR-adjusted p-value—0.039), periventricular WMHs volume (standardized β [95% CI]—0.1351 [0.020, 0.250]; FDR-adjusted p-value—0.027), and reduced MD for commissural fibers (standardized β [95% CI]—−0.139 [−0.255, −0.024]; adjusted p-value—0.045). The odds of depression decreased by 0.3% for each daily minute spent in objectively measured light PA, while each minute spent in sleep from midnight to 6:00 AM was associated with a 0.9% decrease in the odds of depression. This early-stage analysis using a population cohort offers a scientific rationale for researchers using multimodal data sources to investigate the heterogenous nature of PSD and, potentially, identify stroke patients at risk of poor outcomes.
Keywords: stroke; retinal artery occlusion; transient ischemic attack; depression; remote monitoring; sleep stroke; retinal artery occlusion; transient ischemic attack; depression; remote monitoring; sleep

Share and Cite

MDPI and ACS Style

Zawada, S.J.; Ganjizadeh, A.; Demaerschalk, B.M.; Erickson, B.J. Behavioral Monitoring in Transient Ischemic Attack and Stroke Patients: Exploratory Micro- and Macrostructural Imaging Insights for Identifying Post-Stroke Depression with Accelerometers in UK Biobank. Sensors 2025, 25, 963. https://doi.org/10.3390/s25030963

AMA Style

Zawada SJ, Ganjizadeh A, Demaerschalk BM, Erickson BJ. Behavioral Monitoring in Transient Ischemic Attack and Stroke Patients: Exploratory Micro- and Macrostructural Imaging Insights for Identifying Post-Stroke Depression with Accelerometers in UK Biobank. Sensors. 2025; 25(3):963. https://doi.org/10.3390/s25030963

Chicago/Turabian Style

Zawada, Stephanie J., Ali Ganjizadeh, Bart M. Demaerschalk, and Bradley J. Erickson. 2025. "Behavioral Monitoring in Transient Ischemic Attack and Stroke Patients: Exploratory Micro- and Macrostructural Imaging Insights for Identifying Post-Stroke Depression with Accelerometers in UK Biobank" Sensors 25, no. 3: 963. https://doi.org/10.3390/s25030963

APA Style

Zawada, S. J., Ganjizadeh, A., Demaerschalk, B. M., & Erickson, B. J. (2025). Behavioral Monitoring in Transient Ischemic Attack and Stroke Patients: Exploratory Micro- and Macrostructural Imaging Insights for Identifying Post-Stroke Depression with Accelerometers in UK Biobank. Sensors, 25(3), 963. https://doi.org/10.3390/s25030963

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