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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 (BASEL, SWITZERLAND) 2025; 25:963. [PMID: 39943601 PMCID: PMC11820421 DOI: 10.3390/s25030963] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/23/2024] [Revised: 01/23/2025] [Accepted: 01/30/2025] [Indexed: 02/16/2025]
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.
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Affiliation(s)
| | - Ali Ganjizadeh
- Mayo Clinic Artificial Intelligence Laboratory, Rochester, MN 55905, USA; (A.G.); (B.J.E.)
| | - Bart M. Demaerschalk
- Mayo Clinic Department of Neurology, Division of Cerebrovascular Diseases, Phoenix, AZ 85054, USA;
| | - Bradley J. Erickson
- Mayo Clinic Artificial Intelligence Laboratory, Rochester, MN 55905, USA; (A.G.); (B.J.E.)
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Gao L, Zheng X, Baker SN, Li P, Scheer FAJL, Nogueira RC, Hu K. Associations of Rest-Activity Rhythm Disturbances With Stroke Risk and Poststroke Adverse Outcomes. J Am Heart Assoc 2024; 13:e032086. [PMID: 39234806 PMCID: PMC11935632 DOI: 10.1161/jaha.123.032086] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 04/24/2024] [Indexed: 09/06/2024]
Abstract
BACKGROUND Many disease processes are influenced by circadian clocks and display ~24-hour rhythms. Whether disruptions to these rhythms increase stroke risk is unclear. We evaluated the association between 24-hour rest-activity rhythms, stroke risk, and major poststroke adverse outcomes. METHODS AND RESULTS We examined ~100 000 participants from the UK Biobank (aged 44-79 years; ~57% women) assessed with actigraphy (6-7 days) and 5-year median follow-up. We derived (1) most active 10-hour activity counts across the 24-hour cycle and the timing of its midpoint timing; (2) the least active 5-hour count and its midpoint; (3) relative amplitude; (4) interdaily stability; and (5) intradaily variability, for stability and fragmentation of the rhythm. Cox proportional hazard models were constructed for time to (1) incident stroke (n=1652) and (2) poststroke adverse outcomes (dementia, depression, disability, or death). Suppressed relative amplitude (lowest quartile [quartile 1] versus the top quartile [quartile 4]) was associated with stroke risk (hazard ratio [HR], 1.61 [95% CI, 1.35-1.92]; P<0.001) after adjusting for demographics. Later most active 10-hour activity count midpoint timing (14:00-15:26; HR, 1.26 [95% CI, 1.07-1.49]; P=0.007) also had higher stroke risk than earlier (12:17-13:10) participants. A fragmented rhythm (intradaily variability) was also associated with higher stroke risk (quartile 4 versus quartile 1; HR, 1.26 [95% CI, 1.06-1.49]; P=0.008). Suppressed relative amplitude was associated with risk for poststroke adverse outcomes (quartile 1 versus quartile 4; HR, 2.02 [95% CI, 1.46-2.48]; P<0.001). All associations were independent of age, sex, race, obesity, sleep disorders, cardiovascular diseases or risks, and other comorbidity burdens. CONCLUSIONS Suppressed 24-hour rest-activity rhythm may be a risk factor for stroke and an early indicator of major poststroke adverse outcomes.
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Affiliation(s)
- Lei Gao
- Department of Anesthesia, Critical Care and Pain MedicineMassachusetts General Hospital, Harvard Medical SchoolBostonMA
- Medical Biodynamics Program, Division of Sleep and Circadian DisordersBrigham and Womens HospitalBostonMA
- Division of Sleep MedicineHarvard Medical SchoolBostonMA
- Broad Institute of MIT and HarvardCambridgeMA
| | - Xi Zheng
- Medical Biodynamics Program, Division of Sleep and Circadian DisordersBrigham and Womens HospitalBostonMA
| | - Sarah N. Baker
- Department of Anesthesia, Critical Care and Pain MedicineMassachusetts General Hospital, Harvard Medical SchoolBostonMA
| | - Peng Li
- Medical Biodynamics Program, Division of Sleep and Circadian DisordersBrigham and Womens HospitalBostonMA
- Division of Sleep MedicineHarvard Medical SchoolBostonMA
- Broad Institute of MIT and HarvardCambridgeMA
| | - Frank A. J. L. Scheer
- Division of Sleep MedicineHarvard Medical SchoolBostonMA
- Broad Institute of MIT and HarvardCambridgeMA
- Medical Chronobiology Program, Division of Sleep and Circadian DisordersBrigham and Women’s HospitalBostonMA
| | - Ricardo C. Nogueira
- Medical Chronobiology Program, Division of Sleep and Circadian DisordersBrigham and Women’s HospitalBostonMA
- Neurology Department, School of Medicine, Hospital das ClinicasUniversity of São PauloSão PauloBrazil
| | - Kun Hu
- Medical Biodynamics Program, Division of Sleep and Circadian DisordersBrigham and Womens HospitalBostonMA
- Division of Sleep MedicineHarvard Medical SchoolBostonMA
- Broad Institute of MIT and HarvardCambridgeMA
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Dell'Acqua C, Messerotti Benvenuti S, Cellini N, Brush CJ, Ruggerone A, Palomba D. Familial risk for depression is associated with reduced physical activity in young adults: evidence from a wrist-worn actigraphy study. Transl Psychiatry 2024; 14:219. [PMID: 38806490 PMCID: PMC11133440 DOI: 10.1038/s41398-024-02925-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Revised: 05/08/2024] [Accepted: 05/10/2024] [Indexed: 05/30/2024] Open
Abstract
Depression is characterized by reduced physical activity and sleep-wake cycle disturbances, often considered important features of the disease. While a few studies have suggested that self-reported reduced physical activity and sleep-wake cycle disturbances might both be linked to depression vulnerability, actigraphy-based measures in vulnerable samples remain largely unexplored. This study relied on actigraphy-based parameters to test whether these disturbances characterize depression vulnerability. Seven-day actigraphy data were collected from 20 (13 female) university students with a high vulnerability to depression, which was determined by the presence of a family history of the condition but no current symptoms, and 32 (21 female) controls with neither a family history of depression nor current depressive symptoms. Daily physical activity, namely gross motor activity, was quantified as average daily acceleration and time spent engaging in moderate-vigorous physical activity (MVPA). The sleep-wake cycle and circadian rhythms were assessed as total sleep duration per night (in hours), sleep within sleep period time (in hours), sleep efficiency (%), and relative amplitude (i.e., the difference between the activity during the day and the night, which reflects circadian rhythms amplitude). Results showed that individuals with a familial risk for depression exhibited reduced daily acceleration and time spent in MVPA relative to the control group, particularly on the weekend during their free time away from scheduled activities. On the other hand, the two groups were comparable in terms of sleep estimates. Taken together, reduced physical activity, but not sleep-wake disturbances, seem to be associated with vulnerability to depression and might be a viable target for identification and prevention efforts.
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Affiliation(s)
- Carola Dell'Acqua
- Department of General Psychology, University of Padua, Padua, Italy.
| | - Simone Messerotti Benvenuti
- Department of General Psychology, University of Padua, Padua, Italy
- Padova Neuroscience Center (PNC), University of Padua, Padua, Italy
- Hospital Psychology Unit, Padua University Hospital, Padua, Italy
| | - Nicola Cellini
- Department of General Psychology, University of Padua, Padua, Italy
- Padova Neuroscience Center (PNC), University of Padua, Padua, Italy
| | - C J Brush
- Department of Movement Sciences, University of Idaho, Moscow, ID, USA
| | | | - Daniela Palomba
- Department of General Psychology, University of Padua, Padua, Italy
- Padova Neuroscience Center (PNC), University of Padua, Padua, Italy
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Woo J, Lehrer HM, Tabibi D, Cebulske L, Tanaka H, Steinhardt M. The Association of Multidimensional Sleep Health With HbA1c and Depressive Symptoms in African American Adults With Type 2 Diabetes. Psychosom Med 2024; 86:307-314. [PMID: 38724038 PMCID: PMC11090412 DOI: 10.1097/psy.0000000000001298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/15/2024]
Abstract
OBJECTIVE Sleep is important for diabetes-related health outcomes. Using a multidimensional sleep health framework, we examined the association of individual sleep health dimensions and a composite sleep health score with hemoglobin A1c (HbA1c) and depressive symptoms among African American adults with type 2 diabetes. METHODS Participants (N = 257; mean age = 62.5 years) were recruited through local churches. Wrist-worn actigraphy and sleep questionnaire data assessed multidimensional sleep health using the RuSATED framework (regularity, satisfaction, alertness, timing, efficiency, duration). Individual sleep dimensions were dichotomized into poor or good sleep health and summed into a composite score. HbA1c was assessed using the DCA Vantage™ Analyzer or A1CNow® Self Check. Depressive symptoms were assessed using the Patient Health Questionnaire (PHQ-9). Regression models examined the association of individual sleep dimensions and composite sleep health with HbA1c and depressive symptoms. RESULTS Higher composite sleep health scores were associated with a lower likelihood of having greater than minimal depressive symptoms (PHQ-9 ≥ 5) (odds ratio [OR] = 0.578, 95% confidence interval [CI] = 0.461-0.725). Several individual sleep dimensions, including irregularity (OR = 1.013, CI = 1.005-1.021), poor satisfaction (OR = 3.130, CI = 2.095-4.678), and lower alertness (OR = 1.866, CI = 1.230-2.833) were associated with a greater likelihood of having depressive symptoms. Neither composite sleep health scores nor individual sleep dimensions were associated with HbA1c. CONCLUSIONS Better multidimensional sleep health is associated with lower depressive symptoms among African American adults with type 2 diabetes. Longitudinal research is needed to determine the causal association between multidimensional sleep health and depressive symptoms in this population. TRIAL REGISTRY ClinicalTrials.gov identifier NCT04282395.
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Affiliation(s)
- Jihun Woo
- Department of Kinesiology & Health Education, The University of Texas at Austin, Austin, TX
| | | | - Doonya Tabibi
- Department of Kinesiology & Health Education, The University of Texas at Austin, Austin, TX
| | - Lauren Cebulske
- Department of Kinesiology & Health Education, The University of Texas at Austin, Austin, TX
| | - Hirofumi Tanaka
- Department of Kinesiology & Health Education, The University of Texas at Austin, Austin, TX
| | - Mary Steinhardt
- Department of Kinesiology & Health Education, The University of Texas at Austin, Austin, TX
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Lau SCL, Connor LT, Skidmore ER. Associations of Circadian Rest-Activity Rhythms With Affect and Cognition in Community-Dwelling Stroke Survivors: An Ambulatory Assessment Study. Neurorehabil Neural Repair 2024; 38:197-206. [PMID: 38318642 DOI: 10.1177/15459683241230027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2024]
Abstract
BACKGROUND Rest-activity rhythm (RAR) is a modifiable behavioral factor associated with affect and cognition. Identifying RAR characteristics associated with affect and cognition among stroke survivors provides insight into preventing poststroke affective and cognitive impairment. OBJECTIVE To examine the associations of RAR characteristics with affect and cognition among community-dwelling stroke survivors. METHODS Forty participants with mild stroke (mean age = 52.8; 42.5% female; 55% White) reported their affect and cognitive complaints using ecological momentary assessment and wore an accelerometer for 7 consecutive days and completed the National Institutes of Health Toolbox Cognition Battery. RAR characteristics were extracted using parametric and non-parametric approaches. Multivariable linear regressions were used to identify RAR characteristics associated with affect and cognition. RESULTS Later onset of rest (B = 0.45; P = .008) and activity (B = 0.36; P = .041) were positively associated with depressed affect. These associations were reversed for cheerful effect (rest onset: B = -0.42; P = .017; activity onset: B = -0.39; P = .033). Cheerful affect was also positively associated with relative amplitude (ie, distinctions in activity levels between rest and activity; B = .39; P = .030). Intra-daily variability (ie, RAR fragmentation; B = 0.35; P = .042) and later onset of activity (B = .36; P = .048) were positively associated with cognitive complaints. Less erratic RAR was positively associated with fluid cognition (B = 0.29; P = .036); RAR fragmentation was positively associated with crystallized cognition (B = 0.39; P = .015). CONCLUSIONS We identified RAR correlates of affect and cognition among stroke survivors, highlighting the value of managing RAR and sleep in stroke rehabilitation. Future studies should test whether advancing the onset of rest and activity, promoting a regular active lifestyle, and improving rest and sleep in the nighttime protect stroke survivors from affective and cognitive impairment.
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Affiliation(s)
- Stephen C L Lau
- Program in Occupational Therapy, Washington University School of Medicine, St. Louis, MO, USA
- Department of Neurology, Washington University School of Medicine, St. Louis, MO, USA
- Department of Occupational Therapy, School of Health and Rehabilitation, University of Pittsburgh, Pittsburgh, PA, USA
| | - Lisa Tabor Connor
- Program in Occupational Therapy, Washington University School of Medicine, St. Louis, MO, USA
- Department of Neurology, Washington University School of Medicine, St. Louis, MO, USA
| | - Elizabeth R Skidmore
- Department of Occupational Therapy, School of Health and Rehabilitation, University of Pittsburgh, Pittsburgh, PA, USA
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Zhao H, Li H, Ding Y, Li Z, Huang Y. The relationship between apathy and nonparametric variables of rest activity rhythm in older adults with cerebral small vessel disease. Chronobiol Int 2023; 40:1574-1581. [PMID: 37990547 DOI: 10.1080/07420528.2023.2282467] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Accepted: 11/07/2023] [Indexed: 11/23/2023]
Abstract
The goal of the current study was to demonstrate if the rest-activity rhythm (RAR) was altered in apathetic older adults with cerebral small vessel disease (CSVD) and find out the relationship between apathy/depression severity and RAR features in CSVD patients. This is a cross-sectional observational investigation including 53 CSVD cases (54.74% men), aged 70.70 ± 6.18 years old. The participants were assessed by neuropsychiatric inventory (NPI) subscale of apathy (NPI-apathy) and depression (NPI-depression) in succession, according to updated diagnostic criteria for apathy (DCA). Each subject wore an actigraph device (ActiGraph GT3X) in their nondominant hand for 7 days to collect raw data. Using a non-parametric methodological analysis, this study determined RAR variables such as interdaily stability (IS), intraday variability (IV) and relative amplitude (RA). Patients in the apathy-positive group had a higher Fazekas score than those in the apathy-negative group. IS, but not IV, RA, or objective sleep variables, differed between elderly patients with varying degrees of CSVD burden. Furthermore, apathy severity was statistically correlated with RA after adjusting for age, gender and education level, whereas depression severity was not associated with RAR variables. Finally, we discovered that the severity of apathy had no significant relationship with the severity of depression. All these findings indicated that the RAR altered in apathetic older adults with CSVD, and apathy was associated with decreased RAR amplitude.
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Affiliation(s)
- Hongyi Zhao
- Department of Neurology, The Seventh-Medical Center of PLA General Hospital, Beijing, China
- Department of Neurology, NO 984 Hospital of PLA, Beijing, China
| | - Hong Li
- Department of Medical prevention and military operatiions, Center for Disease Control and Prevention of Central Theater Command, Beijing, China
| | - Yu Ding
- Department of Neurology, The Seventh-Medical Center of PLA General Hospital, Beijing, China
| | - Zhiyi Li
- Department of Neurology, NO 984 Hospital of PLA, Beijing, China
| | - Yonghua Huang
- Department of Neurology, The Seventh-Medical Center of PLA General Hospital, Beijing, China
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