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Delineating Resilience Using Fractal Regulation: Cross-Sectional and Longitudinal Evidence from the Rush Memory and Aging Project

17 Pages Posted: 31 Oct 2023

See all articles by Peng Li

Peng Li

Harvard University - Massachusetts General Hospital

Chenlu Gao

Harvard University - Massachusetts General Hospital

Lei Yu

Rush University - Alzheimer’s Disease Center

Lei Gao

Harvard University - Massachusetts General Hospital

Ruixue Cai

Harvard University - Massachusetts General Hospital

David A. Bennett

Rush University - Alzheimer’s Disease Center

Julie A. Schneider

Rush University - Alzheimer’s Disease Center

Aron S. Buchman

Rush University - Rush University Medical Center

Kun Hu

Harvard University - Massachusetts General Hospital

More...

Abstract

Background: Many physiological outputs such as motor activity exhibit fractal patterns, i.e., self-similar fluctuations across multiple timescales. Degradation of fractal regulation occurs with aging, accelerates during the progression of Alzheimer’s disease (AD), and predicts future risk of dementia and other adverse outcomes. We examined the associations of fractal regulation with dementia-related neuropathologies and tested whether better maintained fractal regulation buffers cognitive function against neuropathologies. 

Methods: Data from 533 autopsied participants in the Rush Memory and Aging Project were analyzed. Neuropathologies were quantified. Cognitive function and actigraphy were examined annually prior to death. Actigraphy data were analyzed to assess fractal regulation in two regions of timescales using two separate metrics (i.e., α1 at < 90 minutes and α2 for 2-10 hours). Linear regressions or logistic regressions were used to examine the associations of α1 and α2 proximate to death with neuropathologies. Linear mixed-effects models were used to examine whether they contributed to cognitive decline independent of 10 dementia-related neuropathologies and demographics such as age at death, sex, and education years. 

Findings: Larger α1 was associated with lower burdens of Lewy body disease or cerebrovascular disease pathologies. Specifically, a one standard deviation (SD) increase in α1 corresponded to 19%-23% decreases in the odds of having these four pathologies. α2 was not associated with any of the 10 neuropathologies statistically. Both α1 and α2 were associated with longitudinal cognitive decline, with an effect for each 1-SD change corresponding to that of 0·5-2 unit change in AD pathology. Besides, they explained an additional 2%-3% of the variance in the rate of cognitive decline on top of demographics and all 10 neuropathologies. 

Interpretation: Better maintained fractal regulation in late life is associated with resilience and can offset loss of cognition due to brain neuropathologies. 

Funding: National Institutes of Health, and the BrightFocus Foundation.

Declaration of Interest: None to declare.

Ethical Approval: The MAP was approved by an Institutional Review Board (IRB) of Rush University Medical Center. Written informed and repository consents, and an Anatomical Gift Act for brain donation were obtained from all participants.

Keywords: Actigraphy, Alzheimer's disease, Reserve, Resilience, Wearable

Suggested Citation

Li, Peng and Gao, Chenlu and Yu, Lei and Gao, Lei and Cai, Ruixue and Bennett, David A. and Schneider, Julie A. and Buchman, Aron S. and Hu, Kun, Delineating Resilience Using Fractal Regulation: Cross-Sectional and Longitudinal Evidence from the Rush Memory and Aging Project. Available at SSRN: https://ssrn.com/abstract=4614929 or http://dx.doi.org/10.2139/ssrn.4614929

Peng Li (Contact Author)

Harvard University - Massachusetts General Hospital ( email )

Chenlu Gao

Harvard University - Massachusetts General Hospital ( email )

55 Fruit Street Boston
Boston, MA 02114
United States

Lei Yu

Rush University - Alzheimer’s Disease Center ( email )

Lei Gao

Harvard University - Massachusetts General Hospital ( email )

55 Fruit Street Boston
Boston, MA 02114
United States

Ruixue Cai

Harvard University - Massachusetts General Hospital ( email )

David A. Bennett

Rush University - Alzheimer’s Disease Center ( email )

1700 West Van Buren Street, TOB Suite 126B
Chicago, IL 60611
United States

Julie A. Schneider

Rush University - Alzheimer’s Disease Center ( email )

Aron S. Buchman

Rush University - Rush University Medical Center ( email )

Health Systems Management
1700 West Van Buren Street, TOB Suite 126B
Chicago, IL 60612
United States

Kun Hu

Harvard University - Massachusetts General Hospital ( email )

55 Fruit Street Boston
Boston, MA 02114
United States

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