Mediation analysis of the effect of depression on Alzheimer's disease risk in older adults
Yubai Yuan
Co-Author
Pennsylvania State University
Fei Xue
Co-Author
Purdue University
Annie Qu
Co-Author
University of California At Irvine
Yuexia Zhang
First Author
The University of Texas at San Antonio
Yuexia Zhang
Presenting Author
The University of Texas at San Antonio
Thursday, Aug 7: 9:20 AM - 9:35 AM
2406
Contributed Papers
Music City Center
Depression and Alzheimer's Disease (AD) are both highly prevalent among older adults, yet the causal relationship between them remains underexplored. Using datasets from the Alzheimer's Disease Neuroimaging Initiative (ADNI) study, we examine whether geriatric depression has a significant causal effect on the risk of AD and investigate the mediating role of key biological and clinical mediators. To estimate these causal effects consistently, we control for ultra-high-dimensional potential confounders, including DNA methylation levels, applying a ball correlation-based method for confounder selection within the mediation analysis. To ensure robustness against model misspecification, we adopt a robust mediation analysis framework. Our findings indicate a significantly positive causal effect of geriatric depression on AD risk. Based on these insights, new prevention and treatment strategies for geriatric depression and Alzheimer's disease can be proposed by targeting the identified confounders and mediators.
mediation analysis
geriatric depression
Alzheimer's disease
causal inference
DNA methylation
Main Sponsor
Biometrics Section
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