Draelos Lab

University of Michigan at Ann Arbor

BIOMEDICAL ENGINEERING

Ann Arbor · United States

NIH-funded
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NIH R01 · 2025

Multimodal Probabilistic Machine Learning for Uncovering Latent Factors of Resilience in Alzheimer’s Disease

PROJECT SUMMARY The complex etiology underlying cognitive aging, Alzheimer’s disease (AD), and AD-related dementias (ADRD) involves factors across biological scales that are highly dynamic and interdependent. A deeper mechanistic understanding of individual differences in disease is likely to accelerate the design of new therapies. This requires examining data across multiple genetic and environmental contexts, and across multiple data modalities simultaneously (molecular, anatomic, functional imaging, cognitive assays under stress and throughout aging). Identifying targetable disease factors from such high-dimensional and multimodal datasets is a big data challenge, in part due to the…

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