AI and Multi-omics in Precision Health

Precision Medicine & Public Health

Translating genomic and clinical data into actionable insights for aging and dementia care. I am an Associate Professor of Epidemiology and Director of the Institute for Public Health Genetics at the University of Washington.

Research Focus

Blood-based Biomarkers for Alzheimer’s Disease and Aging

I study how multi-omic biomarkers (genomics, proteomics, metabolomics, methylomics) can improve our understanding of underlying biology in dementia and aging, and how these biomarkers could be used to develop and optimize new treatments. Current projects evaluate multi-omics associations with longitudinal changes in brain imaging and cognition, including both targeted analysis of known biomarkers and large-scale discovery efforts. Funded by NIH/NIA K01AG071689 and R01AG097473.

Translational Pharmacogenetics

I identify genomic variants associated with medication efficacy and toxicity, and evaluate implementation strategies across diverse settings. Work includes community-based participatory research, electronic health record analysis, and clinical guideline development.

AI-Enabled Precision Medicine

I adapt machine learning and AI methods to generate insights beyond traditional epidemiology. Recent work includes natural language processing for clinical phenotyping, digital frameworks for personalized treatment optimization, and evaluation of prediction models.

Community-Driven Epidemiology

Long-standing research partnerships with American Indian and Alaska Native communities in Alaska and Montana. Research is community-driven and designed around pressing health questions developed by community members. I develop methods that maximize respect for participants in epidemiological research and create tools for researchers to incorporate these values into their work.

Focus Areas

Healthy Aging
Multi-omics
Medication Optimization
Alzheimer’s Disease & Related Dementias
Pharmacogenomics
AI in Healthcare and Public Health
Health Equity
Community-Driven Research
Precision Public Health

Let’s Collaborate

Based at the University of Washington Department of Epidemiology and Institute for Public Health Genetics

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