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AI & Machine Learning -
Applications to Complex Genetic Diseases -
4D Nucleome -
Genomics, Gene Regulation & Epigenomics -
Multi-“omics” Integrative Bioinformatics -
Protein Structure, Proteomics & Alternative Splicing -
Systems Biology & Networks Analysis -
Translational Bioinformatics, Drug Discovery & Pharmacogenomics -
Software & Bioinformatics Tools
Applications to Complex Genetic Diseases
Many human diseases are linked to genetic dysfunctions. DCMB faculty collaborate with human genetics experts to:
Identify foundational knowledge gaps and develop innovative bioinformatics and computational biology theories and AI and Machine Learning methods to address these.
Test and refine existing theories and AI and Machine Learning methods in bioinformatics and computational medicine toward the study of genetic diseases.
Develop new AI and Machine Learning methods and computational tools for diagnostics and treatments.
The diseases that DCMB/CCMB faculty members study include:
- Alzheimer’s Disease (Guan)
- Amyotrophic Lateral Sclerosis - ALS (Boyle, Karnovsky, Sartor)
- Ataxia (Burmeister)
- Cancers (Baladandayuthapani, Guan, Kitzman, Omenn, Rajapakse, Sartor, Taylor)
- Heart and Brain Health (Wang)
- Mental disorders (Athey, Burmeister)
- Metabolic diseases and obesity (Speliotes)
- Renal diseases (Kretzler)
- Skin diseases (Tsoi)
- Substance Use Disorders - SUD (Burmeister, Athey)
- Type 2 Diabetes - T2D (Parker)
This research overlaps with the study of 4D Nucleome.
Associated Faculty
Brian D Athey, PhD
Professor
Margit Burmeister, PhD
Professor
Yuanfang Guan, PhD
Professor
Veera Baladandayuthapani, PhD
Professor
Jacob Kitzman, PhD
Professor
Matthias Kretzler, MD
Professor
Lana Garmire, PhD
Adjunct Associate Professor
Rajasree Menon, PhD
Research Scientist
Gilbert S Omenn, MD, PhD
Professor
Stephen CJ Parker, PhD
Professor
Indika Rajapakse, PhD
Professor
Maureen Sartor, PhD
Professor
Elizabeth K Speliotes, MD, PhD, MPH
Professor
Matthew James O'Meara, PhD
Assistant Professor
Jeremy M Taylor, PhD
Professor
Lam (Alex) C Tsoi, PhD
Associate Professor
Joshua Welch, PhD
Associate Professor
Yue Zhao, PhD
Research Assistant Professor