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Translational Medicine / 转化医学ML Drug-Target Interaction, Graph Neural Networks

Marinka Zitnik

PhD

🏢Harvard Medical School🌐USA

Assistant Professor of Biomedical Informatics

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👥Biography 个人简介

Marinka Zitnik develops machine learning methods for biomedical discovery, particularly graph neural networks applied to drug-target interaction prediction and drug repurposing. Her Therapeutics Data Commons platform provides standardized benchmarks for AI drug discovery and has accelerated ML research in cancer pharmacology. She applies geometric deep learning to predict drug combination synergies and identify novel cancer targets. Her methodology work bridges computer science and biomedical sciences and has produced widely adopted tools for the drug discovery community.

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🧪Research Fields 研究领域

graph neural networks
drug-target interaction
drug repurposing
protein interaction networks
precision medicine

🎓Key Contributions 主要贡献

Representative Works 代表性著作

📄Data Sources 数据来源

Last updated: 2026-03-01 | All information from publicly available academic sources

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