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#pharmaceuticals News & Analysis

2 articles tagged with #pharmaceuticals. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBearisharXiv – CS AI · Mar 96/10
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On the Reliability of AI Methods in Drug Discovery: Evaluation of Boltz-2 for Structure and Binding Affinity Prediction

A comprehensive evaluation of Boltz-2, an AI-based drug discovery tool, reveals significant limitations in predicting protein-ligand binding structures and affinities. The study found only weak correlations with physics-based methods and concluded that while useful for initial screening, Boltz-2 lacks the precision required for reliable drug lead identification.

AIBullisharXiv – CS AI · Mar 36/107
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Pharmacology Knowledge Graphs: Do We Need Chemical Structure for Drug Repurposing?

Researchers developed a pharmacology knowledge graph for drug repurposing and found that removing chemical structure representations improved performance while dramatically reducing computational requirements. The study showed that drug behavior can be accurately predicted using only target protein information and network topology, with larger datasets proving more valuable than complex models.