PubMind: literature-based genetic variant extraction and functional annotation using large language models.
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PubMind extracts and annotates over 1.3 million genetic variants from biomedical literature with high accuracy, revealing many novel variants beyond existing databases.
- Why it matters: Current resources like ClinVar and HGMD are limited by incomplete coverage, bias, and sparse annotations, hindering comprehensive variant interpretation essential for precision medicine.
- What they did: Using large language models, PubMind triages and extracts variant-function-disease associations from over 41 million PubMed abstracts and 5 million full-text articles, normalizing data to genomic coordinates.
- The result: The database enables improved variant interpretation, with >80% of variants showing concordant pathogenicity labels, and offers a scalable resource to advance genomic research and clinical decision-making.