Machine learning-guided design rules for lipid nanoparticles to prioritize nucleic acid delivery

Hierarchical machine learning distills high-dimensional lipid nanoparticle data into compact physicochemical descriptors and interpretable SAR rules. High-ranking rules retain enrichment in independent in vitro and retrospective in vivo analyses.