Multi-Objective Active Learning Overcomes Liver Tropism in LNP- Mediated mRNA Delivery to the Brain
This paper presents a reproducible, CPU-accessible machine-learning framework that employs multi-objective active learning to navigate the vast LNP formulation space, successfully identifying lipid compositions that maximize brain delivery while minimizing liver tropism, thereby overcoming a major barrier to CNS mRNA therapeutics.