AI-Validated Brain Targeted mRNA Lipid Nanoparticles with Neuronal Tropism

ACS Nano. 2025 Oct 21;19(41):36106-36128. doi: 10.1021/acsnano.4c15013. Epub 2025 Sep 16.

Abstract

Targeting therapeutic nanoparticles to the brain poses a challenge due to the restrictive nature of the blood-brain barrier (BBB). Here we report the development of mRNA-loaded lipid nanoparticles (LNPs) functionalized with BBB-interacting small molecules, thereby enhancing brain delivery and gene expression. Screening brain-targeted mRNA-LNPs in central nervous system (CNS) in vitro models and through intravenous administration in mice demonstrated that acetylcholine-conjugated LNPs achieved superior brain tropism and gene expression, outperforming LNP modifications with nicotine, glucose, memantine, cocaine, tryptophan, and other small molecules. An artificial intelligence (AI)-based model designed to predict the BBB permeability of small-molecule ligands showed strong alignment with our experimental results, providing in vivo validation of its predictive capacity. Cell-specific biodistribution analysis in Cre-reporter Ai9 mice showed that acetylcholine-functionalized LNPs preferentially transfected neurons and astrocytes following either intravenous or intracerebral administration. Mechanistic studies suggest that acetylcholine-LNP uptake is mediated by the functional engagement of acetylcholine receptors (AchRs) followed by endocytosis, which synergistically enhances intracellular mRNA delivery. Moreover, acetylcholine-LNPs successfully crossed a human BBB-on-a-chip model, enabling transgene expression in human iPSC-derived neurons. Their effective penetration and transfection in human brain organoids further support their potential activity in human-based systems. These findings establish a predictive and modular framework for engineering CNS-targeted LNPs, advancing precision gene delivery for brain disorders.

Keywords: Artificial Intelligence; Blood−Brain Barrier; Brain Targeting; Central Nervous System (CNS); Gene Delivery; Lipid Nanoparticles; mRNA.

MeSH terms

  • Acetylcholine / chemistry
  • Animals
  • Artificial Intelligence*
  • Blood-Brain Barrier / metabolism
  • Brain* / metabolism
  • Humans
  • Lipids* / chemistry
  • Liposomes
  • Mice
  • Nanoparticles* / chemistry
  • Neurons* / metabolism
  • RNA, Messenger* / administration & dosage
  • RNA, Messenger* / chemistry
  • RNA, Messenger* / genetics
  • RNA, Messenger* / metabolism
  • Tissue Distribution

Substances

  • RNA, Messenger
  • Lipids
  • Lipid Nanoparticles
  • Acetylcholine
  • Liposomes