AI-powered mapping of tumor immunity for optimized mRNA vaccine engineering - PubMed
7 hours ago
- #AI in medicine
- #mRNA vaccines
- #cancer immunotherapy
- mRNA vaccines are a scalable platform for cancer immunotherapy, requiring precise design for efficacy.
- AI and bioinformatics improve mRNA vaccine design, including neoantigen prediction and sequence optimization.
- Personalized vaccines targeting tumor-specific neoantigens show promise but face challenges like immune evasion.
- Machine learning enhances neoantigen prediction by integrating peptide-MHC binding and T cell recognition.
- AI optimizes mRNA sequences for better protein expression, stability, and translation efficiency.
- AI models mRNA secondary structures and lipid nanoparticle formulations for efficient delivery and stability.
- The review discusses AI frameworks for mRNA vaccine development and integrating predictions with experiments.
- Bioinformatics-driven strategies address tumor heterogeneity and improve personalized mRNA vaccine design.