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Artificial intelligence in vaccine development: applications, implementation, and future directions
Sastha N Kumar1, Raj Gondane1, Shubham Mahindrakar1
1Amrita School of Biotechnology, Amrita Vishwa Vidyapeetham, Kollam, India.
Frontiers in Cellular and Infection Microbiology
|July 30, 2026
Summary
Artificial intelligence (AI) is revolutionizing vaccine development by accelerating antigen discovery and improving clinical evaluation. This technology offers faster, more precise, and scalable strategies for creating new vaccines.
Area of Science:
- Biomedical Sciences
- Immunology
- Computational Biology
Background:
- Vaccination is a critical medical intervention saving numerous lives.
- Conventional vaccine development is lengthy, costly, and has high failure rates.
- There is a need for more efficient and systematic vaccine development approaches.
Purpose of the Study:
- To review the current applications of artificial intelligence (AI) in vaccine development.
- To highlight recent advancements and translational challenges.
- To explore the future role of AI in immunization science.
Main Methods:
- Review of current literature on AI in vaccinology.
- Analysis of AI's role in antigen discovery, epitope prediction, and immunogen design.
- Examination of AI's impact on clinical evaluation and scalability.
Main Results:
- AI offers computational power to process complex biological data for vaccine research.
- AI accelerates key stages of vaccine development, including antigen discovery and epitope prediction.
- AI integration signifies a shift towards faster, more precise, and scalable vaccine strategies.
Conclusions:
- AI represents a paradigm shift in vaccine development, enhancing efficiency and precision.
- Addressing translational challenges is crucial for realizing AI's full potential in vaccinology.
- AI is poised to significantly shape the future of immunization science.
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