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Vaccinology in the artificial intelligence era
Gianmarco Gasperini1, Norman Baylor2, Steve Black3
1GSK, Siena, Italy.
Artificial intelligence (AI) is revolutionizing vaccine development, impacting everything from antigen design to equitable access. High-quality data is crucial to fully harness AI's potential in vaccinology.
Area of Science:
- Vaccinology
- Computational Biology
- Public Health
Background:
- Artificial intelligence (AI) has demonstrated significant impact on vaccine antigen design.
- The broader potential of AI across the entire vaccinology pipeline remains largely untapped.
Purpose of the Study:
- To explore the transformative potential of artificial intelligence (AI) in advancing the complete vaccinology pipeline.
- To identify key areas within vaccinology where AI can drive innovation and improvement.
Main Methods:
- Review and synthesis of current AI applications in vaccinology.
- Analysis of AI's potential impact on various stages of vaccine development and deployment.
Main Results:
- AI has already transformed vaccine antigen design.
- AI holds potential to revolutionize immune response prediction, infectious disease forecasting, manufacturing, regulatory affairs, clinical trials, and vaccine equity.
Conclusions:
- Artificial intelligence offers unprecedented opportunities to enhance vaccine development and accessibility.
- The full realization of AI in vaccinology is contingent upon the availability of substantial high-quality data.
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