Artificial Intelligence for Vaccine Design

Research output: Chapter in Book/Report/Conference proceedingChapter

Abstract

Often likened to “the new electricity,” artificial intelligence (AI) has broad and sweeping impact in many areas. Perhaps most exciting among these are in bioinformatics as AI allows for new and increasingly powerful ways of understanding genomics, proteomics, and immunology, just to name a few areas. Also exciting is a parallel growth in high-throughput assays including sequencing which will further accelerate the development and use of AI in biomedicine. In this chapter, we will discuss artificial intelligence and deep leaning in particular, and we will review how such approaches are enhancing and even reshaping vaccine design in terms of epitope detection and optimization. Moreover, we discuss how AI is particularly valuable to the design of mRNA vaccines including in research and production. Finally, we will discuss several additional areas across trials and operations where AI will have pervasive impact on the development of vaccines going forward.

Original languageEnglish (US)
Title of host publicationMethods in Molecular Biology
PublisherHumana Press Inc.
Pages3-13
Number of pages11
DOIs
StatePublished - 2022

Publication series

NameMethods in Molecular Biology
Volume2412
ISSN (Print)1064-3745
ISSN (Electronic)1940-6029

Keywords

  • Artificial intelligence
  • Deep learning
  • Neural network

ASJC Scopus subject areas

  • Molecular Biology
  • Genetics

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