Literature DB >> 34918238

Artificial Intelligence for Vaccine Design.

Peter McCaffrey1.   

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.
© 2022. The Author(s), under exclusive license to Springer Science+Business Media, LLC, part of Springer Nature.

Entities:  

Keywords:  Artificial intelligence; Deep learning; Neural network

Mesh:

Substances:

Year:  2022        PMID: 34918238     DOI: 10.1007/978-1-0716-1892-9_1

Source DB:  PubMed          Journal:  Methods Mol Biol        ISSN: 1064-3745


  5 in total

Review 1.  Deep learning.

Authors:  Yann LeCun; Yoshua Bengio; Geoffrey Hinton
Journal:  Nature       Date:  2015-05-28       Impact factor: 49.962

2.  Significance of apparent half-lives of a metabolite with a higher elimination rate than its parent drug.

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Journal:  Drug Intell Clin Pharm       Date:  1982-02

3.  A non-transferrin-bound serum iron in idiopathic hemochromatosis.

Authors:  R G Batey; P Lai Chung Fong; S Shamir; S Sherlock
Journal:  Dig Dis Sci       Date:  1980-05       Impact factor: 3.199

4.  Pilot study to measure the change in dental health behaviour of children given oral hygiene instruction in groups of different sizes.

Authors:  L M Earnshaw; S Gelbier; D Plamping
Journal:  R Soc Health J       Date:  1980-04

5.  mRNA structure regulates protein expression through changes in functional half-life.

Authors:  David M Mauger; B Joseph Cabral; Vladimir Presnyak; Stephen V Su; David W Reid; Brooke Goodman; Kristian Link; Nikhil Khatwani; John Reynders; Melissa J Moore; Iain J McFadyen
Journal:  Proc Natl Acad Sci U S A       Date:  2019-11-11       Impact factor: 11.205

  5 in total

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