articleBriefings in BioinformaticsMay 23, 2024GOLD OA

Peptide-based drug discovery through artificial intelligence: towards an autonomous design of therapeutic peptides

Universidad de Magallanes · University of Chile · +2 more institutions

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Abstract

With their diverse biological activities, peptides are promising candidates for therapeutic applications, showing antimicrobial, antitumour and hormonal signalling capabilities. Despite their advantages, therapeutic peptides face challenges such as short half-life, limited oral bioavailability and susceptibility to plasma degradation. The rise of computational tools and artificial intelligence (AI) in peptide research has spurred the development of advanced methodologies and databases that are pivotal in the exploration of these complex macromolecules. This perspective delves into integrating AI in peptide development, encompassing classifier methods, predictive systems and the avant-garde design facilitated…

Citation impact

112
total citations
FWCI
23.50
Percentile
100%
References
143
Citations per year

Authors

11

Topics & keywords

Keywords
  • Computer science
  • Artificial intelligence
  • Generative grammar
  • Context (archaeology)
  • Machine learning
  • Biology
UN Sustainable Development Goals
  • Good health and well-being
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