1. Machine learning and genetic algorithm-guided directed evolution for the development of antimicrobial peptides.
- Author
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Zhang, Heqian, Wang, Yihan, Zhu, Yanran, Huang, Pengtao, Gao, Qiandi, Li, Xiaojie, Chen, Zhaoying, Liu, Yu, Jiang, Jiakun, Gao, Yuan, Huang, Jiaquan, and Qin, Zhiwei
- Subjects
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ANTIMICROBIAL peptides , *PEPTIDE antibiotics , *MACHINE learning , *DRUG design , *PEPTIDES - Abstract
[Display omitted] • The effective integration of machine learning and genetic algorithms to optimize peptide modifications offers a promising avenue for peptide design. • It introduces novel techniques for the directly modification of small peptides, particularly in cases where insufficient data is available for traditional approaches. • It strategically positions the introduction of positive charge amino acids via our model instead of a mere cumulative addition of positive charged amino-acids. • Minimal modifications to the peptide structure can exert a profound influence on the inhibitory activity of LPS-binding peptides. Antimicrobial peptides (AMPs) are valuable alternatives to traditional antibiotics, possess a variety of potent biological activities and exhibit immunomodulatory effects that alleviate difficult-to-treat infections. Clarifying the structure-activity relationships of AMPs can direct the synthesis of desirable peptide therapeutics. In this study, the lipopolysaccharide-binding domain (LBD) was identified through machine learning-guided directed evolution, which acts as a functional domain of the anti-lipopolysaccharide factor family of AMPs identified from Marsupenaeus japonicus. LBD A-D was identified as an output of this algorithm, in which the original LBD Mj sequence was the input, and the three-dimensional solution structure of LBD B was determined using nuclear magnetic resonance. Furthermore, our study involved a comprehensive series of experiments, including morphological studies and in vitro and in vivo antibacterial tests. The NMR solution structure showed that LBD B possesses a circular extended structure with a disulfide crosslink at the terminus and two 3 10 -helices and exhibits a broad antimicrobial spectrum. In addition, scanning electron microscopy (SEM) and transmission electron microscopy (TEM) showed that LBD B induced the formation of a cluster of bacteria wrapped in a flexible coating that ruptured and consequently killed the bacteria. Finally, coinjection of LBD B , Vibrio alginolyticus and Staphylococcus aureus in vivo improved the survival of M. japonicus , demonstrating the promising therapeutic role of LBD B for treating infectious disease. The findings of this study pave the way for the rational drug design of activity-enhanced peptide antibiotics. [ABSTRACT FROM AUTHOR]
- Published
- 2025
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