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Machine learning and genetic algorithm-guided directed evolution for the development of antimicrobial peptides.

Heqian Zhang1, Yihan Wang1, Yanran Zhu1

  • 1Center for Biological Science and Technology, Advanced Institute of Natural Sciences, Beijing Normal University, Zhuhai, Guangdong 519087, China.

Journal of Advanced Research
|March 2, 2024
PubMed
Summary
This summary is machine-generated.

Researchers identified a lipopolysaccharide-binding domain (LBD) from antimicrobial peptides (AMPs). This LBD shows broad-spectrum antimicrobial activity and protects shrimp from bacterial infections, paving the way for new peptide antibiotics.

Keywords:
Antimicrobial peptideDirected evolutionGenetic algorithmMachine learning

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Area of Science:

  • Biochemistry
  • Molecular Biology
  • Drug Discovery

Background:

  • Antimicrobial peptides (AMPs) offer alternatives to antibiotics for treating infections.
  • Understanding AMP structure-activity relationships is key for developing new peptide therapeutics.

Purpose of the Study:

  • Identify a functional lipopolysaccharide-binding domain (LBD) using machine learning-guided directed evolution.
  • Characterize the structure and antimicrobial activity of the identified LBD.

Main Methods:

  • Machine learning-guided directed evolution to identify LBDs.
  • Nuclear magnetic resonance (NMR) to determine the 3D structure of LBDB.
  • Scanning electron microscopy (SEM) and transmission electron microscopy (TEM) for morphological studies.
  • In vitro and in vivo antibacterial assays.

Main Results:

  • LBDB exhibits a broad antimicrobial spectrum and a unique circular extended structure with a disulfide crosslink.
  • Microscopy revealed LBDB disrupts bacterial cell membranes, leading to cell death.
  • In vivo studies demonstrated LBDB enhances survival against bacterial infections in Marsupenaeus japonicus.

Conclusions:

  • The identified LBDB shows significant therapeutic potential for infectious diseases.
  • This study provides a foundation for rational drug design of enhanced peptide antibiotics.