Engineering protein fragments via evolutionary and protein-protein interaction algorithms: de novo design of peptide inhibitors for FO F1 -ATP synthase

FEBS Lett. 2021 Jan;595(2):183-194. doi: 10.1002/1873-3468.13988. Epub 2020 Nov 19.

Abstract

Enzyme subunit interfaces have remarkable potential in drug design as both target and scaffold for their own inhibitors. We show an evolution-driven strategy for the de novo design of peptide inhibitors targeting interfaces of the Escherichia coli FoF1-ATP synthase as a case study. The evolutionary algorithm ROSE was applied to generate diversity-oriented peptide libraries by engineering peptide fragments from ATP synthase interfaces. The resulting peptides were scored with PPI-Detect, a sequence-based predictor of protein-protein interactions. Two selected peptides were confirmed by in vitro inhibition and binding tests. The proposed methodology can be widely applied to design peptides targeting relevant interfaces of enzymatic complexes.

Keywords: PPI-Detect; ROSE; peptide library; protein interfaces; sequence evolution.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Algorithms
  • Computational Biology / methods*
  • Computer Simulation
  • Drug Design
  • Enzyme Inhibitors / chemistry
  • Enzyme Inhibitors / pharmacology*
  • Escherichia coli / drug effects
  • Escherichia coli / enzymology*
  • Escherichia coli Proteins / antagonists & inhibitors
  • Escherichia coli Proteins / chemistry
  • Escherichia coli Proteins / genetics
  • Escherichia coli Proteins / metabolism
  • Models, Molecular
  • Peptide Fragments / chemistry
  • Peptide Fragments / pharmacology*
  • Peptide Library
  • Protein Binding / drug effects
  • Proton-Translocating ATPases / antagonists & inhibitors
  • Proton-Translocating ATPases / chemistry
  • Proton-Translocating ATPases / genetics
  • Proton-Translocating ATPases / metabolism*
  • Sequence Alignment
  • Structure-Activity Relationship

Substances

  • Enzyme Inhibitors
  • Escherichia coli Proteins
  • Peptide Fragments
  • Peptide Library
  • Proton-Translocating ATPases