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Protein-protein interaction prediction methods: from docking-based to AI-based approaches.

Yuko TsuchiyaYu YamamoriKentaro Tomii
Published in: Biophysical reviews (2022)
Protein-protein interactions (PPIs), such as protein-protein inhibitor, antibody-antigen complex, and supercomplexes play diverse and important roles in cells. Recent advances in structural analysis methods, including cryo-EM, for the determination of protein complex structures are remarkable. Nevertheless, much room remains for improvement and utilization of computational methods to predict PPIs because of the large number and great diversity of unresolved complex structures. This review introduces a wide array of computational methods, including our own, for estimating PPIs including antibody-antigen interactions, offering both historical and forward-looking perspectives.
Keyphrases
  • protein protein
  • small molecule
  • high resolution
  • induced apoptosis
  • machine learning
  • high throughput
  • cell cycle arrest
  • oxidative stress
  • mass spectrometry
  • solid phase extraction
  • binding protein
  • liquid chromatography