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A knowledge-based scoring function to assess quaternary associations of proteins
Abhilesh S Dhawanjewar1,2, Ankit A Roy1, Mallur S Madhusudhan
1Indian Institute of Science Education and Research, Pashan, Pune 411008, India.
Bioinformatics (Oxford, England)
|April 5, 2020
Summary
We developed PIZSA (Protein Interaction Z-Score Assessment), a computational method to predict protein-protein interactions. PIZSA accurately identifies native protein complexes and outperforms existing scoring schemes, aiding biological discovery.
Area of Science:
- Computational biology
- Structural bioinformatics
- Molecular interactions
Background:
- Understanding protein-protein interactions is crucial for deciphering cellular processes.
- Experimental methods for identifying these interactions are costly and time-consuming.
- Computational approaches are essential for large-scale prediction of protein complex formation.
Purpose of the Study:
- To develop a novel computational scheme for scoring protein-protein interactions.
- To accurately predict native protein quaternary assemblies.
- To provide a reliable tool for assessing interaction viability in silico.
Main Methods:
- Developed PIZSA (Protein Interaction Z-Score Assessment), a binary classification scheme.
- Utilized statistical potentials incorporating residue-residue contact preferences and atomic contributions.
- Accounted for steric clashes in scoring protein complex conformations.
Main Results:
- PIZSA accurately discriminates between native and non-native protein conformations.
- The method outperforms 31 other scoring schemes, ranking among the top 6.
- PIZSA successfully distinguishes biological interactions from crystallization artifacts.
Conclusions:
- PIZSA offers a robust and accurate method for predicting protein-protein interactions.
- The developed scoring scheme enhances the understanding of molecular-level cellular processes.
- PIZSA is available as a web server and standalone package for broader accessibility.
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