Coevolution-based prediction of key allosteric residues for protein function regulation
Juan Xie1, Weilin Zhang2, Xiaolei Zhu3
1Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing, China.
Elife
|February 17, 2023
Summary
A new computational method, KeyAlloSite, predicts allosteric sites and key residues by analyzing evolutionary coupling. This aids in understanding protein allostery and designing targeted allosteric drugs.
Area of Science:
- Biochemistry
- Computational Biology
- Structural Biology
Background:
- Allostery is crucial for biological processes, but predicting how distant mutations or effectors impact protein function remains challenging.
- Rational design of protein engineering and allosteric drugs is hindered by the difficulty in forecasting allosteric effects.
- Existing methods for identifying allosteric sites and residues are limited, necessitating novel computational approaches.
Purpose of the Study:
- To develop a novel computational method, KeyAlloSite, for predicting allosteric sites and key allosteric residues.
- To leverage evolutionary coupling models to identify functionally important allosteric sites and residues.
- To provide a tool for advancing protein engineering, allosteric drug design, and understanding protein evolution.
Main Methods:
- Developed KeyAlloSite, a computational method based on the evolutionary coupling model.
- Predicted allosteric sites by analyzing the coupling strength between allosteric and orthosteric sites.
- Identified key allosteric residues by comparing evolutionary coupling score differences within allosteric pockets relative to functional sites.
Main Results:
- Protein allosteric sites show stronger evolutionary coupling to orthosteric sites than non-functional sites.
- Key allosteric residues predicted by KeyAlloSite align with experimental data for proteins like BCR-ABL1, Tar, and PDZ3, and cancer mutations.
- KeyAlloSite successfully predicted key allosteric residues critical for enzyme catalysis, even those distant from the catalytic site.
Conclusions:
- Weak coevolutionary couplings contain significant information about protein allosteric regulation.
- KeyAlloSite offers a powerful computational approach for studying allosteric regulation, designing allosteric drugs, and engineering protein function.
- The method enhances the rational design of allosteric modulators and the engineering of enzymes for specific catalytic activities.
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