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Optimization of Synthetic Proteins: Identification of Interpositional Dependencies Indicating Structurally and/or Functionally Linked Residues
Published on: July 14, 2015
Prediction of allosteric communication pathways in proteins
Turkan Haliloglu1, Aysima Hacisuleyman2, Burak Erman3
1Polymer Research Center and Chemical Engineering Department, Bogazici University, İstanbul 34342, Turkey.
This study introduces a computational model to predict protein allosteric pathways using mutual information and Hidden Markov Models. The model identifies optimal information transfer routes, crucial for understanding protein function and control.
Area of Science:
- Computational biology
- Biophysics
- Protein dynamics
Background:
- Allostery is fundamental to biological processes, involving communication between protein sites.
- Understanding allosteric pathways is key to controlling protein function.
Purpose of the Study:
- To develop a computational model for predicting maximum information transfer paths between active and allosteric protein sites.
- To utilize information theory, specifically mutual information, to quantify information transfer between residues.
Main Methods:
- A Hidden Markov Model approach is used to identify residues facilitating optimal information transfer.
- Mutual information between residue pairs is approximated using a Gaussian model.
- The model's validity is assessed via nonlinear information theory.
Main Results:
- The model successfully predicts allosteric communication pathways in six diverse protein systems.
- Predicted pathways correlate well with experimental data, explaining functional mechanisms.
- Identified pathways suggest potential multi-functionality and pre-existing functional states.
Conclusions:
- The developed model offers a computationally efficient and simple method for predicting allosteric pathways.
- These pathways are vital for comprehending and manipulating protein functionality.
- The findings provide insights into protein communication and regulation.
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