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Ridha F, Gromiha MM. MPA-Pred: A machine learning approach for predicting the binding affinity of membrane protein-protein complexes. Proteins 2024; 92:499-508. [PMID: 37949651 DOI: 10.1002/prot.26633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Revised: 10/05/2023] [Accepted: 10/25/2023] [Indexed: 11/12/2023]
Abstract
Membrane protein-protein interactions are essential for several functions including cell signaling, ion transport, and enzymatic activity. These interactions are mainly dictated by their binding affinities. Although several methods are available for predicting the binding affinity of protein-protein complexes, there exists no specific method for membrane protein-protein complexes. In this work, we collected the experimental binding affinity data for a set of 114 membrane protein-protein complexes and derived several structure and sequence-based features. Our analysis on the relationship between binding affinity and the features revealed that the important factors mainly depend on the type of membrane protein and the functional class of the protein. Specifically, aromatic and charged residues at the interface, and aromatic-aromatic and electrostatic interactions are found to be important to understand the binding affinity. Further, we developed a method, MPA-Pred, for predicting the binding affinity of membrane protein-protein complexes using a machine learning approach. It showed an average correlation and mean absolute error of 0.83 and 0.91 kcal/mol, respectively, using the jack-knife test on a set of 114 complexes. We have also developed a web server and it is available at https://web.iitm.ac.in/bioinfo2/MPA-Pred/. This method can be used for predicting the affinity of membrane protein-protein complexes at a large scale and aid to improve drug design strategies.
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Affiliation(s)
- Fathima Ridha
- Department of Biotechnology, Bhupat and Jyoti Mehta School of Biosciences, Indian Institute of Technology Madras, Chennai, India
| | - M Michael Gromiha
- Department of Biotechnology, Bhupat and Jyoti Mehta School of Biosciences, Indian Institute of Technology Madras, Chennai, India
- Department of Computer Science, National University of Singapore, Singapore, Singapore
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Williams RB, Alam Afsar MN, Tikunova S, Kou Y, Fang X, Somarathne RP, Gyawu RF, Knotts GM, Agee TA, Garcia SA, Losordo LD, Fitzkee NC, Kekenes-Huskey PM, Davis JP, Johnson CN. Human disease-associated calmodulin mutations alter calcineurin function through multiple mechanisms. Cell Calcium 2023; 113:102752. [PMID: 37245392 PMCID: PMC10330910 DOI: 10.1016/j.ceca.2023.102752] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2022] [Revised: 04/29/2023] [Accepted: 05/03/2023] [Indexed: 05/30/2023]
Abstract
Calmodulin (CaM) is a ubiquitous, calcium-sensing protein that regulates a multitude of processes throughout the body. In response to changes in [Ca2+], CaM modifies, activates, and deactivates enzymes and ion channels, as well as many other cellular processes. The importance of CaM is highlighted by the conservation of an identical amino acid sequence in all mammals. Alterations to CaM amino acid sequence were once thought to be incompatible with life. During the last decade modifications to the CaM protein sequence have been observed in patients suffering from life-threatening heart disease (calmodulinopathy). Thus far, inadequate or untimely interaction between mutant CaM and several proteins (LTCC, RyR2, and CaMKII) have been identified as mechanisms underlying calmodulinopathy. Given the extensive number of CaM interactions in the body, there are likely many consequences for altering CaM protein sequence. Here, we demonstrate that disease-associated CaM mutations alter the sensitivity and activity of the Ca2+-CaM-enhanced serine/threonine phosphatase calcineurin (CaN). Biophysical characterization by circular dichroism, solution NMR spectroscopy, stopped-flow kinetic measurements, and MD simulations provide mechanistic insight into mutation dysfunction as well as highlight important aspects of CaM Ca2+ signal transduction. We find that individual CaM point mutations (N53I, F89L, D129G, and F141L) impair CaN function, however, the mechanisms are not the same. Specifically, individual point mutations can influence or modify the following properties: CaM binding, Ca2+ binding, and/or Ca2+kinetics. Moreover, structural aspects of the CaNCaM complex can be altered in manners that indicate changes to allosteric transmission of CaM binding to the enzyme active site. Given that loss of CaN function can be fatal, as well as evidence that CaN modifies ion channels already associated with calmodulinopathy, our results raise the possibility that altered CaN function contributes to calmodulinopathy.
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Affiliation(s)
- Ryan B Williams
- Department of Chemistry, Mississippi State University, Starkville MS 39759, U.S.A
| | - Md Nure Alam Afsar
- Department of Chemistry, Mississippi State University, Starkville MS 39759, U.S.A
| | - Svetlana Tikunova
- Department of Physiology and Cell Biology, College of Medicine, Dorothy M. Davis Heart and Lung Research Institute, The Ohio State University, Columbus OH 43210, U.S.A
| | - Yongjun Kou
- Department of Physiology and Cell Biology, College of Medicine, Dorothy M. Davis Heart and Lung Research Institute, The Ohio State University, Columbus OH 43210, U.S.A
| | - Xuan Fang
- Department of Cell and Molecular Physiology, Loyola University of Chicago, Maywood Illinois 60153, U.S.A
| | - Radha P Somarathne
- Department of Chemistry, Mississippi State University, Starkville MS 39759, U.S.A
| | - Rita F Gyawu
- Department of Chemistry, Mississippi State University, Starkville MS 39759, U.S.A
| | - Garrett M Knotts
- Department of Chemistry, Mississippi State University, Starkville MS 39759, U.S.A
| | - Taylor A Agee
- Department of Chemistry, Mississippi State University, Starkville MS 39759, U.S.A
| | - Sara A Garcia
- Department of Chemistry, Mississippi State University, Starkville MS 39759, U.S.A
| | - Luke D Losordo
- Department of Chemistry, Mississippi State University, Starkville MS 39759, U.S.A
| | - Nicholas C Fitzkee
- Department of Chemistry, Mississippi State University, Starkville MS 39759, U.S.A
| | - Peter M Kekenes-Huskey
- Department of Cell and Molecular Physiology, Loyola University of Chicago, Maywood Illinois 60153, U.S.A
| | - Jonathan P Davis
- Department of Physiology and Cell Biology, College of Medicine, Dorothy M. Davis Heart and Lung Research Institute, The Ohio State University, Columbus OH 43210, U.S.A.
| | - Christopher N Johnson
- Department of Chemistry, Mississippi State University, Starkville MS 39759, U.S.A; Vanderbilt Center for Arrhythmia Research and Therapeutics, Nashville TN 37232, U.S.A.
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Wu X, Hong L. Calmodulin Interactions with Voltage-Gated Sodium Channels. Int J Mol Sci 2021; 22:ijms22189798. [PMID: 34575961 PMCID: PMC8472079 DOI: 10.3390/ijms22189798] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2021] [Revised: 09/06/2021] [Accepted: 09/07/2021] [Indexed: 02/06/2023] Open
Abstract
Calmodulin (CaM) is a small protein that acts as a ubiquitous signal transducer and regulates neuronal plasticity, muscle contraction, and immune response. It interacts with ion channels and plays regulatory roles in cellular electrophysiology. CaM modulates the voltage-gated sodium channel gating process, alters sodium current density, and regulates sodium channel protein trafficking and expression. Many mutations in the CaM-binding IQ domain give rise to diseases including epilepsy, autism, and arrhythmias by interfering with CaM interaction with the channel. In the present review, we discuss CaM interactions with the voltage-gated sodium channel and modulators involved in CaM regulation, as well as summarize CaM-binding IQ domain mutations associated with human diseases in the voltage-gated sodium channel family.
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