Structural Aspects and Prediction of Calmodulin-Binding Proteins

Int J Mol Sci. 2020 Dec 30;22(1):308. doi: 10.3390/ijms22010308.

Abstract

Calmodulin (CaM) is an important intracellular protein that binds Ca2+ and functions as a critical second messenger involved in numerous biological activities through extensive interactions with proteins and peptides. CaM's ability to adapt to binding targets with different structures is related to the flexible central helix separating the N- and C-terminal lobes, which allows for conformational changes between extended and collapsed forms of the protein. CaM-binding targets are most often identified using prediction algorithms that utilize sequence and structural data to predict regions of peptides and proteins that can interact with CaM. In this review, we provide an overview of different CaM-binding proteins, the motifs through which they interact with CaM, and shared properties that make them good binding partners for CaM. Additionally, we discuss the historical and current methods for predicting CaM binding, and the similarities and differences between these methods and their relative success at prediction. As new CaM-binding proteins are identified and classified, we will gain a broader understanding of the biological processes regulated through changes in Ca2+ concentration through interactions with CaM.

Keywords: CaMBP; IQ motif; SVM; calmodulin; machine learning; peptide; prediction; random forest.

Publication types

  • Review

MeSH terms

  • Amino Acid Motifs
  • Amino Acid Sequence
  • Animals
  • Arabidopsis / metabolism
  • Arabidopsis Proteins / metabolism
  • Binding Sites
  • Calcium / chemistry
  • Calmodulin / chemistry
  • Calmodulin-Binding Proteins / chemistry*
  • Calmodulin-Binding Proteins / metabolism*
  • Cluster Analysis
  • Discriminant Analysis
  • Humans
  • Machine Learning
  • Markov Chains
  • Models, Molecular
  • Protein Binding
  • Protein Conformation
  • Structure-Activity Relationship
  • Support Vector Machine

Substances

  • Arabidopsis Proteins
  • Calmodulin
  • Calmodulin-Binding Proteins
  • Calcium