Abstract
The family of calcium-binding proteins (CaBPs) consists of dozens of members and contributes to all aspects of the cell’s function, from homeostasis to learning and memory. However, the Ca2+-binding mechanism is still unclear for most of CaBPs. To identify the Ca2+-binding sites of CaBPs, this study presented a computational approach which combined the fragment homology modeling with molecular dynamics simulation. For validation, we performed a two-step strategy as follows: first, the approach is used to identify the Ca2+-binding sites of CaBPs, which have the EF-hand Ca2+-binding site and the detailed binding mechanism. To accomplish this, eighteen crystal structures of CaBPs with 49 Ca2+-binding sites are selected to be analyzed including calmodulin. The computational method identified 43 from 49 Ca2+-binding sites. Second, we performed the approach to large-conductance Ca2+-activated K+ (BK) channels which don’t have clear Ca2+-binding mechanism. The simulated results are consistent with the experimental data. The computational approach may shed some light on the identification of Ca2+-binding sites in CaBPs.
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References
Batistic O, Kudla J (2012) Analysis of calcium signaling pathways in plants. Biochim Biophys Acta 1820:1283–1293
Haiech J, Audran E, Feve M, Ranjeva R, Kilhoffer MC (2011) Revisiting intracellular calcium signaling semantics. Biochimie 93:2029–2037
Nedergaard M, Rodriguez JJ, Verkhratsky A (2010) Glial calcium and diseases of the nervous system. Cell Calcium 47:140–149
Ramadan JW, Steiner SR, O’Neill CM, Nunemaker CS (2011) The central role of calcium in the effects of cytokines on beta-cell function: implications for type 1 and type 2 diabetes. Cell Calcium 50:481–490
Tam BK, Shin JH, Pfeiffer E, Matsudaira P, Mahadevan L (2009) Calcium regulation of an actin spring. Biophys J 97:1125–1129
Bazzazi H, Kargacin ME, Kargacin GJ (2003) Ca2 + regulation in the near-membrane microenvironment in smooth muscle cells. Biophys J 85:1754–1765
Shin DW, Pan Z, Bandyopadhyay A, Bhat MB, Kim DH et al (2002) Ca(2 +)-dependent interaction between FKBP12 and calcineurin regulates activity of the Ca(2 +) release channel in skeletal muscle. Biophys J 83:2539–2549
Perochon A, Aldon D, Galaud JP, Ranty B (2011) Calmodulin and calmodulin-like proteins in plant calcium signaling. Biochimie 93:2048–2053
Donato R (2001) S100: a multigenic family of calcium-modulated proteins of the EF-hand type with intracellular and extracellular functional roles. Int J Biochem Cell Biol 33:637–668
Erskine PT, Beaven GD, Hagan R, Findlow IS, Werner JM et al (2006) Structure of the neuronal protein calexcitin suggests a mode of interaction in signalling pathways of learning and memory. J Mol Biol 357:1536–1547
Lee US, Cui J (2010) BK channel activation: structural and functional insights. Trends Neurosci 33:415–423
Hartzell C, Putzier I, Arreola J (2005) Calcium-activated chloride channels. Annu Rev Physiol 67:719–758
Grabarek Z (2011) Insights into modulation of calcium signaling by magnesium in calmodulin, troponin C and related EF-hand proteins. Biochim Biophys Acta 1813:913–921
Grabarek Z (2005) Structure of a trapped intermediate of calmodulin: calcium regulation of EF-hand proteins from a new perspective. J Mol Biol 346:1351–1366
Nalefski EA, Falke JJ (1996) The C2 domain calcium-binding motif: structural and functional diversity. Protein Sci 5:2375–2390
Pappa H, Murray-Rust J, Dekker LV, Parker PJ, McDonald NQ (1998) Crystal structure of the C2 domain from protein kinase C-delta. Structure 6:885–894
Bao L, Kaldany C, Holmstrand EC, Cox DH (2004) Mapping the BKCa channel’s “Ca2+ bowl”: side-chains essential for Ca2+ sensing. J Gen Physiol 123:475–489
Yang YD, Cho H, Koo JY, Tak MH, Cho Y et al (2008) TMEM16A confers receptor-activated calcium-dependent chloride conductance. Nature 455:1210–1215
Xia XM, Zeng X, Lingle CJ (2002) Multiple regulatory sites in large-conductance calcium-activated potassium channels. Nature 418:880–884
Yuan P, Leonetti MD, Pico AR, Hsiung Y, MacKinnon R (2010) Structure of the human BK channel Ca2 + -activation apparatus at 3.0 A resolution. Science 329:182–186
Roberts E, Eargle J, Wright D, Luthey-Schulten Z (2006) MultiSeq: unifying sequence and structure data for evolutionary analysis. BMC Bioinformatics 7:382
Eswar N, Webb B, Marti-Renom MA, Madhusudhan MS, Eramian D, et al. (2006) Comparative protein structure modeling using Modeller. Curr Protoc Bioinformatics Chapter 5: Unit 5 6
Laskowski RA, Macarthu MW, Moss DS, Thornton JM (1993) PROCHECK: a program to check the stereochemical quality of protein structures. J App Cryst 26:283–291
Bashford D (1997) An object-oriented programming suite for electrostatic effects in biological molecules An experience report on the MEAD project. Sci Comput Object-Oriented Parallel Environ Lecture Notes Comput Sci 1343:233–240
Bashford D, Gerwert K (1992) Electrostatic calculations of the pKa values of ionizable groups in bacteriorhodopsin. J Mol Biol 224(2):473–486
Phillips JC, Braun R, Wang W, Gumbart J, Tajkhorshid E et al (2005) Scalable molecular dynamics with NAMD. J Comput Chem 26:1781–1802
MacKerell AD, Bashford D, Bellott, Dunbrack RL (1998) All-atom empirical potential for molecular modeling and dynamics studies of proteins. J Phys Chem B 102:3586–3616
Kal’e Laxmikant, Skeel R, Bhandarkar M, Brunner R, Gursoy A et al (1999) NAMD2: greater scalability for parallel molecular dynamics. J Comput Phys 151:283–312
Procyshyn RM, Reid RE (1994) A structure/activity study of calcium affinity and selectivity using a synthetic peptide model of the helix-loop-helix calcium-binding motif. J Biol Chem 269:1641–1647
Chattopadhyaya R, Meador WE, Means AR, Quiocho FA (1992) Calmodulin structure refined at 1.7 A resolution. J Mol Biol 228:1177–1192
Chou JJ, Li S, Klee CB, Bax A (2001) Solution structure of Ca(2 +)-calmodulin reveals flexible hand-like properties of its domains. Nat Struct Biol 8:990–997
Cui J, Yang H, Lee US (2009) Molecular mechanisms of BK channel activation. Cell Mol Life Sci 66:852–875
Zeng XH, Xia XM, Lingle CJ (2005) Divalent cation sensitivity of BK channel activation supports the existence of three distinct binding sites. J Gen Physiol 125:273–286
Kim HJ, Lim HH, Rho SH, Bao L, Lee JH et al (2008) Modulation of the conductance-voltage relationship of the BK Ca channel by mutations at the putative flexible interface between two RCK domains. Biophys J 94:446–456
Kranjc A, Anselm C, Carloni P, Blaney FE (2007) Structural models of human big conductance calcium- and voltage-gated potassium channels. Comput Phys Commun 177:21–26
Wu Y, Yang Y, Ye S, Jiang Y (2010) Structure of the gating ring from the human large-conductance Ca(2 +)-gated K(+) channel. Nature 466:393–397
Yuan P, Leonetti MD, Hsiung Y, MacKinnon R (2012) Open structure of the Ca2 + gating ring in the high-conductance Ca2 + -activated K + channel. Nature 481:94–97
Bhattacharya A, Padhan N, Jain R, Bhattacharya S (2006) Calcium-binding proteins of Entamoeba histolytica. Arch Med Res 37:221–225
Liu T, Altman RB (2009) Prediction of calcium-binding sites by combining loop-modeling with machine learning. BMC Struct Biol 9:72
Wang X, Zhao K, Kirberger M, Wong H, Chen G et al (2010) Analysis and prediction of calcium-binding pockets from apo-protein structures exhibiting calcium-induced localized conformational changes. Protein Sci 19:1180–1190
Yang J, Krishnamoorthy G, Saxena A, Zhang G, Shi J et al (2010) An Epilepsy/Dyskinesia-Associated Mutation Enhances BK Channel Activation by Potentiating Ca2 + Sensing. Neuron 66:871–883
Acknowledgments
The work is supported by National Natural Science Foundation of China Grants 11175055 to YZ, 11247010 to HA, and by Natural Science Foundation of Hebei Province grant C2012202079 to HA, A2011202129 to MJ.
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Pang, C., Cao, T., Li, J. et al. Combining fragment homology modeling with molecular dynamics aims at prediction of Ca2+ binding sites in CaBPs. J Comput Aided Mol Des 27, 697–705 (2013). https://doi.org/10.1007/s10822-013-9668-0
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DOI: https://doi.org/10.1007/s10822-013-9668-0