Optimization of 3D Poisson–Nernst‐Planck model for fast evaluation of diverse protein channels

We show the accuracy and applicability of our fast algorithmic implementation of a three‐dimensional Poisson–Nernst–Planck (3D‐PNP) flow model for characterizing different protein channels. Due to its high computational efficiency, our model can predict the full current‐voltage characteristics of a channel within minutes, based on the experimental 3D structure of the channel or its computational model structure. Compared with other methods, such as Brownian dynamics, which currently needs a few weeks of the computational time, or even much more demanding molecular dynamics modeling, 3D‐PNP is the only available method for a function‐based evaluation of very numerous tentative structural channel models. Flow model tests of our algorithm and its optimal parametrization are provided for five native channels whose experimental structures are available in the protein data bank (PDB) in an open conductive state, and whose experimental current‐voltage characteristics have been published. The channels represent very different geometric and structural properties, which makes it the widest test to date of the accuracy of 3D‐PNP on real channels. We test whether the channel conductance, rectification, and charge selectivity obtained from the flow model, could be sufficiently sensitive to single‐point mutations, related to unsignificant changes in the channel structure. Our results show that the classical 3D‐PNP model, under proper parametrization, is able to achieve a qualitative agreement with experimental data for a majority of the tested characteristics and channels, including channels with narrow and irregular conductivity pores. We propose that although the standard PNP model cannot provide insight into complex physical phenomena due to its intrinsic limitations, its semiquantitative agreement is achievable for rectification and selectivity at a level sufficient for the bioinformatical purpose of selecting the best structural models with a great advantage of a very short computational time. Proteins 2013; 81:1802–1822. © 2013 Wiley Periodicals, Inc.

[1]  Jean-Luc Galzi,et al.  Mutations in the channel domain of a neuronal nicotinic receptor convert ion selectivity from cationic to anionic , 1992, Nature.

[2]  H. Helander,et al.  The bradykinin BK2 receptor mediates angiotensin II receptor type 2 stimulated rat duodenal mucosal alkaline secretion , 2003, BMC Physiology.

[3]  Jan H. Jensen,et al.  PROPKA3: Consistent Treatment of Internal and Surface Residues in Empirical pKa Predictions. , 2011, Journal of chemical theory and computation.

[4]  N. Guex,et al.  SWISS‐MODEL and the Swiss‐Pdb Viewer: An environment for comparative protein modeling , 1997, Electrophoresis.

[5]  M S Sansom,et al.  Molecular dynamics of synthetic leucine-serine ion channels in a phospholipid membrane. , 1999, Biophysical journal.

[6]  Shin-Ho Chung,et al.  Dielectric self-energy in Poisson-Boltzmann and Poisson-Nernst-Planck models of ion channels. , 2003, Biophysical journal.

[7]  Eduardo Perozo,et al.  Structural mechanism of C-type inactivation in K+ channels , 2010, Nature.

[8]  I. Berke,et al.  Gating and Inward Rectifying Properties of the MthK K+ Channel with and without the Gating Ring , 2007, The Journal of general physiology.

[9]  B. Roux,et al.  The ionization state and the conformation of Glu-71 in the KcsA K(+) channel. , 2002, Biophysical journal.

[10]  A. Nitzan,et al.  A lattice relaxation algorithm for three-dimensional Poisson-Nernst-Planck theory with application to ion transport through the gramicidin A channel. , 1999, Biophysical journal.

[11]  M S Waterman,et al.  Identification of common molecular subsequences. , 1981, Journal of molecular biology.

[12]  W. Im,et al.  Ion permeation and selectivity of OmpF porin: a theoretical study based on molecular dynamics, Brownian dynamics, and continuum electrodiffusion theory. , 2002, Journal of molecular biology.

[13]  D. Gillespie,et al.  Steady-State Electrodiffusion from the Nernst-Planck Equation Coupled to Local Equilibrium Monte Carlo Simulations. , 2012, Journal of chemical theory and computation.

[14]  Malgorzata Kotulska,et al.  Ion flux through membrane channels—An enhanced algorithm for the Poisson‐Nernst‐Planck model , 2008, J. Comput. Chem..

[15]  H Bayley,et al.  Interaction of the noncovalent molecular adapter, beta-cyclodextrin, with the staphylococcal alpha-hemolysin pore. , 2000, Biophysical journal.

[16]  Zsuzsanna Dosztányi,et al.  PDB_TM: selection and membrane localization of transmembrane proteins in the protein data bank , 2004, Nucleic Acids Res..

[17]  R. S. Eisenberg,et al.  Computing the Field in Proteins and Channels , 2010, 1009.2857.

[18]  Haipeng Gong,et al.  Influence of nonlinear electrostatics on transfer energies between liquid phases: Charge burial is far less expensive than Born model , 2008, Proceedings of the National Academy of Sciences.

[19]  Nathan A. Baker,et al.  Electrostatics of nanosystems: Application to microtubules and the ribosome , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[20]  M. Karplus,et al.  CHARMM: A program for macromolecular energy, minimization, and dynamics calculations , 1983 .

[21]  M. Kurnikova,et al.  Soft wall ion channel in continuum representation with application to modeling ion currents in α-hemolysin. , 2010, The journal of physical chemistry. B.

[22]  R. MacKinnon,et al.  Chemistry of ion coordination and hydration revealed by a K+ channel–Fab complex at 2.0 Å resolution , 2001, Nature.

[23]  B. Chait,et al.  The structure of the potassium channel: molecular basis of K+ conduction and selectivity. , 1998, Science.

[24]  Yang Li,et al.  Novel insights into K+ selectivity from high resolution structures of an open K+ channel pore , 2010, Nature Structural &Molecular Biology.

[25]  B. Eisenberg,et al.  Progress and Prospects in Permeation , 1999, The Journal of general physiology.

[26]  D. Boassa,et al.  Single amino acids in the carboxyl terminal domain of aquaporin-1 contribute to cGMP-dependent ion channel activation , 2003, BMC Physiology.

[27]  J. Changeux,et al.  X-ray structure of a pentameric ligand-gated ion channel in an apparently open conformation , 2009, Nature.

[28]  K. Schulten,et al.  Imaging alpha-hemolysin with molecular dynamics: ionic conductance, osmotic permeability, and the electrostatic potential map. , 2005, Biophysical journal.

[29]  Benoît Roux,et al.  Structural basis for the coupling between activation and inactivation gates in K+ channels , 2010, Nature.

[30]  Bong-Gyoon Han,et al.  Structural basis of water-specific transport through the AQP1 water channel , 2001, Nature.

[31]  Shin-Ho Chung,et al.  Tests of continuum theories as models of ion channels. II. Poisson-Nernst-Planck theory versus brownian dynamics. , 2000, Biophysical journal.

[32]  W. Im,et al.  Ion permeation through the alpha-hemolysin channel: theoretical studies based on Brownian dynamics and Poisson-Nernst-Plank electrodiffusion theory. , 2004, Biophysical journal.

[33]  S. Furini,et al.  Role of the intracellular cavity in potassium channel conductivity. , 2007, The journal of physical chemistry. B.

[34]  R. Dutzler,et al.  X-ray structure of a prokaryotic pentameric ligand-gated ion channel , 2008, Nature.

[35]  Jan H. Jensen,et al.  Very fast empirical prediction and rationalization of protein pKa values , 2005, Proteins.

[36]  Abraham Nitzan,et al.  The role of the dielectric barrier in narrow biological channels: a novel composite approach to modeling single-channel currents. , 2003, Biophysical journal.

[37]  J. Changeux,et al.  A prokaryotic proton-gated ion channel from the nicotinic acetylcholine receptor family , 2007, Nature.

[38]  B. Eisenberg Ionic channels in biological membranes- electrostatic analysis of a natural nanotube , 1998, 1610.04123.

[39]  T. Jegla,et al.  Evolution of the human ion channel set. , 2009, Combinatorial chemistry & high throughput screening.

[40]  P. Pohl,et al.  Water and Ion Permeation of Aquaporin-1 in Planar Lipid Bilayers , 2001, The Journal of Biological Chemistry.

[41]  Robert S. Eisenberg,et al.  Coupling Poisson–Nernst–Planck and density functional theory to calculate ion flux , 2002 .

[42]  G. Wei,et al.  Second-order Poisson Nernst-Planck solver for ion channel transport. , 2011, Journal of computational physics.

[43]  R. MacKinnon,et al.  The occupancy of ions in the K+ selectivity filter: charge balance and coupling of ion binding to a protein conformational change underlie high conduction rates. , 2003, Journal of molecular biology.

[44]  B. S. Rothberg,et al.  Voltage-dependent inactivation gating at the selectivity filter of the MthK K+ channel , 2010, The Journal of general physiology.

[45]  B. Sakmann,et al.  Improved patch-clamp techniques for high-resolution current recording from cells and cell-free membrane patches , 1981, Pflügers Archiv.

[46]  Shin-Ho Chung,et al.  Permeation of ions across the potassium channel: Brownian dynamics studies. , 1999, Biophysical journal.

[47]  D. Gillespie Energetics of divalent selectivity in a calcium channel: the ryanodine receptor case study. , 2008, Biophysical journal.

[48]  C. Miller,et al.  KcsA: it's a potassium channel. , 2001, The Journal of general physiology.

[49]  Gianfranco Menestrina,et al.  Ionic channels formed byStaphylococcus aureus alpha-toxin: Voltage-dependent inhibition by divalent and trivalent cations , 2005, The Journal of Membrane Biology.

[50]  Dirk Gillespie,et al.  An efficient algorithm for classical density functional theory in three dimensions: ionic solutions. , 2009, The Journal of chemical physics.

[51]  Youxing Jiang,et al.  Crystal structure and mechanism of a calcium-gated potassium channel , 2002, Nature.

[52]  J. Regan,et al.  Cloned human aquaporin-1 is a cyclic GMP-gated ion channel. , 2000, Molecular pharmacology.

[53]  W. Stamer,et al.  Ion Channel Function of Aquaporin-1 Natively Expressed in Choroid Plexus , 2006, The Journal of Neuroscience.

[54]  B. Eisenberg Crowded Charges in Ion Channels , 2010, 1009.1786.

[55]  Junmei Wang,et al.  How well does a restrained electrostatic potential (RESP) model perform in calculating conformational energies of organic and biological molecules? , 2000, J. Comput. Chem..

[56]  Nathan A. Baker,et al.  PDB2PQR: an automated pipeline for the setup of Poisson-Boltzmann electrostatics calculations , 2004, Nucleic Acids Res..

[57]  H. Bayley,et al.  Reversal of charge selectivity in transmembrane protein pores by using noncovalent molecular adapters. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[58]  Jianpeng Ma,et al.  CHARMM: The biomolecular simulation program , 2009, J. Comput. Chem..

[59]  S. Bhakdi,et al.  Electrophysiological evidence for heptameric stoichiometry of ion channels formed by Staphylococcus aureus alpha‐toxin in planar lipid bilayers , 2000, Molecular microbiology.

[60]  Sunhwan Jo,et al.  Web interface for brownian dynamics simulation of ion transport and its applications to beta‐barrel pores , 2012, J. Comput. Chem..

[61]  B. Eisenberg Mass Action in Ionic Solutions. , 2011, Chemical physics letters.

[62]  S. Furini,et al.  Application of the Poisson-Nernst-Planck theory with space-dependent diffusion coefficients to KcsA. , 2006, Biophysical journal.

[63]  W. Im,et al.  Ions and counterions in a biological channel: a molecular dynamics simulation of OmpF porin from Escherichia coli in an explicit membrane with 1 M KCl aqueous salt solution. , 2002, Journal of molecular biology.

[64]  B. Wallace,et al.  The pore dimensions of gramicidin A. , 1993, Biophysical journal.

[65]  B. Corry,et al.  Ion conduction in ligand-gated ion channels: Brownian dynamics studies of four recent crystal structures. , 2010, Biophysical journal.

[66]  D. Baker,et al.  Multipass membrane protein structure prediction using Rosetta , 2005, Proteins.

[67]  J. Gouaux,et al.  Structure of Staphylococcal α-Hemolysin, a Heptameric Transmembrane Pore , 1996, Science.

[68]  Frances M. Ashcroft,et al.  From molecule to malady , 2006, Nature.

[69]  B. Corry,et al.  Testing the Applicability of Nernst-Planck Theory in Ion Channels: Comparisons with Brownian Dynamics Simulations , 2011, PloS one.

[70]  M. Kurnikova,et al.  Poisson-Nernst-Planck theory approach to the calculation of current through biological ion channels , 2005, IEEE Transactions on NanoBioscience.

[71]  Abraham Nitzan,et al.  A Dynamic Lattice Monte Carlo Model of Ion Transport in Inhomogeneous Dielectric Environments: Method and Implementation , 2000 .

[72]  B. Eisenberg,et al.  A method for treating the passage of a charged hard sphere ion as it passes through a sharp dielectric boundary. , 2011, The Journal of chemical physics.

[73]  P. L. Paine,et al.  Drag coefficients for the movement of rigid spheres through liquid-filled cylindrical pores. , 1975, Biophysical journal.

[74]  V. Štolc,et al.  Hybrid MD-Nernst Planck model of α-hemolysin conductance properties , 2005 .

[75]  S. Lummis,et al.  Conversion of the ion selectivity of the 5-HT(3a) receptor from cationic to anionic reveals a conserved feature of the ligand-gated ion channel superfamily. , 2001, The Journal of biological chemistry.

[76]  Qiong Zheng,et al.  Second-order Poisson-Nernst-Planck solver for ion transport , 2011, J. Comput. Phys..

[77]  H. Bayley,et al.  Inactivation of the KcsA potassium channel explored with heterotetramers , 2010, The Journal of general physiology.

[78]  B. Nadler,et al.  Derivation of Poisson and Nernst-Planck equations in a bath and channel from a molecular model. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[79]  H. Bayley,et al.  Properties of Bacillus cereus hemolysin II: A heptameric transmembrane pore , 2002, Protein science : a publication of the Protein Society.

[80]  Andrei L Lomize,et al.  Positioning of proteins in membranes: A computational approach , 2006, Protein science : a publication of the Protein Society.

[81]  YunKyong Hyon,et al.  Energy variational analysis of ions in water and channels: Field theory for primitive models of complex ionic fluids. , 2010, The Journal of chemical physics.

[82]  S. Lummis,et al.  Conversion of the Ion Selectivity of the 5-HT3AReceptor from Cationic to Anionic Reveals a Conserved Feature of the Ligand-gated Ion Channel Superfamily* , 2001, The Journal of Biological Chemistry.

[83]  Li-Qun Gu,et al.  Interaction of the Noncovalent Molecular Adapter, β-Cyclodextrin, with the Staphylococcal α-Hemolysin Pore , 2000 .

[84]  J. Kasianowicz,et al.  Conductance and ion selectivity of a mesoscopic protein nanopore probed with cysteine scanning mutagenesis. , 2005, Biophysical journal.

[85]  Andrei L. Lomize,et al.  OPM: Orientations of Proteins in Membranes database , 2006, Bioinform..

[86]  Benoît Roux,et al.  Molecular determinants of gating at the potassium-channel selectivity filter , 2006, Nature Structural &Molecular Biology.

[87]  Sandra L. Berger Massachusetts , 1896, The Journal of comparative medicine and veterinary archives.

[88]  Dirk Gillespie,et al.  Permeation properties of an engineered bacterial OmpF porin containing the EEEE-locus of Ca2+ channels. , 2004, Biophysical journal.

[89]  H. Bayley,et al.  Functional expression of the alpha-hemolysin of Staphylococcus aureus in intact Escherichia coli and in cell lysates. Deletion of five C-terminal amino acids selectively impairs hemolytic activity. , 1992, The Journal of biological chemistry.

[90]  Shela Aboud,et al.  Brownian dynamics simulation of charge transport in ion channels , 2007 .

[91]  G. Drobny,et al.  Physical Chemistry for the Life Sciences , 2007 .

[92]  C H van Os,et al.  Aquaporins and ion conductance. , 1997, Science.

[93]  S. Bezrukov,et al.  The charge state of an ion channel controls neutral polymer entry into its pore , 1997, European Biophysics Journal.

[94]  Marco Tartagni,et al.  Model-based prediction of the alpha-hemolysin structure in the hexameric state. , 2008, Biophysical journal.

[95]  P. Pohl,et al.  Aquaporin-1, Nothing but a Water Channel* , 2004, Journal of Biological Chemistry.

[96]  J. Regan,et al.  Forskolin Stimulation of Water and Cation Permeability in Aquaporin1 Water Channels , 1996, Science.

[97]  P. Kollman,et al.  A Second Generation Force Field for the Simulation of Proteins, Nucleic Acids, and Organic Molecules , 1995 .