Characterization of Ciprofloxacin Permeation Pathways across the Porin OmpC Using Metadynamics and a String Method.

The rapid spreading of antimicrobial resistance in Gram-negative bacteria has become a major threat for humans as well as animals. As one of the main factors involved, the permeability of the outer membrane has attracted a great deal of attention recently. However, the knowledge regarding the translocation mechanisms for most available antibiotics is so far rather limited. Here, a theoretical study concerning the diffusion route of ciprofloxacin across the outer membrane porin OmpC from E. coli is presented. To this end, we establish a protocol to characterize meaningful permeation pathways by combining metadynamics with the zero-temperature string method. It was found that the lowest-energy pathway requires a reorientation of ciprofloxacin in the extracellular side of the porin before reaching the constriction region with its carboxyl group ahead. Several affinity sites have been identified, and their metastability has been evaluated using unbiased simulations. Such a detailed understanding is potentially very helpful in guiding the development of next generation antibiotics.

[1]  R. Benz,et al.  Role of the central arginine R133 toward the ion selectivity of the phosphate specific channel OprP: effects of charge and solvation. , 2013, Biochemistry.

[2]  Kenneth M. Merz,et al.  Application of the Nosé−Hoover Chain Algorithm to the Study of Protein Dynamics , 1996 .

[3]  J. Berger,et al.  Crystal structure and stability of gyrase–fluoroquinolone cleaved complexes from Mycobacterium tuberculosis , 2016, Proceedings of the National Academy of Sciences.

[4]  A. Laio,et al.  Efficient reconstruction of complex free energy landscapes by multiple walkers metadynamics. , 2006, The journal of physical chemistry. B.

[5]  S. Zakharov,et al.  Crystal structures of the OmpF porin: function in a colicin translocon , 2008, The EMBO journal.

[6]  L. Piddock,et al.  The accumulation of five antibacterial agents in porin-deficient mutants of Escherichia coli. , 1993, The Journal of antimicrobial chemotherapy.

[7]  M. Falagas,et al.  Pandrug-resistant Gram-negative bacteria: the dawn of the post-antibiotic era? , 2007, International journal of antimicrobial agents.

[8]  Thomas R. Cundari,et al.  Reviews in Computational Chemistry, Reviews in Computational Chemistry , 2000 .

[9]  P. Ruggerone,et al.  Investigating reaction pathways in rare events simulations of antibiotics diffusion through protein channels , 2010, Journal of molecular modeling.

[10]  S. Kojima,et al.  High Salt Concentrations Increase Permeability through OmpC Channels of Escherichia coli* , 2014, The Journal of Biological Chemistry.

[11]  K. Schulten,et al.  Molecular dynamics simulations of membrane channels and transporters. , 2009, Current opinion in structural biology.

[12]  M. Parrinello,et al.  A time-independent free energy estimator for metadynamics. , 2015, The journal of physical chemistry. B.

[13]  M. Ceccarelli,et al.  Filtering with Electric Field: The Case of E. coli Porins. , 2015, The journal of physical chemistry letters.

[14]  J. Sheridan,et al.  The Role of Escherichia coli Porins OmpC and OmpF in Antibiotic Cross Resistance Induced by Sub-inhibitory Concentrations of Kanamycin , 2010 .

[15]  John Katsaras,et al.  Molecular structures of fluid phosphatidylethanolamine bilayers obtained from simulation-to-experiment comparisons and experimental scattering density profiles. , 2015, The journal of physical chemistry. B.

[16]  Dhilon S. Patel,et al.  Dynamics and Interactions of OmpF and LPS: Influence on Pore Accessibility and Ion Permeability. , 2016, Biophysical journal.

[17]  G. Ciccotti,et al.  String method in collective variables: minimum free energy paths and isocommittor surfaces. , 2006, The Journal of chemical physics.

[18]  Andrew E. Torda,et al.  Local elevation: A method for improving the searching properties of molecular dynamics simulation , 1994, J. Comput. Aided Mol. Des..

[19]  Rui Sun,et al.  Exploring Valleys without Climbing Every Peak: More Efficient and Forgiving Metabasin Metadynamics via Robust On-the-Fly Bias Domain Restriction , 2015, Journal of chemical theory and computation.

[20]  Giovanni Bussi,et al.  Free‐Energy Calculations with Metadynamics: Theory and Practice , 2015 .

[21]  A. Alcaraz,et al.  Linearity, saturation and blocking in a large multiionic channel: divalent cation modulation of the OmpF porin conductance. , 2011, Biochemical and biophysical research communications.

[22]  Ronald C. Li,et al.  Mechanistic Investigation of the Reduction in Antimicrobial Activity of Ciprofloxacin by Metal Cations , 1997, Pharmaceutical Research.

[23]  A. Yamaguchi,et al.  Effects of magnesium and sodium ions on the outer membrane permeability of cephalosporins in Escherichia coli , 1986, FEBS letters.

[24]  K. Pothula,et al.  Simulations of outer membrane channels and their permeability. , 2016, Biochimica et biophysica acta.

[25]  M. Parrinello,et al.  Well-tempered metadynamics: a smoothly converging and tunable free-energy method. , 2008, Physical review letters.

[26]  P. Ruggerone,et al.  Structural and dynamical properties of the porins OmpF and OmpC: insights from molecular simulations , 2010, Journal of physics. Condensed matter : an Institute of Physics journal.

[27]  A. Laio,et al.  Equilibrium free energies from nonequilibrium metadynamics. , 2006, Physical Review Letters.

[28]  M. Queralt-Martín,et al.  Divalent cations reduce the pH sensitivity of OmpF channel inducing the pK(a) shift of key acidic residues. , 2011, Physical chemistry chemical physics : PCCP.

[29]  A. Laio,et al.  Metadynamics: a method to simulate rare events and reconstruct the free energy in biophysics, chemistry and material science , 2008 .

[30]  Dean G. Brown,et al.  ESKAPEing the labyrinth of antibacterial discovery , 2015, Nature Reviews Drug Discovery.

[31]  M. Winterhalter,et al.  Modulation of enrofloxacin binding in OmpF by Mg2+ as revealed by the analysis of fast flickering single-porin current , 2012, The Journal of general physiology.

[32]  R. Misra,et al.  Isolation and characterization of OmpC porin mutants with altered pore properties , 1988, Journal of bacteriology.

[33]  M. Parrinello,et al.  Metadynamics with Adaptive Gaussians. , 2012, Journal of chemical theory and computation.

[34]  E. Lindahl,et al.  Implementation of the CHARMM Force Field in GROMACS: Analysis of Protein Stability Effects from Correction Maps, Virtual Interaction Sites, and Water Models. , 2010, Journal of chemical theory and computation.

[35]  F. Yoshimura,et al.  Diffusion of beta-lactam antibiotics through the porin channels of Escherichia coli K-12 , 1985, Antimicrobial Agents and Chemotherapy.

[36]  E. Vanden-Eijnden,et al.  Single-sweep methods for free energy calculations. , 2007, The Journal of chemical physics.

[37]  N. Fertig,et al.  Permeation of Antibiotics through Escherichia coli OmpF and OmpC Porins , 2010, Journal of biomolecular screening.

[38]  Klaus Schulten,et al.  Rapid parameterization of small molecules using the force field toolkit , 2013, J. Comput. Chem..

[39]  Benoît Roux,et al.  AUTOMATED FORCE FIELD PARAMETERIZATION FOR NON-POLARIZABLE AND POLARIZABLE ATOMIC MODELS BASED ON AB INITIO TARGET DATA. , 2013, Journal of chemical theory and computation.

[40]  Membrane proteins: Where theory meets experiment. , 2016, Biochimica et biophysica acta.

[41]  Allan Coukell,et al.  Roadmap for antibiotic discovery , 2016, Nature Microbiology.

[42]  Alexander D. MacKerell,et al.  Automation of the CHARMM General Force Field (CGenFF) II: Assignment of Bonded Parameters and Partial Atomic Charges , 2012, J. Chem. Inf. Model..

[43]  M. Winterhalter,et al.  TRANSLOCATION Project: How to Get Good Drugs into Bad Bugs , 2014, Science Translational Medicine.

[44]  Christina Tobin Kåhrström Entering a post-antibiotic era? , 2013, Nature Reviews Microbiology.

[45]  Eric Vanden-Eijnden,et al.  Kinetics of phase transitions in two dimensional Ising models studied with the string method , 2009 .

[46]  Timothy S. Carpenter,et al.  The Free Energy of Small Solute Permeation through the Escherichia coli Outer Membrane Has a Distinctly Asymmetric Profile. , 2016, The journal of physical chemistry letters.

[47]  T. Piggot,et al.  Full-Length OmpA: Structure, Function, and Membrane Interactions Predicted by Molecular Dynamics Simulations , 2016, Biophysical journal.

[48]  G. Torrie,et al.  Nonphysical sampling distributions in Monte Carlo free-energy estimation: Umbrella sampling , 1977 .

[49]  M. Winterhalter,et al.  Outer-membrane translocation of bulky small molecules by passive diffusion , 2015, Proceedings of the National Academy of Sciences.

[50]  Richard Colgan,et al.  International clinical practice guidelines for the treatment of acute uncomplicated cystitis and pyelonephritis in women: A 2010 update by the Infectious Diseases Society of America and the European Society for Microbiology and Infectious Diseases. , 2011, Clinical infectious diseases : an official publication of the Infectious Diseases Society of America.

[51]  Carsten Kutzner,et al.  GROMACS 4:  Algorithms for Highly Efficient, Load-Balanced, and Scalable Molecular Simulation. , 2008, Journal of chemical theory and computation.

[52]  H. Nikaido,et al.  Outer membrane of gram-negative bacteria. XII. Molecular-sieving function of cell wall , 1976, Journal of bacteriology.

[53]  D. A. Dougherty,et al.  Cation-π interactions in structural biology , 1999 .

[54]  Cameron F Abrams,et al.  A computational study of water and CO migration sites and channels inside myoglobin. , 2013, Journal of chemical theory and computation.

[55]  Alexander D. MacKerell,et al.  Automation of the CHARMM General Force Field (CGenFF) I: Bond Perception and Atom Typing , 2012, J. Chem. Inf. Model..

[56]  G. Ciccotti,et al.  Mapping the network of pathways of CO diffusion in myoglobin. , 2010, Journal of the American Chemical Society.

[57]  J. Gumbart,et al.  Role of the Native Outer-Membrane Environment on the Transporter BtuB. , 2016, Biophysical journal.

[58]  M. Winterhalter,et al.  Role of Electroosmosis in the Permeation of Neutral Molecules: CymA and Cyclodextrin as an Example. , 2016, Biophysical journal.

[59]  Eric Vanden-Eijnden,et al.  Revisiting the finite temperature string method for the calculation of reaction tubes and free energies. , 2009, The Journal of chemical physics.

[60]  Berk Hess,et al.  Improving Efficiency of Large Time-Scale Molecular Dynamics Simulations of Hydrogen-Rich Systems , 1999 .

[61]  Paola Storici,et al.  Crystal structure of osmoporin OmpC from E. coli at 2.0 A. , 2006, Journal of molecular biology.

[62]  Frank Bringezu,et al.  Mechanism of the lamellar/inverse hexagonal phase transition examined by high resolution x-ray diffraction. , 2003, Biophysical journal.

[63]  M. Klein,et al.  Free-energy landscape of ion-channel voltage-sensor–domain activation , 2014, Proceedings of the National Academy of Sciences of the United States of America.

[64]  Albert C. Pan,et al.  Finding transition pathways using the string method with swarms of trajectories. , 2008, The journal of physical chemistry. B.

[65]  David Chandler,et al.  Transition path sampling: throwing ropes over rough mountain passes, in the dark. , 2002, Annual review of physical chemistry.

[66]  G. Kahlmeter,et al.  Antimicrobial susceptibility of Escherichia coli from community-acquired urinary tract infections in Europe: the ECO·SENS study revisited. , 2012, International journal of antimicrobial agents.

[67]  M. Page,et al.  Molecular Basis of Filtering Carbapenems by Porins from β-Lactam-resistant Clinical Strains of Escherichia coli* , 2015, The Journal of Biological Chemistry.

[68]  T. Darden,et al.  A smooth particle mesh Ewald method , 1995 .

[69]  A. Alanis,et al.  Resistance to antibiotics: are we in the post-antibiotic era? , 2005, Archives of medical research.

[70]  Eric Hajjar,et al.  Molecular basis of enrofloxacin translocation through OmpF, an outer membrane channel of Escherichia coli--when binding does not imply translocation. , 2010, The journal of physical chemistry. B.

[71]  A perturbative solution to metadynamics ordinary differential equation. , 2015, The Journal of chemical physics.

[72]  W. Lee,et al.  Change of Antimicrobial Susceptibility among Escherichia coli Strains Isolated from Female Patients with Community-Onset Acute Pyelonephritis , 2011, Yonsei medical journal.

[73]  Eric F Darve,et al.  Calculating free energies using average force , 2001 .

[74]  M. Winterhalter,et al.  Physical methods to quantify small antibiotic molecules uptake into Gram-negative bacteria. , 2015, European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V.

[75]  Michele Parrinello,et al.  Well-tempered metadynamics converges asymptotically. , 2014, Physical review letters.

[76]  K. Karthikeyan,et al.  Sorption of the antimicrobial ciprofloxacin to aluminum and iron hydrous oxides. , 2005, Environmental science & technology.

[77]  B. Roux The calculation of the potential of mean force using computer simulations , 1995 .

[78]  D. Livermore,et al.  Activity of cefepime and other beta-lactam antibiotics against permeability mutants of Escherichia coli and Klebsiella pneumoniae. , 1993, The Journal of antimicrobial chemotherapy.

[79]  Jieun Kim,et al.  Fluoroquinolone resistance in uncomplicated acute pyelonephritis: epidemiology and clinical impact. , 2012, Microbial drug resistance.

[80]  H. Khandelia,et al.  Accelerating All-Atom MD Simulations of Lipids Using a Modified Virtual-Sites Technique. , 2014, Journal of chemical theory and computation.

[81]  Benoît Roux,et al.  The binding of antibiotics in OmpF porin. , 2013, Structure.

[82]  Massimiliano Bonomi,et al.  PLUMED 2: New feathers for an old bird , 2013, Comput. Phys. Commun..

[83]  D. Landau,et al.  Efficient, multiple-range random walk algorithm to calculate the density of states. , 2000, Physical review letters.

[84]  Berk Hess,et al.  LINCS: A linear constraint solver for molecular simulations , 1997, J. Comput. Chem..

[85]  C. Robinson,et al.  Structural basis for nutrient acquisition by dominant members of the human gut microbiota , 2017, Nature.

[86]  A. Laio,et al.  Escaping free-energy minima , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[87]  Alexander D. MacKerell,et al.  CHARMM general force field: A force field for drug‐like molecules compatible with the CHARMM all‐atom additive biological force fields , 2009, J. Comput. Chem..

[88]  J. Karlowsky,et al.  In Vitro Antimicrobial Resistance of Urinary Escherichia coli Isolates among U.S. Outpatients from 2000 to 2010 , 2012, Antimicrobial Agents and Chemotherapy.

[89]  Francesco Luigi Gervasio,et al.  From A to B in free energy space. , 2007, The Journal of chemical physics.

[90]  Anthony Bucci,et al.  Oxygen Pathways and Allostery in Monomeric Sarcosine Oxidase via Single-Sweep Free-Energy Reconstruction , 2014, Journal of chemical theory and computation.

[91]  M. Parrinello,et al.  Polymorphic transitions in single crystals: A new molecular dynamics method , 1981 .

[92]  P. Ruggerone,et al.  Facilitated permeation of antibiotics across membrane channels--interaction of the quinolone moxifloxacin with the OmpF channel. , 2008, Journal of the American Chemical Society.

[93]  M. Parrinello,et al.  Canonical sampling through velocity rescaling. , 2007, The Journal of chemical physics.

[94]  Michele Parrinello,et al.  Enhancing Important Fluctuations: Rare Events and Metadynamics from a Conceptual Viewpoint. , 2016, Annual review of physical chemistry.

[95]  V. Parsegian,et al.  Hydration forces between phospholipid bilayers , 1989 .

[96]  E. Vanden-Eijnden,et al.  On-the-fly string method for minimum free energy paths calculation , 2007 .

[97]  Giovanni Bussi,et al.  Enhanced Sampling in Molecular Dynamics Using Metadynamics, Replica-Exchange, and Temperature-Acceleration , 2013, Entropy.

[98]  H. Bayley,et al.  Altered Antibiotic Transport in OmpC Mutants Isolated from a Series of Clinical Strains of Multi-Drug Resistant E. coli , 2011, PloS one.

[99]  D. Panagiotakos,et al.  Quinolone resistance among Escherichia coli strains from community-acquired urinary tract infections in Greece. , 2004, Clinical microbiology and infection : the official publication of the European Society of Clinical Microbiology and Infectious Diseases.

[100]  K Schulten,et al.  VMD: visual molecular dynamics. , 1996, Journal of molecular graphics.

[101]  Alessandro Laio,et al.  Protein Folding and Ligand-Enzyme Binding from Bias-Exchange Metadynamics Simulations , 2012 .