3.14 Molecular Simulation Methods to Investigate Protein Adsorption Behavior at the Atomic Level

Although protein adsorption to biomaterial surfaces is widely recognized as being an important mediator of biological response, a molecular-level understanding of protein–surface interactions is still lacking. Molecular simulation provides a means to study and understand these types of processes at the molecular level. Before this potential can be realized, however, appropriate methods must first be developed to enable protein adsorption behavior to be accurately represented in a molecular simulation. This article begins with an overview of some of the fundamentals of protein adsorption. It then introduces the field of molecular simulation and covers a series of topics regarding how molecular simulations are performed, with specific focus on three of the most important issues for the simulation of protein adsorption behavior: force field parameterization, representation of solvent effects, and sampling of the molecular system. A summary is then presented regarding how these methods have been developed and applied to simulate protein–surface interactions over the past two decades. This is followed by a discussion of the key areas for the continued development of molecular simulation methods toward the goal of providing these methods as powerful tools to guide the design of biomaterial surfaces to control protein adsorption behavior for a broad range of applications in biomedical engineering and biotechnology.

[1]  Shuai Wei,et al.  A coarse grain model for protein-surface interactions. , 2013, The Journal of chemical physics.

[2]  A. Weiss,et al.  Force fields for simulating the interaction of surfaces with biological molecules , 2016, Interface Focus.

[3]  Robert A Latour,et al.  Molecular simulation of protein-surface interactions: Benefits, problems, solutions, and future directions (Review) , 2008, Biointerphases.

[4]  D. Castner,et al.  Biomedical surface science: Foundations to frontiers , 2002 .

[5]  Aby A. Thyparambil,et al.  Experimental characterization of adsorbed protein orientation, conformation, and bioactivity. , 2015, Biointerphases.

[6]  U. Singh,et al.  A NEW FORCE FIELD FOR MOLECULAR MECHANICAL SIMULATION OF NUCLEIC ACIDS AND PROTEINS , 1984 .

[7]  G. Raffaini,et al.  Sequential adsorption of proteins and the surface modification of biomaterials: A molecular dynamics study , 2007, Journal of materials science. Materials in medicine.

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

[9]  Yuko Okamoto,et al.  Generalized-ensemble algorithms: enhanced sampling techniques for Monte Carlo and molecular dynamics simulations. , 2003, Journal of molecular graphics & modelling.

[10]  Isabella Daidone,et al.  Surface packing determines the redox potential shift of cytochrome c adsorbed on gold. , 2014, Journal of the American Chemical Society.

[11]  P. Bradley,et al.  Toward High-Resolution de Novo Structure Prediction for Small Proteins , 2005, Science.

[12]  Tiffany R Walsh,et al.  GolP-CHARMM: First-Principles Based Force Fields for the Interaction of Proteins with Au(111) and Au(100). , 2013, Journal of chemical theory and computation.

[13]  M. Karplus,et al.  Adaptive umbrella sampling of the potential energy: modified updating procedure of the umbrella potential and application to peptide folding , 1999 .

[14]  L. Hench,et al.  Molecular modeling study of adsorption of poly-L-lysine onto silica glass. , 1997, Journal of biomedical materials research.

[15]  T. Darden,et al.  Particle mesh Ewald: An N⋅log(N) method for Ewald sums in large systems , 1993 .

[16]  Benoît Roux,et al.  Extension to the weighted histogram analysis method: combining umbrella sampling with free energy calculations , 2001 .

[17]  Albumin adsorption onto pyrolytic carbon: a molecular mechanics approach. , 2002, Journal of biomedical materials research.

[18]  Lucio Colombi Ciacchi,et al.  Specific material recognition by small peptides mediated by the interfacial solvent structure. , 2012, Journal of the American Chemical Society.

[19]  Robert A Latour,et al.  Benchmark experimental data set and assessment of adsorption free energy for peptide-surface interactions. , 2009, Langmuir : the ACS journal of surfaces and colloids.

[20]  T. R. Walsh,et al.  Atomistic modelling of the interaction between peptides and carbon nanotubes , 2007 .

[21]  Guanghong Wei,et al.  Carbon nanotube inhibits the formation of β-sheet-rich oligomers of the Alzheimer's amyloid-β(16-22) peptide. , 2011, Biophysical journal.

[22]  Chris Oostenbrink,et al.  A biomolecular force field based on the free enthalpy of hydration and solvation: The GROMOS force‐field parameter sets 53A5 and 53A6 , 2004, J. Comput. Chem..

[23]  Robert A Latour,et al.  Quantification of the influence of protein-protein interactions on adsorbed protein structure and bioactivity. , 2013, Colloids and surfaces. B, Biointerfaces.

[24]  Richard A. Vaia,et al.  Accurate Simulation of Surfaces and Interfaces of Face-Centered Cubic Metals Using 12−6 and 9−6 Lennard-Jones Potentials , 2008 .

[25]  R. K. Mishra,et al.  Thermodynamically consistent force fields for the assembly of inorganic, organic, and biological nanostructures: the INTERFACE force field. , 2013, Langmuir : the ACS journal of surfaces and colloids.

[26]  G. Raffaini,et al.  Protein adsorption on the hydrophilic surface of a glassy polymer: a computer simulation study. , 2006, Physical chemistry chemical physics : PCCP.

[27]  Anthony K. Felts,et al.  Temperature weighted histogram analysis method, replica exchange, and transition paths. , 2005, The journal of physical chemistry. B.

[28]  Alexander D. MacKerell,et al.  Conformationally Sampled Pharmacophore for Peptidic δ Opioid Ligands , 2005 .

[29]  Robert A Latour,et al.  Determination of orientation and adsorption-induced changes in the tertiary structure of proteins on material surfaces by chemical modification and peptide mapping. , 2014, Acta biomaterialia.

[30]  P. Mark Rodger,et al.  First-principles-based force field for the interaction of proteins with Au(100)(5 × 1) : an extension of GolP-CHARMM , 2013 .

[31]  W. Pitt,et al.  Water structure around enkephalin near a GeO2 surface: a molecular dynamics study. , 2002, Journal of biomaterials science. Polymer edition.

[32]  Robert A Latour,et al.  TIGER2: an improved algorithm for temperature intervals with global exchange of replicas. , 2009, The Journal of chemical physics.

[33]  Yu Sun,et al.  Comparison of implicit solvent models for the simulation of protein–surface interactions , 2006, J. Comput. Chem..

[34]  Robert A Latour,et al.  TIGER2 with solvent energy averaging (TIGER2A): An accelerated sampling method for large molecular systems with explicit representation of solvent. , 2015, The Journal of chemical physics.

[35]  Feng Wang,et al.  Calculation of adsorption free energy for solute-surface interactions using biased replica-exchange molecular dynamics , 2008, Biointerphases.

[36]  V. Hlady,et al.  Protein adsorption on solid surfaces. , 1996, Current opinion in biotechnology.

[37]  Lucio Colombi Ciacchi,et al.  First principles and classical modeling of the oxidized titanium (0001) surface , 2010 .

[38]  Bernard Sebille,et al.  Modeling of Protein Adsorption on Polymer Surfaces. Computation of Adsorption Potential , 1995 .

[39]  Y. Sugita,et al.  Replica-exchange molecular dynamics method for protein folding , 1999 .

[40]  Christian Bartels,et al.  Solution conformations of structured peptides: continuum electrostatics versus distance-dependent dielectric functions , 1999 .

[41]  Jeffrey J. Gray,et al.  Structure prediction of protein-solid surface interactions reveals a molecular recognition motif of statherin for hydroxyapatite. , 2007, Journal of the American Chemical Society.

[42]  K. Park,et al.  Calculation of solvation interaction energies for protein adsorption on polymer surfaces. , 1991, Journal of biomaterials science. Polymer edition.

[43]  Liangliang Huang,et al.  Water on titanium dioxide surface: a revisiting by reactive molecular dynamics simulations. , 2014, Langmuir : the ACS journal of surfaces and colloids.

[44]  Chenyi Liao,et al.  Computer simulations of fibronectin adsorption on hydroxyapatite surfaces , 2014 .

[45]  Jeffrey J. Gray,et al.  Solution- and adsorbed-state structural ensembles predicted for the statherin-hydroxyapatite system. , 2009, Biophysical journal.

[46]  Chenyi Liao,et al.  Replica-exchange molecular dynamics simulation of basic fibroblast growth factor adsorption on hydroxyapatite. , 2014, The journal of physical chemistry. B.

[47]  Walter Langel,et al.  Simulation of adhesion forces and energies of peptides on titanium dioxide surfaces. , 2010, Langmuir : the ACS journal of surfaces and colloids.

[48]  H. Tsao,et al.  Hydration of "nonfouling" functional groups. , 2009, The journal of physical chemistry. B.

[49]  Fabio Ganazzoli,et al.  Simulation study of the interaction of some albumin subdomains with a flat graphite surface , 2003 .

[50]  J Andrew McCammon,et al.  Diffusion and association processes in biological systems: theory, computation and experiment , 2011, BMC biophysics.

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

[52]  Shankar Kumar,et al.  Multidimensional free‐energy calculations using the weighted histogram analysis method , 1995, J. Comput. Chem..

[53]  Martin Hoefling,et al.  ProMetCS: An Atomistic Force Field for Modeling Protein-Metal Surface Interactions in a Continuum Aqueous Solvent. , 2010, Journal of chemical theory and computation.

[54]  R. Berry,et al.  Simulations of peptide-graphene interactions in explicit water. , 2013, The journal of physical chemistry. B.

[55]  Alessandra Corazza,et al.  Probing the influence of citrate-capped gold nanoparticles on an amyloidogenic protein. , 2015, ACS nano.

[56]  H. Sun,et al.  COMPASS: An ab Initio Force-Field Optimized for Condensed-Phase ApplicationsOverview with Details on Alkane and Benzene Compounds , 1998 .

[57]  U. Hansmann Parallel tempering algorithm for conformational studies of biological molecules , 1997, physics/9710041.

[58]  J. Onuchic,et al.  Funnels, pathways, and the energy landscape of protein folding: A synthesis , 1994, Proteins.

[59]  Zhiwei Feng,et al.  Mechanism of graphene oxide as an enzyme inhibitor from molecular dynamics simulations. , 2014, ACS applied materials & interfaces.

[60]  M. Santore,et al.  Effect of Surface Hydrophobicity on Adsorption and Relaxation Kinetics of Albumin and Fibrinogen: Single-Species and Competitive Behavior , 2001 .

[61]  S. Corni,et al.  Simulation of Protein–Surface Interactions by a Coarse-Grained Method , 2013 .

[62]  Aby A. Thyparambil,et al.  Adsorption-Induced Changes in Ribonuclease A Structure and Enzymatic Activity on Solid Surfaces , 2014, Langmuir : the ACS journal of surfaces and colloids.

[63]  R. Swendsen,et al.  THE weighted histogram analysis method for free‐energy calculations on biomolecules. I. The method , 1992 .

[64]  Tiffany R. Walsh,et al.  Ab initio derived force‐field parameters for molecular dynamics simulations of deprotonated amorphous‐SiO2/water interfaces , 2012 .

[65]  Robert A. Latour,et al.  Molecular modeling of biomaterial surfaces , 1999 .

[66]  Ruth Pachter,et al.  Toward understanding amino acid adsorption at metallic interfaces: a density functional theory study. , 2009, ACS applied materials & interfaces.

[67]  Stefano Corni,et al.  GolP: An atomistic force‐field to describe the interaction of proteins with Au(111) surfaces in water , 2009, J. Comput. Chem..

[68]  A. Soldera Energetic analysis of the two PMMA chain tacticities and PMA through molecular dynamics simulations , 2002 .

[69]  Larry L Hench,et al.  A theoretical analysis of the thermodynamic contributions for the adsorption of individual protein residues on functionalized surfaces. , 2002, Biomaterials.

[70]  Candan Tamerler,et al.  Conformational behavior of genetically-engineered dodecapeptides as a determinant of binding affinity for gold , 2013 .

[71]  Tiffany R Walsh,et al.  First-principles molecular dynamics simulations of NH4(+) and CH3COO(-) adsorption at the aqueous quartz interface. , 2012, The Journal of chemical physics.

[72]  Martin Karplus,et al.  Probability Distributions for Complex Systems: Adaptive Umbrella Sampling of the Potential Energy , 1998 .

[73]  X. Daura,et al.  Derivation of an improved simple point charge model for liquid water: SPC/A and SPC/L , 2002 .

[74]  R. Naik,et al.  Electronic properties of a graphene device with peptide adsorption: insight from simulation. , 2013, ACS applied materials & interfaces.

[75]  Haifeng Chen Computational Study of the Binding Mode of Epidermal Growth Factor Receptor Kinase Inhibitors , 2008, Chemical biology & drug design.

[76]  Tao Wu,et al.  Molecular simulation of protein adsorption and desorption on hydroxyapatite surfaces. , 2008, Biomaterials.

[77]  Albert Rimola,et al.  Glycine Adsorption at Nonstoichiometric (010) Hydroxyapatite Surfaces: A B3LYP Study , 2012 .

[78]  H. C. Andersen Rattle: A “velocity” version of the shake algorithm for molecular dynamics calculations , 1983 .

[79]  H. Urbassek,et al.  Molecular dynamics simulation of free and forced BSA adsorption on a hydrophobic graphite surface. , 2011, Langmuir : the ACS journal of surfaces and colloids.

[80]  Christiane Wertz,et al.  Fibrinogen Adsorption on Hydrophilic and Hydrophobic Surfaces: Geometrical and Energetic Aspects of Interfacial Relaxations , 2002 .

[81]  Barry L. Farmer,et al.  Polarization at metal–biomolecular interfaces in solution , 2011, Journal of The Royal Society Interface.

[82]  Thomas Alava,et al.  Control of the graphene-protein interface is required to preserve adsorbed protein function. , 2013, Analytical chemistry.

[83]  Vikas Varshney,et al.  Prediction of specific biomolecule adsorption on silica surfaces as a function of pH and particle size , 2014 .

[84]  B. Berne,et al.  Replica exchange with solute scaling: a more efficient version of replica exchange with solute tempering (REST2). , 2011, The journal of physical chemistry. B.

[85]  K. Park,et al.  Protein adsorption on polymer surfaces: calculation of adsorption energies. , 1990, Journal of biomaterials science. Polymer edition.

[86]  Robert A. Latour,et al.  Adsorption Thermodynamics Of A Mid-Chain Peptide Residue On Functionalized SAM Surfaces Using SPR , 2005 .

[87]  Haihua Pan,et al.  Understanding adsorption-desorption dynamics of BMP-2 on hydroxyapatite (001) surface. , 2007, Biophysical journal.

[88]  Aby A. Thyparambil,et al.  Parameterization of an interfacial force field for accurate representation of peptide adsorption free energy on high-density polyethylene. , 2015, Biointerphases.

[89]  R. Friesner,et al.  Evaluation and Reparametrization of the OPLS-AA Force Field for Proteins via Comparison with Accurate Quantum Chemical Calculations on Peptides† , 2001 .

[90]  Alexander D. MacKerell,et al.  All-atom empirical potential for molecular modeling and dynamics studies of proteins. , 1998, The journal of physical chemistry. B.

[91]  Lulu Ning,et al.  The adsorption mechanism and induced conformational changes of three typical proteins with different secondary structural features on graphene , 2014 .

[92]  Shaoyi Jiang,et al.  Orientation of Adsorbed Antibodies on Charged Surfaces by Computer Simulation Based on a United-Residue Model , 2003 .

[93]  Michael W. Mahoney,et al.  Diffusion constant of the TIP5P model of liquid water , 2001 .

[94]  W. L. Jorgensen,et al.  Comparison of simple potential functions for simulating liquid water , 1983 .

[95]  B. Berne,et al.  Replica exchange with solute tempering: a method for sampling biological systems in explicit water. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[96]  L. Nilsson,et al.  Structure and Dynamics of the TIP3P, SPC, and SPC/E Water Models at 298 K , 2001 .

[97]  Nadeem A. Vellore,et al.  Assessment of the transferability of a protein force field for the simulation of peptide-surface interactions. , 2010, Langmuir : the ACS journal of surfaces and colloids.

[98]  Tao Wei,et al.  Lysozyme adsorption on polyethylene surfaces: why are long simulations needed? , 2011, Langmuir : the ACS journal of surfaces and colloids.

[99]  Barry L. Farmer,et al.  Adsorption mechanism of single amino acid and surfactant molecules to Au {111} surfaces in aqueous solution: design rules for metal-binding molecules , 2011 .

[100]  M. Karplus,et al.  Effective energy function for proteins in solution , 1999, Proteins.

[101]  David A C Beck,et al.  Methods for molecular dynamics simulations of protein folding/unfolding in solution. , 2004, Methods.

[102]  Kinam Park,et al.  Protein interaction with surfaces: Separation distance‐dependent interaction energies , 1994 .

[103]  Jenn-Huei Lii,et al.  An improved force field (MM4) for saturated hydrocarbons , 1996, J. Comput. Chem..

[104]  M. Alderton,et al.  Distributed multipole analysis , 2006 .

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

[106]  Massimiliano Aschi,et al.  Does adsorption at hydroxyapatite surfaces induce peptide folding? Insights from large-scale B3LYP calculations. , 2012, Journal of the American Chemical Society.

[107]  Pengyu Y. Ren,et al.  Ion solvation thermodynamics from simulation with a polarizable force field. , 2003, Journal of the American Chemical Society.

[108]  Bernard R. Brooks,et al.  Simulation of multiphase systems utilizing independent force fields to control intraphase and interphase behavior , 2012, J. Comput. Chem..

[109]  Peter Schiffels,et al.  Computational prediction of circular dichroism spectra and quantification of helicity loss upon peptide adsorption on silica. , 2014, Langmuir : the ACS journal of surfaces and colloids.

[110]  Carlo Cavazzoni,et al.  Hydroxyl-rich beta-sheet adhesion to the gold surface in water by first-principle simulations. , 2010, Journal of the American Chemical Society.

[111]  David Quigley,et al.  Simulations of Ovocleidin-17 Binding to Calcite Surfaces and Its Implications for Eggshell Formation , 2011 .

[112]  M. Klein,et al.  Molecular dynamics simulations of a protein on hydrophobic and hydrophilic surfaces. , 1996, Biophysical journal.

[113]  Emil Alexov,et al.  Poisson-Boltzmann calculations of nonspecific salt effects on protein-protein binding free energies. , 2007, Biophysical journal.

[114]  Tiffany R Walsh,et al.  Efficient conformational sampling of peptides adsorbed onto inorganic surfaces: insights from a quartz binding peptide. , 2013, Physical chemistry chemical physics : PCCP.

[115]  Michael S. Lee,et al.  Calculation of protein heat capacity from replica-exchange molecular dynamics simulations with different implicit solvent models. , 2008, The journal of physical chemistry. B.

[116]  Martin Hoefling,et al.  The conformations of amino acids on a gold(111) surface. , 2010, Chemphyschem : a European journal of chemical physics and physical chemistry.

[117]  Shaoyi Jiang,et al.  Understanding the nonfouling mechanism of surfaces through molecular simulations of sugar-based self-assembled monolayers. , 2006, The Journal of chemical physics.

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

[119]  Nadeem A. Vellore,et al.  Development of molecular simulation methods to accurately represent protein-surface interactions: Method assessment for the calculation of electrostatic effects , 2009, Biointerphases.

[120]  Robert A Latour,et al.  A molecular modeling study of the effect of surface chemistry on the adsorption of a fibronectin fragment spanning the 7-10th type III repeats. , 2004, Journal of biomedical materials research. Part A.

[121]  Robert A. Latour,et al.  Theoretical analysis of adsorption thermodynamics for hydrophobic peptide residues on SAM surfaces of varying functionality , 2002 .

[122]  Charles L. Brooks,et al.  Performance comparison of generalized born and Poisson methods in the calculation of electrostatic solvation energies for protein structures , 2004, J. Comput. Chem..

[123]  A. Klamt,et al.  COSMO : a new approach to dielectric screening in solvents with explicit expressions for the screening energy and its gradient , 1993 .

[124]  Yinan Lin,et al.  Structure, orientation, and surface interaction of Alzheimer amyloid-β peptides on the graphite. , 2012, Langmuir : the ACS journal of surfaces and colloids.

[125]  Luigi Calzolai,et al.  Docking of ubiquitin to gold nanoparticles. , 2012, ACS nano.

[126]  Robert A Latour,et al.  Perspectives on the simulation of protein-surface interactions using empirical force field methods. , 2014, Colloids and surfaces. B, Biointerfaces.

[127]  S Gnanakaran,et al.  Peptide folding simulations. , 2003, Current opinion in structural biology.

[128]  Jie Liu,et al.  Ribonuclease A adsorption onto charged self-assembled monolayers: A multiscale simulation study , 2015 .

[129]  T. Walsh,et al.  Interaction of liquid water with the rutile TiO2 (110) surface , 2007 .

[130]  Fabio Ganazzoli,et al.  Molecular dynamics simulation of the adsorption of a fibronectin module on a graphite surface. , 2004, Langmuir : the ACS journal of surfaces and colloids.

[131]  M. Klein,et al.  Molecular dynamics simulations of a hydrated protein vectorially oriented on polar and nonpolar soft surfaces. , 2002, Biophysical journal.

[132]  Vikas Varshney,et al.  Force Field and a Surface Model Database for Silica to Simulate Interfacial Properties in Atomic Resolution , 2014 .

[133]  A Quantum Mechanical Relation Connecting Time, Temperature, and Cosmological Constant of the Universe: Gamow’S Relation Revisited as a Special Case , 2007, physics/0703175.

[134]  Greg L. Hura,et al.  Development of an improved four-site water model for biomolecular simulations: TIP4P-Ew. , 2004, The Journal of chemical physics.

[135]  Asim Okur,et al.  Improved Efficiency of Replica Exchange Simulations through Use of a Hybrid Explicit/Implicit Solvation Model. , 2006, Journal of chemical theory and computation.

[136]  Ming-Jing Hwang,et al.  Derivation of Class II Force Fields. 2. Derivation and Characterization of a Class II Force Field, CFF93, for the Alkyl Functional Group and Alkane Molecules , 1994 .

[137]  W. C. Still,et al.  Semianalytical treatment of solvation for molecular mechanics and dynamics , 1990 .

[138]  Mark J Biggs,et al.  Free energy of adsorption for a peptide at a liquid/solid interface via nonequilibrium molecular dynamics. , 2013, Langmuir : the ACS journal of surfaces and colloids.

[139]  Peter T. Cummings,et al.  Simulations of the Quartz(1011)/Water Interface: A Comparison of Classical Force Fields, Ab Initio Molecular Dynamics, and X-ray Reflectivity Experiments , 2011 .

[140]  C L Brooks,et al.  Simulations of protein folding and unfolding. , 1998, Current opinion in structural biology.

[141]  Robert J. Flatt,et al.  Force Field for Tricalcium Silicate and Insight into Nanoscale Properties: Cleavage, Initial Hydration, and Adsorption of Organic Molecules , 2013 .

[142]  David Quigley,et al.  Structural control of crystal nuclei by an eggshell protein. , 2010, Angewandte Chemie.

[143]  Barry Honig,et al.  Calculating total electrostatic energies with the nonlinear Poisson-Boltzmann equation , 1990 .

[144]  Robert A Latour,et al.  Probing the conformation and orientation of adsorbed enzymes using side-chain modification. , 2009, Langmuir : the ACS journal of surfaces and colloids.

[145]  M. Carignano,et al.  Molecular dynamics simulation of lysozyme adsorption/desorption on hydrophobic surfaces. , 2012, The journal of physical chemistry. B.

[146]  Shaoyi Jiang,et al.  Molecular simulation studies of protein interactions with zwitterionic phosphorylcholine self-assembled monolayers in the presence of water. , 2008, Langmuir : the ACS journal of surfaces and colloids.

[147]  Lucio Colombi Ciacchi,et al.  A Classical Potential to Model the Adsorption of Biological Molecules on Oxidized Titanium Surfaces. , 2011, Journal of chemical theory and computation.

[148]  Wilfred F. van Gunsteren,et al.  The computation of a potential of mean force: Choice of the biasing potential in the umbrella sampling technique , 1994 .

[149]  G. Ciccotti,et al.  Numerical Integration of the Cartesian Equations of Motion of a System with Constraints: Molecular Dynamics of n-Alkanes , 1977 .

[150]  Yu Sun,et al.  Comparison of solvation‐effect methods for the simulation of peptide interactions with a hydrophobic surface , 2007, J. Comput. Chem..

[151]  Walter Langel,et al.  Atomistic modeling of peptide adsorption on rutile (100) in the presence of water and of contamination by low molecular weight alcohols. , 2014, Biointerphases.

[152]  Robert A Latour,et al.  Determination of peptide-surface adsorption free energy for material surfaces not conducive to SPR or QCM using AFM. , 2012, Langmuir : the ACS journal of surfaces and colloids.

[153]  Tiffany R Walsh,et al.  Molecular dynamics studies of the interactions of water and amino acid analogues with quartz surfaces. , 2009, Langmuir : the ACS journal of surfaces and colloids.

[154]  J. Onuchic,et al.  Toward an outline of the topography of a realistic protein-folding funnel. , 1995, Proceedings of the National Academy of Sciences of the United States of America.

[155]  Stefano Corni,et al.  Including image charge effects in the molecular dynamics simulations of molecules on metal surfaces , 2008, J. Comput. Chem..

[156]  Vincenzo Carravetta,et al.  Journey toward the Surface: How Glycine Adsorbs on Titania in Water Solution , 2012 .

[157]  Tiffany R. Walsh,et al.  Modeling the Binding Affinity of Peptides for Graphitic Surfaces. Influences of Aromatic Content and Interfacial Shape , 2009 .

[158]  I. Muegge Selection criteria for drug‐like compounds , 2003, Medicinal research reviews.

[159]  Ersin Emre Oren,et al.  Probing the molecular mechanisms of quartz-binding peptides. , 2010, Langmuir : the ACS journal of surfaces and colloids.

[160]  Robert A Latour,et al.  Determination of the adsorption free energy for peptide-surface interactions by SPR spectroscopy. , 2008, Langmuir : the ACS journal of surfaces and colloids.

[161]  T. Walsh,et al.  Interplay of sequence, conformation, and binding at the Peptide-titania interface as mediated by water. , 2009, ACS applied materials & interfaces.

[162]  Anthony J. Stone,et al.  Distributed multipole analysis, or how to describe a molecular charge distribution , 1981 .

[163]  Robert A Latour,et al.  The relationship between platelet adhesion on surfaces and the structure versus the amount of adsorbed fibrinogen. , 2010, Biomaterials.

[164]  Zak E Hughes,et al.  Efficient simulations of the aqueous bio-interface of graphitic nanostructures with a polarisable model. , 2014, Nanoscale.

[165]  Walter Langel,et al.  Titanium binding dodecapeptides and the impact of water structure , 2013 .

[166]  Ruth Pachter,et al.  Nature of molecular interactions of peptides with gold, palladium, and Pd-Au bimetal surfaces in aqueous solution. , 2009, Journal of the American Chemical Society.

[167]  William L. Jorgensen,et al.  Temperature and size dependence for Monte Carlo simulations of TIP4P water , 1985 .

[168]  Robert A Latour,et al.  Investigation of the effects of surface chemistry and solution concentration on the conformation of adsorbed proteins using an improved circular dichroism method. , 2009, Langmuir : the ACS journal of surfaces and colloids.

[169]  Robert A Latour,et al.  Molecular simulation to characterize the adsorption behavior of a fibrinogen gamma-chain fragment. , 2005, Langmuir : the ACS journal of surfaces and colloids.

[170]  Shaoyi Jiang,et al.  Molecular Simulation Studies of the Orientation and Conformation of Cytochrome c Adsorbed on Self-Assembled Monolayers , 2004 .