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1.
J Chem Theory Comput ; 17(4): 2630-2639, 2021 Apr 13.
Artículo en Inglés | MEDLINE | ID: mdl-33779166

RESUMEN

We present a reliable and accurate solution to the induced fit docking problem for protein-ligand binding by combining ligand-based pharmacophore docking, rigid receptor docking, and protein structure prediction with explicit solvent molecular dynamics simulations. This novel methodology in detailed retrospective and prospective testing succeeded to determine protein-ligand binding modes with a root-mean-square deviation within 2.5 Å in over 90% of cross-docking cases. We further demonstrate these predicted ligand-receptor structures were sufficiently accurate to prospectively enable predictive structure-based drug discovery for challenging targets, substantially expanding the domain of applicability for such methods.


Asunto(s)
Simulación del Acoplamiento Molecular , Proteínas/química , Ligandos , Unión Proteica
2.
J Chem Inf Model ; 56(5): 924-9, 2016 05 23.
Artículo en Inglés | MEDLINE | ID: mdl-27135806

RESUMEN

We investigate the relationship between passive permeability and molecular size, in the context of solubility-diffusion theory, using a diverse compound set with molecular weights ranging from 151 to 828, which have all been characterized in a consistent manner using the RRCK cell monolayer assay. Computationally, each compound was subjected to extensive conformational search and physics-based permeability prediction, and multiple linear regression analyses were subsequently performed to determine, empirically, the relative contributions of hydrophobicity and molecular size to passive permeation in the RRCK assay. Additional analyses of Log D and PAMPA data suggest that these measurements are not size selective, a possible reason for their sometimes weak correlation with cell-based permeability.


Asunto(s)
Permeabilidad de la Membrana Celular , Membrana Celular/metabolismo , Modelos Moleculares , Agua/metabolismo , Animales , Difusión , Perros , Modelos Lineales , Células de Riñón Canino Madin Darby , Conformación Molecular , Solubilidad , Termodinámica
3.
Protein Sci ; 25(1): 147-58, 2016 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-26044768

RESUMEN

The binding affinity of oseltamivir to the influenza B neuraminidase and to its variants with three single substitutions, E119G, R152K, and D198N, is investigated by the MM/3D-RISM method. The binding affinity or the binding free energy of ligand to receptor was found to be determined by a subtle balance of two major contributions that largely cancel out each other: the ligand-receptor interactions and the dehydration free energy. The theoretical results of the binding affinity of the drug to the mutants reproduced the observed trend in the resistivity, measured by IC50 ; the high-level resistance of E119G and R152K, and the low-level resistance of D198N. For E119G and R152K, reduction of the direct drug-target interaction, especially at the mutated residue, is the main source of high-level oseltamivir resistance. This phenomenon, however, is not found in the D198N strain, which is located in the framework of the active-site.


Asunto(s)
Virus de la Influenza B/enzimología , Simulación de Dinámica Molecular , Neuraminidasa/química , Oseltamivir/química , Sitios de Unión , Farmacorresistencia Viral , Neuraminidasa/genética , Neuraminidasa/metabolismo , Termodinámica
4.
Biophys J ; 108(1): 133-45, 2015 Jan 06.
Artículo en Inglés | MEDLINE | ID: mdl-25564860

RESUMEN

Although the structure, function, conformational dynamics, and controlled thermodynamics of proteins are manifested by their corresponding amino acid sequences, the natural rules for molecular design and their corresponding interplay remain obscure. In this study, we focused on the role of internal cavities of proteins in conformational dynamics. We investigated the pressure-induced responses from the cavity-enlarged L99A mutant of T4 lysozyme, using high-pressure NMR spectroscopy. The signal intensities of the methyl groups in the (1)H/(13)C heteronuclear single quantum correlation spectra, particularly those around the enlarged cavity, decreased with the increasing pressure, and disappeared at 200 MPa, without the appearance of new resonances, thus indicating the presence of heterogeneous conformations around the cavity within the ground state ensemble. Above 200 MPa, the signal intensities of >20 methyl groups gradually decreased with the increasing pressure, without the appearance of new resonances. Interestingly, these residues closely matched those sensing a large conformational change between the ground- and high-energy states, at atmospheric pressure. (13)C and (1)H NMR line-shape simulations showed that the pressure-induced loss in the peak intensity could be explained by the increase in the high-energy state population. In this high-energy state, the aromatic side chain of F114 gets flipped into the enlarged cavity. The accommodation of the phenylalanine ring into the efficiently packed cavity may decrease the partial molar volume of the high-energy state, relative to the ground state. We suggest that the enlarged cavity is involved in the conformational transition to high-energy states and in the volume fluctuation of the ground state.


Asunto(s)
Bacteriófago T4 , Muramidasa/química , Proteínas Virales/química , Isótopos de Carbono , Simulación por Computador , Interacciones Hidrofóbicas e Hidrofílicas , Modelos Moleculares , Muramidasa/genética , Mutación , Resonancia Magnética Nuclear Biomolecular , Presión , Conformación Proteica , Espectroscopía de Protones por Resonancia Magnética , Proteínas Recombinantes/química , Proteínas Recombinantes/genética , Proteínas Virales/genética , Agua/química
5.
ACS Chem Biol ; 10(3): 698-704, 2015 Mar 20.
Artículo en Inglés | MEDLINE | ID: mdl-25551173

RESUMEN

Molecular tunnels in enzyme systems possess variable architecture and are therefore difficult to predict. In this work, we design and apply an algorithm to resolve the pathway followed by ammonia using the bifunctional enzyme formylglycinamide ribonucleotide amidotransferase (FGAR-AT) as a model system. Though its crystal structure has been determined, an ammonia pathway connecting the glutaminase domain to the 30 Å distal FGAR/ATP binding site remains elusive. Crystallography suggested two purported paths: an N-terminal-adjacent path (path 1) and an auxiliary ADP-adjacent path (path 2). The algorithm presented here, RismPath, which enables fast and accurate determination of solvent distribution inside a protein channel, predicted path 2 as the preferred mode of ammonia transfer. Supporting experimental studies validate the identity of the path, and results lead to the conclusion that the residues in the middle of the channel do not partake in catalytic coupling and serve only as channel walls facilitating ammonia transfer.


Asunto(s)
Algoritmos , Amoníaco/química , Proteínas Bacterianas/química , Ligasas de Carbono-Nitrógeno con Glutamina como Donante de Amida-N/química , Salmonella typhimurium/química , Adenosina Trifosfato/química , Adenosina Trifosfato/metabolismo , Amoníaco/metabolismo , Proteínas Bacterianas/metabolismo , Sitios de Unión , Ligasas de Carbono-Nitrógeno con Glutamina como Donante de Amida-N/metabolismo , Cristalografía por Rayos X , Glicina/análogos & derivados , Glicina/química , Glicina/metabolismo , Enlace de Hidrógeno , Modelos Moleculares , Unión Proteica , Estructura Secundaria de Proteína , Estructura Terciaria de Proteína , Ribonucleótidos/química , Ribonucleótidos/metabolismo , Salmonella typhimurium/enzimología
6.
J Phys Chem B ; 117(22): 6718-23, 2013 Jun 06.
Artículo en Inglés | MEDLINE | ID: mdl-23675899

RESUMEN

We derive, implement, and apply equilibrium solvation site analysis for biomolecules. Our method utilizes 3D-RISM calculations to quickly obtain equilibrium solvent distributions without either necessity of simulation or limits of solvent sampling. Our analysis of these distributions extracts highest likelihood poses of solvent as well as localized entropies, enthalpies, and solvation free energies. We demonstrate our method on a structure of HIV-1 protease where excellent structural and thermodynamic data are available for comparison. Our results, obtained within minutes, show systematic agreement with available experimental data. Further, our results are in good agreement with established simulation-based solvent analysis methods. This method can be used not only for visual analysis of active site solvation but also for virtual screening methods and experimental refinement.


Asunto(s)
Proteasa del VIH/química , Solventes/química , Algoritmos , Proteasa del VIH/metabolismo , VIH-1/enzimología , Humanos , Termodinámica
7.
J Mol Biol ; 425(10): 1795-814, 2013 May 27.
Artículo en Inglés | MEDLINE | ID: mdl-23376098

RESUMEN

Channelrhodopsins (ChRs) are light-gated cation channels that mediate ion transport across membranes in microalgae (vectorial catalysis). ChRs gain increasing attention as useful tools for the analysis of neural networks in tissues and living animals (optogenetics). In fact, various mutagenesis approaches have realized practical applications with high reliability by enhancement of the expression level, channel kinetics control, and color tuning. Furthermore, the recently published x-ray structure has provided valuable information for further atomistic studies and engineering ChRs for a wider application. The present study is a computational attempt to describe the functional mechanism at the atomic level based on the x-ray structure. We present several structural characteristics that are highly involved in ion channel gating and ion transport, including (1) water distribution, (2) cation binding sites, (3) intrahelical hydrogen bond, (4) DC gate, and (5) active site.


Asunto(s)
Chlamydomonas reinhardtii/química , Simulación de Dinámica Molecular , Fotorreceptores de Plantas/química , Fotorreceptores de Plantas/fisiología , Sustitución de Aminoácidos/genética , Chlamydomonas reinhardtii/genética , Chlamydomonas reinhardtii/fisiología , Cristalografía por Rayos X , Enlace de Hidrógeno , Activación del Canal Iónico/genética , Transporte Iónico/genética , Modelos Moleculares , Fotorreceptores de Plantas/genética , Unión Proteica/genética , Estructura Secundaria de Proteína/genética
8.
J Comput Chem ; 33(18): 1536-43, 2012 Jul 05.
Artículo en Inglés | MEDLINE | ID: mdl-22522665

RESUMEN

We have created a simple algorithm for automatically predicting the explicit solvent atom distribution of biomolecules. The explicit distribution is coerced from the three-dimensional (3D) continuous distribution resulting from a 3D reference interaction site model (3D-RISM) calculation. This procedure predicts optimal location of solvent molecules and ions given a rigid biomolecular structure and the solvent composition. We show examples of predicting water molecules near the KNI-272 bound form of HIV-1 protease and predicting both sodium ions and water molecules near the rotor ring of F-adenosine triphosphate (ATP) synthase. Our results give excellent agreement with experimental structure with an average prediction error of 0.39-0.65 Å. Further, unlike experimental methods, this method does not suffer from the partial occupancy limit. Our method can be performed directly on 3D-RISM output within minutes. It is extremely useful for examining multiple specific solvent-solute interactions, as a convenient method for generating initial solvent structures for molecular dynamics calculations, and may assist in refinement of experimental structures. © 2012 Wiley Periodicals, Inc.


Asunto(s)
Algoritmos , Proteasa del VIH/química , VIH-1/enzimología , ATPasas de Translocación de Protón/química , Solventes/química , Modelos Moleculares , Simulación de Dinámica Molecular , Oligopéptidos/química
9.
J Chem Theory Comput ; 6(9): 2804-8, 2010 Sep 14.
Artículo en Inglés | MEDLINE | ID: mdl-26616081

RESUMEN

Previous work by us showed that in replica exchange molecular dynamics, exchanges should be attempted extremely often, providing gains in efficiency and no undesired effects. Since that time some questions have been raised about the extendability of these claims to the general case. In this work, we answer this question in two ways. First, we perform a study measuring the effect of exchange attempt frequency in explicit solvent simulations including thousands of atoms. This shows, consistent with the previous assertion, that high exchange attempt frequency allows an optimal rate of exploration of configurational space. Second, we present an explanation of many theoretical and technical pitfalls when implementing replica exchange that cause "improper" exchanges resulting in erroneous data, exacerbated by high exchange attempt frequency.

10.
Biochemistry ; 48(50): 12024-33, 2009 Dec 22.
Artículo en Inglés | MEDLINE | ID: mdl-19891498

RESUMEN

NikR is a homotetrameric nickel regulatory protein whose binding to free Ni(2+) increases its binding affinity for a gene that codes for a nickel transporter protein. It is comprised of a tetrameric nickel-binding domain, flanked by two dimeric DNA-binding domains. Though X-ray crystallography data for various species (Escherichia coli, Heliobacter pylori, and Pyrococcus horikoshii) of NikR reveal large conformational differences between nickel-bound, DNA-bound, and unbound forms, transitions between them have never been observed. We have run all-atom molecular dynamics simulations of three forms of the Pyrococcus horikoshii species of NikR including two apo-forms and one nickel-bound form. Though all 552 residues of this species occur naturally, quantum-mechanics-based force-field parametrization was required to accurately represent the four nickel-centers in the nickel-bound form. Global conformational analysis of the three 100-ns-long simulations indicates slow conformational kinetics and independent DNA binding domain motion. Correlation and flexibility analysis revealed regions of high structural and dynamical importance. A striking relationship was observed between regions with high levels of structural importance and regions with known biological importance. Mutation of key regions of P. horikoshii and analogous regions in both E. coli and H. pylori are suggested that might inhibit DNA-binding activity while not affecting nickel-binding.


Asunto(s)
Apoproteínas/química , Proteínas Arqueales/química , Metaloproteínas/química , Modelos Químicos , Níquel/metabolismo , Proteínas Represoras/química , Termodinámica , Regulación Alostérica , Apoproteínas/metabolismo , Proteínas Arqueales/metabolismo , Cristalografía por Rayos X , Metaloproteínas/metabolismo , Unión Proteica , Conformación Proteica , Pyrococcus horikoshii , Proteínas Represoras/metabolismo
11.
J Chem Theory Comput ; 5(6): 1624-31, 2009 Jun 09.
Artículo en Inglés | MEDLINE | ID: mdl-26609854

RESUMEN

Molecular dynamics simulations starting from different initial conditions are commonly used to mimic the behavior of an experimental ensemble. We show in this article that when a Langevin thermostat is used to maintain constant temperature during such simulations, extreme care must be taken when choosing the random number seeds to prevent statistical correlation among the MD trajectories. While recent studies have shown that stochastically thermostatted trajectories evolving within a single potential basin with identical random number seeds tend to synchronize, we show that there is a synchronization effect even for complex, biologically relevant systems. We demonstrate this effect in simulations of alanine trimer and pentamer and in a simulation of a temperature-jump experiment for peptide folding of a 14-residue peptide. Even in replica-exchange simulations, in which the trajectories are at different temperatures, we find partial synchronization occurring when the same random number seed is employed. We explain this by extending the recent derivation of the synchronization effect for two trajectories in a harmonic well to the case in which the trajectories are at two different temperatures. Our results suggest several ways in which mishandling selection of a pseudorandom number generator initial seed can lead to corruption of simulation data. Simulators can fall into this trap in simple situations such as neglecting to specifically indicate different random seeds in either parallel or sequential restart simulations, utilizing a simulation package with a weak pseudorandom number generator, or using an advanced simulation algorithm that has not been programmed to distribute initial seeds.

12.
J Chem Phys ; 128(2): 024103, 2008 Jan 14.
Artículo en Inglés | MEDLINE | ID: mdl-18205439

RESUMEN

The effect of the exchange-attempt frequency on sampling efficiency is studied in replica exchange molecular dynamics (REMD). We show that sampling efficiency increases with increasing exchange-attempt frequency. This conclusion is contrary to a commonly expressed view in REMD. Five peptides (1-21 residues long) are studied with a spectrum of exchange-attempt rates. Convergence rates are gauged by comparing ensemble properties between fixed length test REMD simulations and longer reference simulations. To show the fundamental correlation between exchange frequency and convergence time, a simple model is designed and studied, displaying the same basic behavior of much more complex systems.


Asunto(s)
Simulación por Computador , Péptidos/química , Termodinámica , Conformación Proteica
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