Assessment of the Sampling Performance of Multiple-Copy Dynamics versus a Unique Trajectory.

Abstract:

:The goal of the present study was to ascertain the differential performance of a long molecular dynamics trajectory versus several shorter ones starting from different points in the phase space and covering the same sampling time. For this purpose, we selected the 16-mer peptide Bak16BH3 as a model for study and carried out several samplings in explicit solvent. These samplings included an 8 μs trajectory (sampling S1); two 4 μs trajectories (sampling S2); four 2 μs trajectories (sampling S3); eight 1 μs trajectories (sampling S4); 16 0.5 μs trajectories (sampling S5), and 80 0.1 μs trajectories (sampling S6). Moreover, the 8 μs trajectory was further extended to 16 μs to have reference values of the diverse properties measured. The diverse samplings were compared qualitatively and quantitatively. Among the former, we carried out a comparison of the conformational profiles of the peptide using cluster analysis. Moreover, we also gained insight into the interchange among these structures along the sampling process. Among the latter, we computed the number of new conformational patterns sampled with time using strings defined from the conformations attained by each of the residues in the peptide. We also compared the locations and depths of the obtained minima on the free energy surface using principal component analysis. Finally, we also compared the helical profiles per residue at the end of the sampling process. The results suggest that a few short molecular dynamics trajectories may provide better sampling than one unique trajectory. Moreover, this procedure can also be advantageous to avoid getting trapped in a local minimum. However, caution should be exercised since short trajectories need to be long enough to overcome local barriers surrounding the starting point and the required sampling time depends on the number of degrees of freedom of the system under study. An effective way to gain insight into the minimum MD trajectory length is to monitor the convergence of different structural features, as shown in the present work.

journal_name

J Chem Inf Model

authors

Perez JJ,Tomas MS,Rubio-Martinez J

doi

10.1021/acs.jcim.6b00347

subject

Has Abstract

pub_date

2016-10-24 00:00:00

pages

1950-1962

issue

10

eissn

1549-9596

issn

1549-960X

journal_volume

56

pub_type

杂志文章
  • Statistical confidence for variable selection in QSAR models via Monte Carlo cross-validation.

    abstract::A new variable selection wrapper method named the Monte Carlo variable selection (MCVS) method was developed utilizing the framework of the Monte Carlo cross-validation (MCCV) approach. The MCVS method reports the variable selection results in the most conventional and common measure of statistical hypothesis testing,...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci700283s

    authors: Konovalov DA,Sim N,Deconinck E,Vander Heyden Y,Coomans D

    更新日期:2008-02-01 00:00:00

  • Evaluating Free Energies of Binding and Conservation of Crystallographic Waters Using SZMAP.

    abstract::The SZMAP method computes binding free energies and the corresponding thermodynamic components for water molecules in the binding site of a protein structure [ SZMAP, 1.0.0 ; OpenEye Scientific Software Inc. : Santa Fe, NM, USA , 2011 ]. In this work, the ability of SZMAP to predict water structure and thermodynamic s...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci500746d

    authors: Bayden AS,Moustakas DT,Joseph-McCarthy D,Lamb ML

    更新日期:2015-08-24 00:00:00

  • Comparative modeling and benchmarking data sets for human histone deacetylases and sirtuin families.

    abstract::Histone deacetylases (HDACs) are an important class of drug targets for the treatment of cancers, neurodegenerative diseases, and other types of diseases. Virtual screening (VS) has become fairly effective approaches for drug discovery of novel and highly selective histone deacetylase inhibitors (HDACIs). To facilitat...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci5005515

    authors: Xia J,Tilahun EL,Kebede EH,Reid TE,Zhang L,Wang XS

    更新日期:2015-02-23 00:00:00

  • Ligand binding determinants for angiotensin II type 1 receptor from computer simulations.

    abstract::The ligand binding determinants for the angiotensin II type 1 receptor (AT1R), a G protein-coupled receptor (GPCR), have been characterized by means of computer simulations. As a first step, a pharmacophore model of various known AT1R ligands exhibiting a wide range of binding affinities was generated. Second, a struc...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci400400m

    authors: Matsoukas MT,Cordomí A,Ríos S,Pardo L,Tselios T

    更新日期:2013-11-25 00:00:00

  • A probabilistic approach to classifying metabolic stability.

    abstract::Metabolic stability is an important property of drug molecules that should-optimally-be taken into account early on in the drug design process. Along with numerous medium- or high-throughput assays being implemented in early drug discovery, a prediction tool for this property could be of high value. However, metabolic...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci700142c

    authors: Schwaighofer A,Schroeter T,Mika S,Hansen K,Ter Laak A,Lienau P,Reichel A,Heinrich N,Müller KR

    更新日期:2008-04-01 00:00:00

  • Ranking Reversible Covalent Drugs: From Free Energy Perturbation to Fragment Docking.

    abstract::Reversible covalent inhibitors have drawn increasing attention in drug design, as they are likely more potent than noncovalent inhibitors and less toxic than covalent inhibitors. Despite those advantages, the computational prediction of reversible covalent binding presents a formidable challenge because the binding pr...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.8b00959

    authors: Zhang H,Jiang W,Chatterjee P,Luo Y

    更新日期:2019-05-28 00:00:00

  • Identification of novel potential antibiotics against Staphylococcus using structure-based drug screening targeting dihydrofolate reductase.

    abstract::The emergence of multidrug-resistant Staphylococcus aureus (S. aureus) makes the treatment of infectious diseases in hospitals more difficult and increases the mortality of the patients. In this study, we attempted to identify novel potent antibiotic candidate compounds against S. aureus dihydrofolate reductase (saDHF...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci400686d

    authors: Kobayashi M,Kinjo T,Koseki Y,Bourne CR,Barrow WW,Aoki S

    更新日期:2014-04-28 00:00:00

  • Effects of Ligand Environment in Zr(IV) Assisted Peptide Hydrolysis.

    abstract::In this DFT study, activities of 11 different N2O4, N2O3, and NO2 core containing Zr(IV) complexes, 4,13-diaza-18-crown-6 (I'N2O4), 1,4,10-trioxa-7,13-diazacyclopentadecane (I'N2O3), and 2-(2-methoxy)ethanol (I'NO2), respectively, and their analogues in peptide hydrolysis have been investigated. Based on the experimen...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.6b00781

    authors: Zhang T,Sharma G,Paul TJ,Hoffmann Z,Prabhakar R

    更新日期:2017-05-22 00:00:00

  • Plant Metabolite Databases: From Herbal Medicines to Modern Drug Discovery.

    abstract::Traditional herbal medicine has been an inseparable part of the traditional medical science in many countries throughout history. Nowadays, the popularity of using herbal medicines in daily life, as well as clinical practices, has gradually expanded to numerous Western countries with positive impacts and acceptance. T...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.9b00826

    authors: Nguyen-Vo TH,Nguyen L,Do N,Nguyen TN,Trinh K,Cao H,Le L

    更新日期:2020-03-23 00:00:00

  • Antihypertensive drug valsartan in solution and at the AT1 receptor: conformational analysis, dynamic NMR spectroscopy, in silico docking, and molecular dynamics simulations.

    abstract::The conformational properties of AT1 antagonist valsartan have been analyzed both in solution and at the binding site of the receptor. Low energy conformations of valsartan in solution were explored by NMR spectroscopy and molecular modeling studies. The NMR results showed the existence of two distinct and almost isoe...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci800427s

    authors: Potamitis C,Zervou M,Katsiaras V,Zoumpoulakis P,Durdagi S,Papadopoulos MG,Hayes JM,Grdadolnik SG,Kyrikou I,Argyropoulos D,Vatougia G,Mavromoustakos T

    更新日期:2009-03-01 00:00:00

  • GalaxyDock: protein-ligand docking with flexible protein side-chains.

    abstract::An important issue in developing protein-ligand docking methods is how to incorporate receptor flexibility. Consideration of receptor flexibility using an ensemble of precompiled receptor conformations or by employing an effectively enlarged binding pocket has been reported to be useful. However, direct consideration ...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci300342z

    authors: Shin WH,Seok C

    更新日期:2012-12-21 00:00:00

  • Prediction and Experimental Confirmation of Novel Peripheral Cannabinoid-1 Receptor Antagonists.

    abstract::Small molecules targeting peripheral CB1 receptors have therapeutic potential in a variety of disorders including obesity-related, hormonal, and metabolic abnormalities, while avoiding the psychoactive effects in the central nervous system. We applied our in-house algorithm, iterative stochastic elimination, to produc...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.9b00577

    authors: El-Atawneh S,Hirsch S,Hadar R,Tam J,Goldblum A

    更新日期:2019-09-23 00:00:00

  • DiSCuS: an open platform for (not only) virtual screening results management.

    abstract::DiSCuS, a "Database System for Compound Selection", has been developed. The primary goal of DiSCuS is to aid researchers in the steps subsequent to generating high-throughput virtual screening (HTVS) results, such as selection of compounds for further study, purchase, or synthesis. To do so, DiSCuS provides (1) a stor...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci400587f

    authors: Wójcikowski M,Zielenkiewicz P,Siedlecki P

    更新日期:2014-01-27 00:00:00

  • First Multitarget Chemo-Bioinformatic Model To Enable the Discovery of Antibacterial Peptides against Multiple Gram-Positive Pathogens.

    abstract::Antimicrobial peptides (AMPs) have emerged as promising therapeutic alternatives to fight against the diverse infections caused by different pathogenic microorganisms. In this context, theoretical approaches in bioinformatics have paved the way toward the creation of several in silico models capable of predicting anti...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.5b00630

    authors: Speck-Planche A,Kleandrova VV,Ruso JM,Cordeiro MN

    更新日期:2016-03-28 00:00:00

  • Rigidity Strengthening: A Mechanism for Protein-Ligand Binding.

    abstract::Protein-ligand binding is essential to almost all life processes. The understanding of protein-ligand interactions is fundamentally important to rational drug and protein design. Based on large scale data sets, we show that protein rigidity strengthening or flexibility reduction is a mechanism in protein-ligand bindin...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.7b00226

    authors: Nguyen DD,Xiao T,Wang M,Wei GW

    更新日期:2017-07-24 00:00:00

  • Molecular Structure-Based Large-Scale Prediction of Chemical-Induced Gene Expression Changes.

    abstract::The quantitative structure-activity relationship (QSAR) approach has been used to model a wide range of chemical-induced biological responses. However, it had not been utilized to model chemical-induced genomewide gene expression changes until very recently, owing to the complexity of training and evaluating a very la...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.7b00281

    authors: Liu R,AbdulHameed MDM,Wallqvist A

    更新日期:2017-09-25 00:00:00

  • Cyclohexane-Based Scaffold Molecules Acting as Anion Transport, Anionophores, via Noncovalent Interactions.

    abstract::A theoretical study of a variety of cyclohexane-based anion transporters interacting with the chloride anion has been conducted using density functional theory. The calculations have been performed in the gas phase but also, in order to describe the solvation effects on the interaction, two different solvents-chlorofo...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.9b00154

    authors: Sánchez-Sanz G,Trujillo C

    更新日期:2019-05-28 00:00:00

  • Spatial sign preprocessing: a simple way to impart moderate robustness to multivariate estimators.

    abstract::The spatial sign is a multivariate extension of the concept of sign. Recently multivariate estimators of covariance structures based on spatial signs have been examined by various authors. These new estimators are found to be robust to outlying observations. From a computational point of view, estimators based on spat...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci050498u

    authors: Serneels S,De Nolf E,Van Espen PJ

    更新日期:2006-05-01 00:00:00

  • Support vector regression scoring of receptor-ligand complexes for rank-ordering and virtual screening of chemical libraries.

    abstract::The community structure-activity resource (CSAR) data sets are used to develop and test a support vector machine-based scoring function in regression mode (SVR). Two scoring functions (SVR-KB and SVR-EP) are derived with the objective of reproducing the trend of the experimental binding affinities provided within the ...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci200078f

    authors: Li L,Wang B,Meroueh SO

    更新日期:2011-09-26 00:00:00

  • Chemoinformatics-based classification of prohibited substances employed for doping in sport.

    abstract::Representative molecules from 10 classes of prohibited substances were taken from the World Anti-Doping Agency (WADA) list, augmented by molecules from corresponding activity classes found in the MDDR database. Together with some explicitly allowed compounds, these formed a set of 5245 molecules. Five types of fingerp...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci0601160

    authors: Cannon EO,Bender A,Palmer DS,Mitchell JB

    更新日期:2006-11-01 00:00:00

  • Computational and conformational evaluation of FTase alternative substrates: insight into a novel enzyme binding pocket.

    abstract::Protein farnesyltransferase (FTase) is an important anticancer drug target. In an effort to develop isoprenoid diphosphate-based FTase inhibitors, striking variations have been observed in the ability of conservatively modified analogues to bind to the enzyme. For example, 2Z-GGPP is an alternative substrate with high...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci0496550

    authors: Henriksen BS,Zahn TJ,Evanseck JD,Firestine SM,Gibbs RA

    更新日期:2005-07-01 00:00:00

  • How Reactive are Druggable Cysteines in Protein Kinases?

    abstract::Targeted covalent inhibitors (TCIs) have been successfully developed as high-affinity and selective inhibitors of enzymes of the protein kinase family. These drugs typically act by undergoing an electrophilic addition with an active-site cysteine residue, so design of a TCI begins with the identification of a "druggab...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.8b00454

    authors: Awoonor-Williams E,Rowley CN

    更新日期:2018-09-24 00:00:00

  • HLA-DM Stabilizes the Empty MHCII Binding Groove: A Model Using Customized Natural Move Monte Carlo.

    abstract::MHC class II molecules bind peptides derived from extracellular proteins that have been ingested by antigen-presenting cells and display them to the immune system. Peptide loading occurs within the antigen-presenting cell and is facilitated by HLA-DM. HLA-DM stabilizes the open conformation of the MHCII binding groove...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.9b00104

    authors: Demharter S,Knapp B,Deane C,Minary P

    更新日期:2019-06-24 00:00:00

  • Force Field Benchmark of Amino Acids. 2. Partition Coefficients between Water and Organic Solvents.

    abstract::The partitioning of amino acids between water and apolar environments is of vital importance in protein function and drug delivery. Here we present an extensive benchmark for octanol/water (log Poct), chloroform/water (log Pclf), and cyclohexane/water (log Pchx) partition coefficients of neutral amino acid side chain ...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.8b00493

    authors: Zhang H,Jiang Y,Cui Z,Yin C

    更新日期:2018-08-27 00:00:00

  • Pharmacophore-based virtual screening and experimental validation of novel inhibitors against cyanobacterial fructose-1,6-/sedoheptulose-1,7-bisphosphatase.

    abstract::Cyanobacterial fructose-1,6-/sedoheptulose-1,7-bisphoshatase (cy-FBP/SBPase) is a potential enzymatic target for screening of novel inhibitors that can combat harmful algal blooms. In the present study, we targeted the substrate binding pocket of cy-FBP/SBPase. A series of novel hit compounds from the SPECs database w...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci4007529

    authors: Sun Y,Zhang R,Li D,Feng L,Wu D,Feng L,Huang P,Ren Y,Feng J,Xiao S,Wan J

    更新日期:2014-03-24 00:00:00

  • Leave-cluster-out cross-validation is appropriate for scoring functions derived from diverse protein data sets.

    abstract::With the emergence of large collections of protein-ligand complexes complemented by binding data, as found in PDBbind or BindingMOAD, new opportunities for parametrizing and evaluating scoring functions have arisen. With huge data collections available, it becomes feasible to fit scoring functions in a QSAR style, i.e...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci100264e

    authors: Kramer C,Gedeck P

    更新日期:2010-11-22 00:00:00

  • Effect of structural stress on the flexibility and adaptability of HIV-1 protease.

    abstract::Resistance remains a major issue with regards to HIV-1 protease, despite the availability of numerous HIV-1 protease inhibitors and copious amounts of structural and binding data. In an effort to improve our understanding of how HIV-1 protease is able to "outsmart" new drugs, we have investigated the flexibility of HI...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci2000677

    authors: Oehme DP,Wilson DJ,Brownlee RT

    更新日期:2011-05-23 00:00:00

  • Combination of Ambiguous and Unambiguous Data in the Restraint-driven Docking of Flexible Peptides with HADDOCK: The Binding of the Spider Toxin PcTx1 to the Acid Sensing Ion Channel (ASIC) 1a.

    abstract::Peptides that bind to ion channels have attracted much interest as potential lead molecules for the development of new drugs and insecticides. However, the structure determination of large peptide-channel complexes using experimental methods is challenging. Thus structural models are often derived from combining exper...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.5b00529

    authors: Deplazes E,Davies J,Bonvin AM,King GF,Mark AE

    更新日期:2016-01-25 00:00:00

  • Growth of ligand-target interaction data in ChEMBL is associated with increasing and activity measurement-dependent compound promiscuity.

    abstract::Compounds with high-confidence target annotations and activity measurements in the original and current release of the ChEMBL database have been compared to better understand how the growth of compound activity data might influence the spectrum of ligand-target interactions and the degree of target promiscuity among a...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci3003304

    authors: Hu Y,Bajorath J

    更新日期:2012-10-22 00:00:00

  • Heterogeneous Dielectric Implicit Membrane Model for the Calculation of MMPBSA Binding Free Energies.

    abstract::Membrane-bound protein receptors are a primary biological drug target, but the computational analysis of membrane proteins has been limited. In order to improve molecular mechanics Poisson-Boltzmann surface area (MMPBSA) binding free energy calculations for membrane protein-ligand systems, we have optimized a new hete...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.9b00363

    authors: Greene D,Qi R,Nguyen R,Qiu T,Luo R

    更新日期:2019-06-24 00:00:00