Exploring the stability of ligand binding modes to proteins by molecular dynamics simulations.

Abstract:

:The binding mode prediction is of great importance to structure-based drug design. The discrimination of various binding poses of ligand generated by docking is a great challenge not only to docking score functions but also to the relatively expensive free energy calculation methods. Here we systematically analyzed the stability of various ligand poses under molecular dynamics (MD) simulation. First, a data set of 120 complexes was built based on the typical physicochemical properties of drug-like ligands. Three potential binding poses (one correct pose and two decoys) were selected for each ligand from self-docking in addition to the experimental pose. Then, five independent MD simulations for each pose were performed with different initial velocities for the statistical analysis. Finally, the stabilities of ligand poses under MD were evaluated and compared with the native one from crystal structure. We found that about 94% of the native poses were maintained stable during the simulations, which suggests that MD simulations are accurate enough to judge most experimental binding poses as stable properly. Interestingly, incorrect decoy poses were maintained much less and 38-44% of decoys could be excluded just by performing equilibrium MD simulations, though 56-62% of decoys were stable. The computationally-heavy binding free energy calculation can be performed only for these survived poses.

journal_name

J Comput Aided Mol Des

authors

Liu K,Watanabe E,Kokubo H

doi

10.1007/s10822-016-0005-2

subject

Has Abstract

pub_date

2017-02-01 00:00:00

pages

201-211

issue

2

eissn

0920-654X

issn

1573-4951

pii

10.1007/s10822-016-0005-2

journal_volume

31

pub_type

杂志文章
  • Improving database enrichment through ensemble docking.

    abstract::While it may seem intuitive that using an ensemble of multiple conformations of a receptor in structure-based virtual screening experiments would necessarily yield improved enrichment of actives relative to using just a single receptor, it turns out that at least in the p38 MAP kinase model system studied here, a very...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-008-9182-y

    authors: Rao S,Sanschagrin PC,Greenwood JR,Repasky MP,Sherman W,Farid R

    更新日期:2008-09-01 00:00:00

  • De novo design of molecular architectures by evolutionary assembly of drug-derived building blocks.

    abstract::An evolutionary algorithm was developed for fragment-based de novo design of molecules (TOPAS, TOPology-Assigning System). This stochastic method aims at generating a novel molecular structure mimicking a template structure. A set of approximately 25,000 fragment structures serves as the building block supply, which w...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1023/a:1008184403558

    authors: Schneider G,Lee ML,Stahl M,Schneider P

    更新日期:2000-07-01 00:00:00

  • Multiple ligand-binding modes in bacterial R67 dihydrofolate reductase.

    abstract::R67 dihydrofolate reductase (DHFR), a bacterial plasmid-encoded enzyme associated with resistance to the drug trimethoprim, shows neither sequence nor structural homology with the chromosomal DHFR. It presents a highly symmetrical toroidal structure, where four identical monomers contribute to the unique central activ...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-005-3693-6

    authors: Alonso H,Gillies MB,Cummins PL,Bliznyuk AA,Gready JE

    更新日期:2005-03-01 00:00:00

  • Molecular dynamics study of peptide segments of the BH3 domain of the proapoptotic proteins Bak, Bax, Bid and Hrk bound to the Bcl-xL and Bcl-2 proteins.

    abstract::Overexpression of Bcl-2 and Bcl-xL proteins, both inhibitors of apoptosis or programmed cell death, is related to the generation and development of several types of cancer as well as to an elevated resistance to chemotherapeutic treatments. Given that synthetic peptide fragments of the BH3 domain are capable to bind t...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1023/b:jcam.0000022559.72848.1c

    authors: Pinto M,Perez JJ,Rubio-Martinez J

    更新日期:2004-01-01 00:00:00

  • A computational model of the nicotinic acetylcholine binding site.

    abstract::We have derived a model of the nicotinic acetylcholine binding site. This was accomplished by using three known agonists (acetylcholine, nicotine and epibatidine) as templates around which polypeptide side chains, found to be part of the receptor cavity from published molecular biology studies, are allowed to flow fre...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1023/a:1008029924865

    authors: Gálvez-Ruano E,Iriepa-Canalda I,Morreale A,Lipkowitz KB

    更新日期:1999-01-01 00:00:00

  • Calculation of hydrophobic parameters directly from three-dimensional structures using comparative molecular field analysis.

    abstract::Capacity ratio (log k') values, which are a measure of hydrophobicity, were calculated directly from the three-dimensional structures of 17 furans and 54 triazines using the comparative molecular field analysis approach. The H2O probe and the GRID force field, including hydrogen-bond potentials, yielded excellent corr...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/BF00125172

    authors: Kim KH

    更新日期:1995-08-01 00:00:00

  • Molecular level model for the agonist/antagonist selectivity of the 1,4-dihydropyridine calcium channel receptor.

    abstract::Crystal structures of the 1,4-dihydropyridine (1,4-DHP) calcium channel activators Bay K 8643 [methyl 1,4-dihydro-2,6-dimethyl-3-nitro-4-(3-nitrophenyl)-pyridine-5-carboxy lat e], Bay O 8495 [methyl 1,4-dihydro-2,6-dimethyl-3-nitro-4-(3-trifluoromethylphenyl)-pyridine-5- carboxylate], and Bay O 9507 [methyl 1,4-dihydr...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/BF00129749

    authors: Langs DA,Kwon YW,Strong PD,Triggle DJ

    更新日期:1991-04-01 00:00:00

  • Activity cliffs in PubChem confirmatory bioassays taking inactive compounds into account.

    abstract::Activity cliffs are formed by pairs or groups of structurally similar compounds with significant differences in potency. They represent a prominent feature of activity landscapes of compound data sets and a primary source of structure-activity relationship (SAR) information. Thus far, activity cliffs have only been co...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-012-9632-4

    authors: Hu Y,Maggiora GM,Bajorath J

    更新日期:2013-02-01 00:00:00

  • Side chain virtual screening of matched molecular pairs: a PDB-wide and ChEMBL-wide analysis.

    abstract::Optimization in medicinal chemistry often involves designing replacements for a section of a molecule which aim to retain potency while improving other properties of the compound. In this study, we perform a retrospective analysis using a number of computational methods to identify active side chains amongst a pool of...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-020-00313-1

    authors: Baumgartner MP,Evans DA

    更新日期:2020-09-01 00:00:00

  • In search of novel ligands using a structure-based approach: a case study on the adenosine A2A receptor.

    abstract::In this work, we present a case study to explore the challenges associated with finding novel molecules for a receptor that has been studied in depth and has a wealth of chemical information available. Specifically, we apply a previously described protocol that incorporates explicit water molecules in the ligand bindi...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-016-9963-7

    authors: Lenselink EB,Beuming T,van Veen C,Massink A,Sherman W,van Vlijmen HW,IJzerman AP

    更新日期:2016-10-01 00:00:00

  • Generation of multiple pharmacophore hypotheses using multiobjective optimisation techniques.

    abstract::Pharmacophore methods provide a way of establishing a structure activity relationship for a series of known active ligands. Often, there are several plausible hypotheses that could explain the same set of ligands and, in such cases, it is important that the chemist is presented with alternatives that can be tested wit...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-004-5523-7

    authors: Cottrell SJ,Gillet VJ,Taylor R,Wilton DJ

    更新日期:2004-11-01 00:00:00

  • A knowledge-based approach to generating diverse but energetically representative ensembles of ligand conformers.

    abstract::This paper describes a new and efficient stochastic conformational sampling method for generating a range of low-energy molecule conformations. Sampling can be tailored to a specific structural domain (e.g., peptides) by extracting torsional profiles from specific datasets and subsequently applying them to target mole...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-007-9156-5

    authors: Dorfman RJ,Smith KM,Masek BB,Clark RD

    更新日期:2008-09-01 00:00:00

  • Computational insights into the interaction mechanism of triazolyl substituted tetrahydrobenzofuran derivatives with H(+),K(+)-ATPase at different pH.

    abstract::The interaction mechanism of triazolyl substituted tetrahydrobenzofuran derivatives (compound 1 (N, N-Dipropyl-1-(2-phenyl-4,5,6,7-tetrahydrobenzofuran-4-yl)-1H-1,2,3-triazole-4-methanamine) and 2 (1-(2-Phenyl-4,5,6,7-tetrahydrobenzofuran-4-yl)-4-(morpholin-4-ylmethyl)-1H-1,2,3-triazole)) with H(+),K(+)-ATPase at diff...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-015-9886-8

    authors: Luo HJ,Wang JZ,Huang NY,Deng WQ,Zou K

    更新日期:2016-01-01 00:00:00

  • New insights into the stereochemical requirements of the bradykinin B2 receptor antagonists binding.

    abstract::Bradykinin (BK) is a member of the kinin family, released in response to inflammation, trauma, burns, shock, allergy and some cardiovascular diseases, provoking vasodilatation and increased vascular permeability among other effects. Their actions are mediated through at least two G-protein coupled receptors, B1 a rece...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-015-9890-z

    authors: Lupala CS,Gomez-Gutierrez P,Perez JJ

    更新日期:2016-01-01 00:00:00

  • Identification of novel target sites and an inhibitor of the dengue virus E protein.

    abstract::Dengue and related flaviviruses represent a significant global health threat. The envelope glycoprotein E mediates virus attachment to a host cell and the subsequent fusion of viral and host cell membranes. The fusion process is driven by conformational changes in the E protein and is an essential step in the virus li...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-009-9263-6

    authors: Yennamalli R,Subbarao N,Kampmann T,McGeary RP,Young PR,Kobe B

    更新日期:2009-06-01 00:00:00

  • Comparative molecular field analysis and energy interaction studies of thrombin-inhibitor complexes.

    abstract::A Comparative Molecular Field Analysis (CoMFA) and an interaction energy-based method were applied on a database holding the 3D structures of 29 thrombin-inhibitor complexes. Several parameters were optimized in both methods in order to obtain the best correlation between theoretical and experimentally determined bind...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1023/a:1008010016362

    authors: Bursi R,Grootenhuis PD

    更新日期:1999-05-01 00:00:00

  • Fine specificity of antigen binding to two class I major histocompatibility proteins (B*2705 and B*2703) differing in a single amino acid residue.

    abstract::Starting from the X-ray structure of a class I major histocompatibility complex (MHC)-encoded protein (HLA-B*2705), a naturally presented self-nonapeptide and two synthetic analogues were simulated in the binding groove of two human leukocyte antigen (HLA) alleles (B*2703 and B*2705) differing in a single amino acid r...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1023/a:1007963901092

    authors: Rognan D,Krebs S,Kuonen O,Lamas JR,López de Castro JA,Folkers G

    更新日期:1997-09-01 00:00:00

  • Quantitative structure-activity relationship studies of mushroom tyrosinase inhibitors.

    abstract::Here, we report our results from quantitative structure-activity relationship studies on tyrosinase inhibitors. Interactions between benzoic acid derivatives and tyrosinase active sites were also studied using a molecular docking method. These studies indicated that one possible mechanism for the interaction between b...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-008-9187-6

    authors: Xue CB,Luo WC,Ding Q,Liu SZ,Gao XX

    更新日期:2008-05-01 00:00:00

  • Coupling constants again: experimental restraints in structure refinement.

    abstract::Utilization of coupling constants as restraints in computational structure refinement is reviewed. In addition, we address the effect of conformational averaging and examine different approaches to apply the restraints when the experimental observable is obviously a result of averaging. Here, two different computation...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/BF00124347

    authors: Mierke DF,Huber T,Kessler H

    更新日期:1994-02-01 00:00:00

  • The impact of data integrity on decision making in early lead discovery.

    abstract::Data driven decision making is a key element of today's pharmaceutical research, including early drug discovery. It comprises questions like which target to pursue, which chemical series to pursue, which compound to make next, or which compound to select for advanced profiling and promotion to pre-clinical development...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-015-9871-2

    authors: Beck B,Seeliger D,Kriegl JM

    更新日期:2015-09-01 00:00:00

  • Blinded evaluation of cathepsin S inhibitors from the D3RGC3 dataset using molecular docking and free energy calculations.

    abstract::During the last few years, we have developed a docking protocol involving two steps: (i) the choice of the most appropriate docking software and parameters for the system of interest using structural and functional information available in public databases (PDB, ChEMBL, PubChem Assay, BindingDB, etc.); (ii) the dockin...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-018-0161-7

    authors: Chaput L,Selwa E,Elisée E,Iorga BI

    更新日期:2019-01-01 00:00:00

  • Prediction of binding constants of protein ligands: a fast method for the prioritization of hits obtained from de novo design or 3D database search programs.

    abstract::A dataset of 82 protein-ligand complexes of known 3D structure and binding constant Ki was analysed to elucidate the important factors that determine the strength of protein-ligand interactions. The following parameters were investigated: the number and geometry of hydrogen bonds and ionic interactions between the pro...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章,评审

    doi:10.1023/a:1007999920146

    authors: Böhm HJ

    更新日期:1998-07-01 00:00:00

  • Rational creation and systematic analysis of cervical cancer kinase-inhibitor binding profile.

    abstract::The kinase-regulatory cell signaling networks play a central role in the pathogenesis of human cervical cancer (hCC). However, only few kinase inhibitors have been successfully developed for treatment of this cancer to date. Considering that the active sites of protein kinases are highly conserved and small-molecule i...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-019-00211-1

    authors: Han M,Sun D

    更新日期:2019-07-01 00:00:00

  • Why relevant chemical information cannot be exchanged without disclosing structures.

    abstract::Both society and industry are interested in increasing the safety of pharmaceuticals. Potentially dangerous compounds could be filtered out at early stages of R&D by computer prediction of biological activity and ADMET characteristics. Accuracy of such predictions strongly depends on the quality & quantity of informat...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-005-9014-2

    authors: Filimonov D,Poroikov V

    更新日期:2005-09-01 00:00:00

  • Design of chemical space networks using a Tanimoto similarity variant based upon maximum common substructures.

    abstract::Chemical space networks (CSNs) have recently been introduced as an alternative to other coordinate-free and coordinate-based chemical space representations. In CSNs, nodes represent compounds and edges pairwise similarity relationships. In addition, nodes are annotated with compound property information such as biolog...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-015-9872-1

    authors: Zhang B,Vogt M,Maggiora GM,Bajorath J

    更新日期:2015-10-01 00:00:00

  • An improved method to predict the entropy term with the MM/PBSA approach.

    abstract::A method is suggested to calculate improved entropies within the MM/PBSA approach (molecular mechanics combined with Poisson-Boltzmann and surface area calculations) to estimate protein-ligand binding affinities. In the conventional approach, the protein is truncated outside ~8 A from the ligand. This system is freely...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-008-9238-z

    authors: Kongsted J,Ryde U

    更新日期:2009-02-01 00:00:00

  • CoMFA validation of the superposition of six classes of compounds which block GABA receptors non-competitively.

    abstract::Thirty-six compounds, representing six different structural classes of insecticides which are known to act at the gamma-aminobutyric acid receptor/chloride ionophore, have been superimposed by methods which maximise the commonality of steric and electrostatic fields. Maximal steric and electrostatic alignment was deri...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/BF00141574

    authors: Calder JA,Wyatt JA,Frenkel DA,Casida JE

    更新日期:1993-02-01 00:00:00

  • Homo-timeric structural model of human microsomal prostaglandin E synthase-1 and characterization of its substrate/inhibitor binding interactions.

    abstract::Inducible, microsomal prostaglandin E synthase 1 (mPGES-1), the terminal enzyme in the prostaglandin (PG) biosynthetic pathway, constitutes a promising therapeutic target for the development of new anti-inflammatory drugs. To elucidate structure-function relationships and to enable structure-based design, an mPGES-1 h...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-008-9233-4

    authors: Xing L,Kurumbail RG,Frazier RB,Davies MS,Fujiwara H,Weinberg RA,Gierse JK,Caspers N,Carter JS,McDonald JJ,Moore WM,Vazquez ML

    更新日期:2009-01-01 00:00:00

  • Computational docking simulations of a DNA-aptamer for argininamide and related ligands.

    abstract::The binding properties of sequence-specific nucleic acids (aptamers) to low-molecular-weight ligands, macromolecules and even cells attract substantial scientific interest. These ligand-DNA complexes found different applications for sensing, nanomedicine, and DNA nanotechnology. Structural information on the aptamer-l...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1007/s10822-015-9844-5

    authors: Albada HB,Golub E,Willner I

    更新日期:2015-07-01 00:00:00

  • Similarity based SAR (SIBAR) as tool for early ADME profiling.

    abstract::Estimation of bioavailability and toxicity at the very beginning of the drug development process is one of the big challenges in drug discovery. Most of the processes involved in ADME are driven by rather unspecific interactions between drugs and biological macromolecules. Within the past decade, drug transport pumps ...

    journal_title:Journal of computer-aided molecular design

    pub_type: 杂志文章

    doi:10.1023/a:1023828527638

    authors: Klein C,Kaiser D,Kopp S,Chiba P,Ecker GF

    更新日期:2002-11-01 00:00:00