Evaluation of Generalized Born Models for Large Scale Affinity Prediction of Cyclodextrin Host-Guest Complexes.

Abstract:

:Binding affinity prediction with implicit solvent models remains a challenge in virtual screening for drug discovery. In order to assess the predictive power of implicit solvent models in docking techniques with Amber scoring, three generalized Born models (GBHCT, GBOBCI, and GBOBCII) available in Dock 6.7 were utilized, for determining the binding affinity of a large set of β-cyclodextrin complexes with 75 neutral guest molecules. The results were compared to potential of mean force (PMF) free energy calculations with four GB models (GBStill, GBHCT, GBOBCI, and GBOBCII) and to experimental data. Docking results yield similar accuracy to the computationally demanding PMF method with umbrella sampling. Neither docking nor PMF calculations reproduce the experimental binding affinities, however, as indicated by a small Spearman rank order coefficient (∼0.5). The binding energies obtained from GB models were decomposed further into individual contributions of the binding partners and solvent environments and compared to explicit solvent simulations for five complexes allowing for rationalizing the difference between explicit and implicit solvent models. An important observation is that the explicit solvent screens the interaction between host and guest much stronger than GB models. In contrast, the screening in GB models is too strong in solutes, leading to overestimation of short-range interactions and too strong binding. It is difficult to envision a way of overcoming these two opposite effects.

journal_name

J Chem Inf Model

authors

Zhang H,Yin C,Yan H,van der Spoel D

doi

10.1021/acs.jcim.6b00418

subject

Has Abstract

pub_date

2016-10-24 00:00:00

pages

2080-2092

issue

10

eissn

1549-9596

issn

1549-960X

journal_volume

56

pub_type

杂志文章
  • 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

  • Reaction site mapping of xenobiotic biotransformations.

    abstract::Predictive metabolism methods can be used in drug discovery projects to enhance the understanding of structure-metabolism relationships. The present study uses data mining methods to exploit biotransformation data that have been recorded in the MDL Metabolite database. Reacting center fingerprints were derived from a ...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci600376q

    authors: Boyer S,Arnby CH,Carlsson L,Smith J,Stein V,Glen RC

    更新日期:2007-03-01 00:00:00

  • Criterion for evaluating the predictive ability of nonlinear regression models without cross-validation.

    abstract::We propose predictive performance criteria for nonlinear regression models without cross-validation. The proposed criteria are the determination coefficient and the root-mean-square error for the midpoints between k-nearest-neighbor data points. These criteria can be used to evaluate predictive ability after the regre...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci4003766

    authors: Kaneko H,Funatsu K

    更新日期:2013-09-23 00:00:00

  • Allosteric Modulation of Human Hsp90α Conformational Dynamics.

    abstract::Central to Hsp90's biological function is its ability to interconvert between various conformational states. Drug targeting of Hsp90's regulatory mechanisms, including its modulation by cochaperone association, presents as an attractive therapeutic strategy for Hsp90 associated pathologies. In this study, we utilized ...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.7b00630

    authors: Penkler DL,Atilgan C,Tastan Bishop Ö

    更新日期:2018-02-26 00:00:00

  • Bridging molecular docking to membrane molecular dynamics to investigate GPCR-ligand recognition: the human A₂A adenosine receptor as a key study.

    abstract::G protein-coupled receptors (GPCRs) represent the largest family of cell-surface receptors and about one-third of the actual targets of clinically used drugs. Following the progress made in the field of GPCRs structural determination, docking-based screening for novel potent and selective ligands is becoming an increa...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci400532b

    authors: Sabbadin D,Ciancetta A,Moro S

    更新日期:2014-01-27 00:00:00

  • Computational simulations of the interactions between acetyl-coenzyme-A carboxylase and clodinafop: resistance mechanism due to active and nonactive site mutations.

    abstract::Grass weed populations resistant to acetyl-CoA carboxylase-inhibiting (ACCase; EC 6.4.1.2) herbicides represent a major problem for the sustainable development of modern agriculture. In the present study, extensive computational simulations, including homology modeling, molecular dynamics (MD) simulations, and molecul...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci900174d

    authors: Zhu XL,Ge-Fei H,Zhan CG,Yang GF

    更新日期:2009-08-01 00:00:00

  • Protein Preparation Automatic Protocol for High-Throughput Inverse Virtual Screening: Accelerating the Target Identification by Computational Methods.

    abstract::Structure-based virtual screening is highly used in the early stages of drug discovery to identify new putative lead compounds for a given target. However, when a small molecule elicits a biological effect, but its target is unknown, or the side effects it causes arise from its undesired interaction with unknown count...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.9b00428

    authors: De Vita S,Lauro G,Ruggiero D,Terracciano S,Riccio R,Bifulco G

    更新日期:2019-11-25 00:00:00

  • Assessing different classification methods for virtual screening.

    abstract::How well do different classification methods perform in selecting the ligands of a protein target out of large compound collections not used to train the model? Support vector machines, random forest, artificial neural networks, k-nearest-neighbor classification with genetic-algorithm-optimized feature selection, tren...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci050519k

    authors: Plewczynski D,Spieser SA,Koch U

    更新日期:2006-05-01 00:00:00

  • Evaluation of different virtual screening programs for docking in a charged binding pocket.

    abstract::Virtual screening of small molecules against a protein target often identifies the correct pose, but the ranking in terms of binding energy remains a difficult problem, resulting in unacceptable numbers of false positives and negatives. To investigate this problem, the performance of three docking programs, FRED, QXP/...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci800154w

    authors: Deng W,Verlinde CL

    更新日期:2008-10-01 00:00:00

  • Comparative Binding Analysis of N-Acetylneuraminic Acid in Bovine Serum Albumin and Human α-1 Acid Glycoprotein.

    abstract::The present study focuses on the determination of the biologically significant N-acetylneuraminic acid (NANA) drug binding interaction mechanism between bovine serum albumin (BSA) and human α-1 acid glycoprotein (HAG) using various optical spectroscopy and computational methods. The steady state fluorescence spectrosc...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.8b00558

    authors: Karthikeyan S,Bharanidharan G,Ragavan S,Kandasamy S,Chinnathambi S,Udayakumar K,Mangaiyarkarasi R,Sundaramoorthy A,Aruna P,Ganesan S

    更新日期:2019-01-28 00:00:00

  • Concept-based semi-automatic classification of drugs.

    abstract::The anatomical therapeutic chemical (ATC) classification system maintained by the World Health Organization provides a global standard for the classification of medical substances and serves as a source for drug repurposing research. Nevertheless, it lacks several drugs that are major players in the global drug market...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci9000844

    authors: Gurulingappa H,Kolárik C,Hofmann-Apitius M,Fluck J

    更新日期:2009-08-01 00:00:00

  • Virtual exploration of the chemical universe up to 11 atoms of C, N, O, F: assembly of 26.4 million structures (110.9 million stereoisomers) and analysis for new ring systems, stereochemistry, physicochemical properties, compound classes, and drug discove

    abstract::All molecules of up to 11 atoms of C, N, O, and F possible under consideration of simple valency, chemical stability, and synthetic feasibility rules were generated and collected in a database (GDB). GDB contains 26.4 million molecules (110.9 million stereoisomers), including three- and four-membered rings and triple ...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci600423u

    authors: Fink T,Reymond JL

    更新日期:2007-03-01 00:00:00

  • Estimation of carcinogenicity using molecular fragments tree.

    abstract::Carcinogenicity is an important toxicological endpoint that poses high concern to drug discovery. In this study, we developed a method to extract structural alerts (SAs) and modulating factors of carcinogens on the basis of statistical analyses. First, the Gaston algorithm, a frequent subgraph mining method, was used ...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci300266p

    authors: Wang Y,Lu J,Wang F,Shen Q,Zheng M,Luo X,Zhu W,Jiang H,Chen K

    更新日期:2012-08-27 00:00:00

  • Molecular Mechanism underlying PRMT1 Dimerization for SAM Binding and Methylase Activity.

    abstract::Protein arginine methyltransferases (PRMTs) catalyze the posttranslational methylation of arginine, which is important in a range of biological processes, including epigenetic regulation, signal transduction, and cancer progression. Although previous studies of PRMT1 mutants suggest that the dimerization arm and the N...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.5b00454

    authors: Zhou R,Xie Y,Hu H,Hu G,Patel VS,Zhang J,Yu K,Huang Y,Jiang H,Liang Z,Zheng YG,Luo C

    更新日期:2015-12-28 00:00:00

  • Use of surface charges from DFT calculations to predict intestinal absorption.

    abstract::A model for prediction of percent intestinal absorption (%Abs) of neutral molecules was developed based upon surface charges of the molecule calculated by density functional theory (DFT). The surface charges are decomposed into sigma moments which are correlated to a partition coefficient representing transfer of the ...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci049653f

    authors: Jones R,Connolly PC,Klamt A,Diedenhofen M

    更新日期:2005-09-01 00:00:00

  • Optimal Measurement Network of Pairwise Differences.

    abstract::When both the difference between two quantities and their individual values can be measured or computationally predicted, multiple quantities can be determined from the measurements or predictions of select individual quantities and select pairwise differences. These measurements and predictions form a network connect...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.9b00528

    authors: Xu H

    更新日期:2019-11-25 00:00:00

  • Molecular Dynamics Simulations of Supramolecular Anticancer Nanotubes.

    abstract::We report here on long-time all-atomistic molecular dynamics simulations of functional supramolecular nanotubes composed by the self-assembly of peptide-drug amphiphiles (DAs). These DAs have been shown to possess an inherently high drug loading of the hydrophobic anticancer drug camptothecin. We probe the self-assemb...

    journal_title:Journal of chemical information and modeling

    pub_type: 信件

    doi:10.1021/acs.jcim.8b00193

    authors: Kang M,Chakraborty K,Loverde SM

    更新日期:2018-06-25 00:00:00

  • Cross-docking of inhibitors into CDK2 structures. 2.

    abstract::In the preceding paper (Duca, J. S.; Madison, V. S.; Voigt, J. H. J. Chem. Inf. Model. 2008, 48, 659-668), the accuracy of docking and affinity predictions of the Gold and Glide programs were investigated using single protein conformations spanning 150 CDK2/inhibitor crystallographic complexes. High docking accuracy w...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci700428d

    authors: Voigt JH,Elkin C,Madison VS,Duca JS

    更新日期:2008-03-01 00:00:00

  • Viscosity Prediction of Lubricants by a General Feed-Forward Neural Network.

    abstract::Modern industrial lubricants are often blended with an assortment of chemical additives to improve the performance of the base stock. Machine learning-based predictive models allow fast and veracious derivation of material properties and facilitate novel and innovative material designs. In this study, we outline the d...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.9b01068

    authors: Loh GC,Lee HC,Tee XY,Chow PS,Zheng JW

    更新日期:2020-03-23 00:00:00

  • What do we know about C28H14 and C30H14 benzenoid hydrocarbons and their evolution to related polymer strips?

    abstract::While critically reviewing the current status of what is known about C28H14 and C30H14 benzenoid isomers, which are ubiquitous pyrolytic constituents, some new insights will be presented. Representative isomers belonging to these benzenoid hydrocarbons are at the crossroads to homologous series that extend to infinite...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci050298i

    authors: Dias JR

    更新日期:2006-03-01 00:00:00

  • Binding of Cytotoxic Aβ25-35 Peptide to the Dimyristoylphosphatidylcholine Lipid Bilayer.

    abstract::Aβ25-35 is a short, cytotoxic, and naturally occurring fragment of the Alzheimer's Aβ peptide. To map the molecular mechanism of Aβ25-35 binding to the zwitterionic dimyristoylphosphatidylcholine (DMPC) bilayer, we have performed replica exchange with solute tempering molecular dynamics simulations using all-atom expl...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.8b00045

    authors: Smith AK,Klimov DK

    更新日期:2018-05-29 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

  • In vitro drug sensitivity-gene expression correlations involve a tissue of origin dependency.

    abstract::A major concern of chemogenomics is to associate drug activity with biological variables. Several reports have clustered cell line drug activity profiles as well as drug activity-gene expression correlation profiles and noted that the resulting groupings differ but still reflect mechanism of action. The present paper ...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci060073n

    authors: Andersson CR,Fryknäs M,Rickardson L,Larsson R,Isaksson A,Gustafsson MG

    更新日期:2007-01-01 00:00:00

  • Kinome-wide activity modeling from diverse public high-quality data sets.

    abstract::Large corpora of kinase small molecule inhibitor data are accessible to public sector research from thousands of journal article and patent publications. These data have been generated employing a wide variety of assay methodologies and experimental procedures by numerous laboratories. Here we ask the question how app...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci300403k

    authors: Schürer SC,Muskal SM

    更新日期:2013-01-28 00:00:00

  • Critical Assessment of the Hildebrand and Hansen Solubility Parameters for Polymers.

    abstract::Solubility parameter models are widely used to select suitable solvents/nonsolvents for polymers in a variety of processing and engineering applications. In this study, we focus on two well-established models, namely, the Hildebrand and Hansen solubility parameter models. Both models are built on the basis of the noti...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.9b00656

    authors: Venkatram S,Kim C,Chandrasekaran A,Ramprasad R

    更新日期:2019-10-28 00:00:00

  • SERAPhiC: a benchmark for in silico fragment-based drug design.

    abstract::Our main objective was to compile a data set of high-quality protein-fragment complexes and make it publicly available. Once assembled, the data set was challenged using docking procedures to address the following questions: (i) Can molecular docking correctly reproduce the experimentally solved structures? (ii) How t...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci2003363

    authors: Favia AD,Bottegoni G,Nobeli I,Bisignano P,Cavalli A

    更新日期:2011-11-28 00:00:00

  • Evaluation and Characterization of Trk Kinase Inhibitors for the Treatment of Pain: Reliable Binding Affinity Predictions from Theory and Computation.

    abstract::Optimization of ligand binding affinity to the target protein of interest is a primary objective in small-molecule drug discovery. Until now, the prediction of binding affinities by computational methods has not been widely applied in the drug discovery process, mainly because of its lack of accuracy and reproducibili...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.6b00780

    authors: Wan S,Bhati AP,Skerratt S,Omoto K,Shanmugasundaram V,Bagal SK,Coveney PV

    更新日期:2017-04-24 00:00:00

  • Template CoMFA: the 3D-QSAR Grail?

    abstract::Template CoMFA, a novel alignment methodology for training or test set structures in 3D-QSAR, is introduced. Its two most significant advantages are its complete automation and its ability to derive a single combined model from multiple structural series affecting a biological target. Its only two inputs are one or mo...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci400696v

    authors: Cramer RD,Wendt B

    更新日期:2014-02-24 00:00:00

  • Kinetic Models of Cyclosporin A in Polar and Apolar Environments Reveal Multiple Congruent Conformational States.

    abstract::The membrane permeability of cyclic peptides and peptidomimetics, which are generally larger and more complex than typical drug molecules, is likely strongly influenced by the conformational behavior of these compounds in polar and apolar environments. The size and complexity of peptides often limit their bioavailabil...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.6b00251

    authors: Witek J,Keller BG,Blatter M,Meissner A,Wagner T,Riniker S

    更新日期:2016-08-22 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