Get Your Atoms in Order--An Open-Source Implementation of a Novel and Robust Molecular Canonicalization Algorithm.

Abstract:

:Finding a canonical ordering of the atoms in a molecule is a prerequisite for generating a unique representation of the molecule. The canonicalization of a molecule is usually accomplished by applying some sort of graph relaxation algorithm, the most common of which is the Morgan algorithm. There are known issues with that algorithm that lead to noncanonical atom orderings as well as problems when it is applied to large molecules like proteins. Furthermore, each cheminformatics toolkit or software provides its own version of a canonical ordering, most based on unpublished algorithms, which also complicates the generation of a universal unique identifier for molecules. We present an alternative canonicalization approach that uses a standard stable-sorting algorithm instead of a Morgan-like index. Two new invariants that allow canonical ordering of molecules with dependent chirality as well as those with highly symmetrical cyclic graphs have been developed. The new approach proved to be robust and fast when tested on the 1.45 million compounds of the ChEMBL 20 data set in different scenarios like random renumbering of input atoms or SMILES round tripping. Our new algorithm is able to generate a canonical order of the atoms of protein molecules within a few milliseconds. The novel algorithm is implemented in the open-source cheminformatics toolkit RDKit. With this paper, we provide a reference Python implementation of the algorithm that could easily be integrated in any cheminformatics toolkit. This provides a first step toward a common standard for canonical atom ordering to generate a universal unique identifier for molecules other than InChI.

journal_name

J Chem Inf Model

authors

Schneider N,Sayle RA,Landrum GA

doi

10.1021/acs.jcim.5b00543

subject

Has Abstract

pub_date

2015-10-26 00:00:00

pages

2111-20

issue

10

eissn

1549-9596

issn

1549-960X

journal_volume

55

pub_type

杂志文章
  • Isomerization and Decomposition of 2-Methylfuran with External Forces.

    abstract::The primary goal of this project was to evaluate the performance of the Standard and Enforced Geometry Optimization (SEGO) method which we have recently developed. The SEGO method has been designed for an automatic location of multiple minima on the molecular Potential Energy Surface (PES), and its usefulness has been...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.9b00352

    authors: Brzyska A,Woliński K

    更新日期:2019-08-26 00:00:00

  • Ranking chemical structures for drug discovery: a new machine learning approach.

    abstract::With chemical libraries increasingly containing millions of compounds or more, there is a fast-growing need for computational methods that can rank or prioritize compounds for screening. Machine learning methods have shown considerable promise for this task; indeed, classification methods such as support vector machin...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci9003865

    authors: Agarwal S,Dugar D,Sengupta S

    更新日期:2010-05-24 00:00:00

  • Efficient Strategy for the Calculation of Solvation Free Energies in Water and Chloroform at the Quantum Mechanical/Molecular Mechanical Level.

    abstract::The partitioning of solute molecules between immiscible solvents with significantly different polarities is of great importance. The polarization between the solute and solvent molecules plays an essential role in determining the solubility of the solute, which makes computational studies utilizing molecular mechanics...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.7b00001

    authors: Wang M,Li P,Jia X,Liu W,Shao Y,Hu W,Zheng J,Brooks BR,Mei Y

    更新日期:2017-10-23 00:00:00

  • Modeling compound-target interaction network of traditional Chinese medicines for type II diabetes mellitus: insight for polypharmacology and drug design.

    abstract::In this study, in order to elucidate the action mechanism of traditional Chinese medicines (TCMs) that exhibit clinical efficacy for type II diabetes mellitus (T2DM), an integrated protocol that combines molecular docking and pharmacophore mapping was employed to find the potential inhibitors from TCM for the T2DM-rel...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci400146u

    authors: Tian S,Li Y,Li D,Xu X,Wang J,Zhang Q,Hou T

    更新日期:2013-07-22 00:00:00

  • Expert system for predicting reaction conditions: the Michael reaction case.

    abstract::A generic chemical transformation may often be achieved under various synthetic conditions. However, for any specific reagents, only one or a few among the reported synthetic protocols may be successful. For example, Michael β-addition reactions may proceed under different choices of solvent (e.g., hydrophobic, aproti...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci500698a

    authors: Marcou G,Aires de Sousa J,Latino DA,de Luca A,Horvath D,Rietsch V,Varnek A

    更新日期:2015-02-23 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

  • PIIMS Server: A Web Server for Mutation Hotspot Scanning at the Protein-Protein Interface.

    abstract::Protein-protein interactions (PPIs) play vital roles in regulating biological processes, such as cellular and signaling pathways. Hotspots are certain residues located at protein-protein interfaces that contribute more in protein-protein binding than other residues. Research on the mutational effects of hotspots is im...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.0c00966

    authors: Wu FX,Yang JF,Mei LC,Wang F,Hao GF,Yang GF

    更新日期:2021-01-25 00:00:00

  • 3D-QSAR and docking studies of selective GSK-3beta inhibitors. Comparison with a thieno[2,3-b]pyrrolizinone derivative, a new potential lead for GSK-3beta ligands.

    abstract::The three-dimensional structures of 3-anilino-4-arylmaleimides, selective GSK-3beta inhibitors, were correlated to their biological affinities by 3D-QSAR studies (CoMFA method). The cocrystallographic data of GSK-3beta vs 3-anilino-4-arylmaleimide allowed us to compare 3D-QSAR results to experimental intermolecular in...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci050008y

    authors: Lescot E,Bureau R,Sopkova-de Oliveira Santos J,Rochais C,Lisowski V,Lancelot JC,Rault S

    更新日期:2005-05-01 00:00:00

  • Trans and Cis Conformations of the Antihypertensive Drug Valsartan Respectively Lock the Inactive and Active-like States of Angiotensin II Type 1 Receptor: A Molecular Dynamics Study.

    abstract::Angiotensin II type 1 receptor (AT1R) is the principal regulator of blood pressure in humans. The overactivation of AT1R by the stimulation of angiotensin II would result in high blood pressure. To prevent hypertension, nonpeptide "sartan" drugs, such as valsartan (VST), have been developed to competitively block the ...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.8b00364

    authors: Wang L,Yan F

    更新日期:2018-10-22 00:00:00

  • Retrospect and Prospect of Single Particle Cryo-Electron Microscopy: The Class of Integral Membrane Proteins as an Example.

    abstract::A giant technological leap in the field of cryo-electron microscopy (cryo-EM) has assured the achievement of near-atomic resolution structures of biological macromolecules. As a recognition of this accomplishment, the Nobel Prize in Chemistry was awarded in 2017 to Jacques Dubochet, Joachim Frank, and Richard Henderso...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.9b01015

    authors: Akbar S,Mozumder S,Sengupta J

    更新日期:2020-05-26 00:00:00

  • Holistic Approach to Partial Covalent Interactions in Protein Structure Prediction and Design with Rosetta.

    abstract::Partial covalent interactions (PCIs) in proteins, which include hydrogen bonds, salt bridges, cation-π, and π-π interactions, contribute to thermodynamic stability and facilitate interactions with other biomolecules. Several score functions have been developed within the Rosetta protein modeling framework that identif...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.7b00398

    authors: Combs SA,Mueller BK,Meiler J

    更新日期:2018-05-29 00:00:00

  • Diversity space and its application to library selection and design.

    abstract::To promote more productive combinatorial endeavors, the Diversity Space methodology introduced here enables similarity comparisons at the library level. Particularly at an early screening stage, when little or no information is available regarding the pharmacophoric entities necessary for binding, it is more efficient...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci060066z

    authors: Fitzgerald SH,Sabat M,Geysen HM

    更新日期:2006-07-01 00:00:00

  • Algorithm for reaction classification.

    abstract::Reaction classification has important applications, and many approaches to classification have been applied. Our own algorithm tests all maximum common substructures (MCS) between all reactant and product molecules in order to find an atom mapping containing the minimum chemical distance (MCD). Recent publications hav...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci400442f

    authors: Kraut H,Eiblmaier J,Grethe G,Löw P,Matuszczyk H,Saller H

    更新日期:2013-11-25 00:00:00

  • GPCR-Bench: A Benchmarking Set and Practitioners' Guide for G Protein-Coupled Receptor Docking.

    abstract::Virtual screening is routinely used to discover new ligands and in particular new ligand chemotypes for G protein-coupled receptors (GPCRs). To prepare for a virtual screen, we often tailor a docking protocol that will enable us to select the best candidates for further screening. To aid this, we created GPCR-Bench, a...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.5b00660

    authors: Weiss DR,Bortolato A,Tehan B,Mason JS

    更新日期:2016-04-25 00:00:00

  • Identification of Enzyme Genes Using Chemical Structure Alignments of Substrate-Product Pairs.

    abstract::Although there are several databases that contain data on many metabolites and reactions in biochemical pathways, there is still a big gap in the numbers between experimentally identified enzymes and metabolites. It is supposed that many catalytic enzyme genes are still unknown. Although there are previous studies tha...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.5b00216

    authors: Moriya Y,Yamada T,Okuda S,Nakagawa Z,Kotera M,Tokimatsu T,Kanehisa M,Goto S

    更新日期:2016-03-28 00:00:00

  • Characterization of DNA primary sequences by a new similarity/diversity measure based on the partial ordering.

    abstract::The similarity/diversity measures play a fundamental role in library searching, virtual screening, and quantitative structure-activity relationship/quantitative structure-property relationship modeling as well as in genomics and proteomics. In this paper, a new similarity/diversity measure is proposed as a new approac...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci060099e

    authors: Todeschini R,Consonni V,Mauri A,Ballabio D

    更新日期:2006-09-01 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

  • 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

  • Structure-activity relationships in non-ligand binding pocket (non-LBP) diarylhydrazide antiandrogens.

    abstract::We report the synthesis and a study of the structure-activity relationships of a new series of diarylhydrazides as potential selective non-ligand binding pocket androgen receptor antagonists. Their biological activity as antiandrogens in the context of the development of treatments for castration resistant prostate ca...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci400189m

    authors: Caboni L,Egan B,Kelly B,Blanco F,Fayne D,Meegan MJ,Lloyd DG

    更新日期:2013-08-26 00:00:00

  • Searching for New Leads To Treat Epilepsy: Target-Based Virtual Screening for the Discovery of Anticonvulsant Agents.

    abstract::The purpose of this investigation is to contribute to the development of new anticonvulsant drugs to treat patients with refractory epilepsy. We applied a virtual screening protocol that involved the search into molecular databases of new compounds and known drugs to find small molecules that interact with the open co...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.7b00721

    authors: Palestro PH,Enrique N,Goicoechea S,Villalba ML,Sabatier LL,Martin P,Milesi V,Bruno Blanch LE,Gavernet L

    更新日期:2018-07-23 00:00:00

  • Real external predictivity of QSAR models. Part 2. New intercomparable thresholds for different validation criteria and the need for scatter plot inspection.

    abstract::The evaluation of regression QSAR model performance, in fitting, robustness, and external prediction, is of pivotal importance. Over the past decade, different external validation parameters have been proposed: Q(F1)(2), Q(F2)(2), Q(F3)(2), r(m)(2), and the Golbraikh-Tropsha method. Recently, the concordance correlati...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci300084j

    authors: Chirico N,Gramatica P

    更新日期:2012-08-27 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

  • Molecular modeling of DNA cross-linking analogues based on the azinomycin scaffold.

    abstract::In this work, we present molecular modeling studies carried out using six DNA sequences and six azinomycin analogues, including the naturally occurring compound azinomycin B, selected on the basis of known cell cytotoxicity and structural analogies (epoxide and aziridine alkylating moieties). Among several computation...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci0496595

    authors: Alcaro S,Ortuso F,Coleman RS

    更新日期:2005-05-01 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

  • Physics-based scoring of protein-ligand complexes: enrichment of known inhibitors in large-scale virtual screening.

    abstract::We demonstrate that using an all-atom molecular mechanics force field combined with an implicit solvent model for scoring protein-ligand complexes is a promising approach for improving inhibitor enrichment in the virtual screening of large compound databases. The rescoring method is evaluated by the extent to which kn...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci0502855

    authors: Huang N,Kalyanaraman C,Irwin JJ,Jacobson MP

    更新日期:2006-01-01 00:00:00

  • Prediction of molecular solvation free energy based on the optimization of atomic solvation parameters with genetic algorithm.

    abstract::We propose an improved solvent contact model to estimate the solvation free energy of an organic molecule from individual atomic contributions. The modification of the solvation model involves the optimization of three kinds of parameters in the solvation free energy function: atomic fragmental volume, maximum atomic ...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci600453b

    authors: Kang H,Choi H,Park H

    更新日期:2007-03-01 00:00:00

  • Evaluating Unexpectedly Short Non-covalent Distances in X-ray Crystal Structures of Proteins with Electronic Structure Analysis.

    abstract::We investigate unexpectedly short non-covalent distances (<85% of the sum of van der Waals radii) in X-ray crystal structures of proteins. We curate over 11 000 high-quality protein crystal structures and an ultra-high-resolution (1.2 Å or better) subset containing >900 structures. Although our non-covalent distance c...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.9b00144

    authors: Qi HW,Kulik HJ

    更新日期:2019-05-28 00:00:00

  • Accurate Hit Estimation for Iterative Screening Using Venn-ABERS Predictors.

    abstract::Iterative screening has emerged as a promising approach to increase the efficiency of high-throughput screening (HTS) campaigns in drug discovery. By learning from a subset of the compound library, inferences on what compounds to screen next can be made by predictive models. One of the challenges of iterative screenin...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/acs.jcim.8b00724

    authors: Buendia R,Kogej T,Engkvist O,Carlsson L,Linusson H,Johansson U,Toccaceli P,Ahlberg E

    更新日期:2019-03-25 00:00:00

  • Flux (2): comparison of molecular mutation and crossover operators for ligand-based de novo design.

    abstract::We implemented a fragment-based de novo design algorithm for a population-based optimization of molecular structures. The concept is grounded on an evolution strategy with mutation and crossover operators for structure breeding. Molecular building blocks were obtained from the pseudo-retrosynthesis of a collection of ...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci6005307

    authors: Fechner U,Schneider G

    更新日期:2007-03-01 00:00:00

  • Discovery of wild-type and Y181C mutant non-nucleoside HIV-1 reverse transcriptase inhibitors using virtual screening with multiple protein structures.

    abstract::To discover non-nucleoside inhibitors of HIV-1 reverse transcriptase (NNRTIs) that are effective against both wild-type (WT) virus and variants that encode the clinically troublesome Tyr181Cys (Y181C) RT mutation, virtual screening by docking was carried out using three RT structures and more than 2 million commercial...

    journal_title:Journal of chemical information and modeling

    pub_type: 杂志文章

    doi:10.1021/ci900068k

    authors: Nichols SE,Domaoal RA,Thakur VV,Tirado-Rives J,Anderson KS,Jorgensen WL

    更新日期:2009-05-01 00:00:00