Literature DB >> 18533714

Automatic determination of reaction mappings and reaction center information. 2. Validation on a biochemical reaction database.

Joannis Apostolakis1, Oliver Sacher, Robert Körner, Johann Gasteiger.   

Abstract

The correct identification of the reacting bonds and atoms is a prerequisite for the analysis of the reaction mechanism. We have recently developed a method based on the Imaginary Transition State Energy Minimization approach for automatically determining the reaction center information and the atom-atom mapping numbers. We test here the accuracy of this ITSE approach by comparing the predictions of the method against more than 1500 manually annotated reactions from BioPath, a comprehensive database of biochemical reactions. The results show high agreement between manually annotated mappings and computational predictions (98.4%), with significant discrepancies in only 24 cases out of 1542 (1.6%). This result validates both the computational prediction and the database, at the same time, as the results of the former agree with expert knowledge and the latter appears largely self-consistent, and consistent with a simple principle. In 10 of the discrepant cases, simple chemical arguments or independent literature studies support the predicted reaction center. In five reaction instances the differences in the automatically and manually annotated mappings are described in detail. Finally, in approximately 200 cases the algorithm finds alternate reaction centers, which need to be studied on a case by case basis, as the exact choice of the alternative may depend on the enzyme catalyzing the reaction.

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Year:  2008        PMID: 18533714     DOI: 10.1021/ci700433d

Source DB:  PubMed          Journal:  J Chem Inf Model        ISSN: 1549-9596            Impact factor:   4.956


  4 in total

1.  Exploring the chemistry and evolution of the isomerases.

Authors:  Sergio Martínez Cuesta; Syed Asad Rahman; Janet M Thornton
Journal:  Proc Natl Acad Sci U S A       Date:  2016-02-03       Impact factor: 11.205

2.  Automatic assignment of EC numbers.

Authors:  Volker Egelhofer; Ida Schomburg; Dietmar Schomburg
Journal:  PLoS Comput Biol       Date:  2010-01-29       Impact factor: 4.475

3.  Atom mapping with constraint programming.

Authors:  Martin Mann; Feras Nahar; Norah Schnorr; Rolf Backofen; Peter F Stadler; Christoph Flamm
Journal:  Algorithms Mol Biol       Date:  2014-11-29       Impact factor: 1.405

4.  Extraction of organic chemistry grammar from unsupervised learning of chemical reactions.

Authors:  Philippe Schwaller; Benjamin Hoover; Jean-Louis Reymond; Hendrik Strobelt; Teodoro Laino
Journal:  Sci Adv       Date:  2021-04-07       Impact factor: 14.136

  4 in total

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