Literature DB >> 23053735

A new fingerprint to predict nonribosomal peptides activity.

Ammar Abdo1, Ségolène Caboche, Valérie Leclère, Philippe Jacques, Maude Pupin.   

Abstract

Bacteria and fungi use a set of enzymes called nonribosomal peptide synthetases to provide a wide range of natural peptides displaying structural and biological diversity. So, nonribosomal peptides (NRPs) are the basis for some efficient drugs. While discovering new NRPs is very desirable, the process of identifying their biological activity to be used as drugs is a challenge. In this paper, we present a novel peptide fingerprint based on monomer composition (MCFP) of NRPs. MCFP is a novel method for obtaining a representative description of NRP structures from their monomer composition in fingerprint form. Experiments with Norine NRPs database and MCFP show high prediction accuracy (>93 %). Also a high recall rate (>82 %) is obtained when MCFP is used for screening NRPs database. From this study it appears that our fingerprint, built from monomer composition, allows an effective screening and prediction of biological activities of NRPs database.

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Year:  2012        PMID: 23053735      PMCID: PMC3482460          DOI: 10.1007/s10822-012-9608-4

Source DB:  PubMed          Journal:  J Comput Aided Mol Des        ISSN: 0920-654X            Impact factor:   3.686


  26 in total

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  4 in total

Review 1.  Norine: A powerful resource for novel nonribosomal peptide discovery.

Authors:  M Pupin; Q Esmaeel; A Flissi; Y Dufresne; P Jacques; V Leclère
Journal:  Synth Syst Biotechnol       Date:  2016-06-01

2.  rBAN: retro-biosynthetic analysis of nonribosomal peptides.

Authors:  Emma Ricart; Valérie Leclère; Areski Flissi; Markus Mueller; Maude Pupin; Frédérique Lisacek
Journal:  J Cheminform       Date:  2019-02-08       Impact factor: 5.514

3.  Prediction of monomer isomery in Florine: a workflow dedicated to nonribosomal peptide discovery.

Authors:  Thibault Caradec; Maude Pupin; Aurélien Vanvlassenbroeck; Marie-Dominique Devignes; Malika Smaïl-Tabbone; Philippe Jacques; Valérie Leclère
Journal:  PLoS One       Date:  2014-01-21       Impact factor: 3.240

4.  Norine, the knowledgebase dedicated to non-ribosomal peptides, is now open to crowdsourcing.

Authors:  Areski Flissi; Yoann Dufresne; Juraj Michalik; Laurie Tonon; Stéphane Janot; Laurent Noé; Philippe Jacques; Valérie Leclère; Maude Pupin
Journal:  Nucleic Acids Res       Date:  2015-11-02       Impact factor: 16.971

  4 in total

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