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Exploring the Adenylation Domain Repertoire of Nonribosomal Peptide Synthetases Using an Ensemble of Sequence-Search Methods

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  • Guillermin Agüero-Chapin
  • Reinaldo Molina-Ruiz
  • Emanuel Maldonado
  • Gustavo de la Riva
  • Aminael Sánchez-Rodríguez
  • Vitor Vasconcelos
  • Agostinho Antunes

Abstract

The introduction of two-dimension (2D) graphs and their numerical characterization for comparative analyses of DNA/RNA and protein sequences without the need of sequence alignments is an active yet recent research topic in bioinformatics. Here, we used a 2D artificial representation (four-color maps) with a simple numerical characterization through topological indices (TIs) to aid the discovering of remote homologous of Adenylation domains (A-domains) from the Nonribosomal Peptide Synthetases (NRPS) class in the proteome of the cyanobacteria Microcystis aeruginosa. Cyanobacteria are a rich source of structurally diverse oligopeptides that are predominantly synthesized by NPRS. Several A-domains share amino acid identities lower than 20 % being a possible source of remote homologous. Therefore, A-domains cannot be easily retrieved by BLASTp searches using a single template. To cope with the sequence diversity of the A-domains we have combined homology-search methods with an alignment-free tool that uses protein four-color-maps. TI2BioP (Topological Indices to BioPolymers) version 2.0, available at http://ti2biop.sourceforge.net/ allowed the calculation of simple TIs from the protein sequences (four-color maps). Such TIs were used as input predictors for the statistical estimations required to build the alignment-free models. We concluded that the use of graphical/numerical approaches in cooperation with other sequence search methods, like multi-templates BLASTp and profile HMM, can give the most complete exploration of the repertoire of highly diverse protein families.

Suggested Citation

  • Guillermin Agüero-Chapin & Reinaldo Molina-Ruiz & Emanuel Maldonado & Gustavo de la Riva & Aminael Sánchez-Rodríguez & Vitor Vasconcelos & Agostinho Antunes, 2013. "Exploring the Adenylation Domain Repertoire of Nonribosomal Peptide Synthetases Using an Ensemble of Sequence-Search Methods," PLOS ONE, Public Library of Science, vol. 8(7), pages 1-13, July.
  • Handle: RePEc:plo:pone00:0065926
    DOI: 10.1371/journal.pone.0065926
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    1. Guillermin Agüero-Chapin & Aminael Sánchez-Rodríguez & Pedro I Hidalgo-Yanes & Yunierkis Pérez-Castillo & Reinaldo Molina-Ruiz & Kathleen Marchal & Vítor Vasconcelos & Agostinho Antunes, 2011. "An Alignment-Free Approach for Eukaryotic ITS2 Annotation and Phylogenetic Inference," PLOS ONE, Public Library of Science, vol. 6(10), pages 1-14, October.
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