DiSCo: a sequence-based type-specific predictor of Dsr-dependent dissimilatory sulphur metabolism in microbial data

Microb Genom. 2021 Jul;7(7):000603. doi: 10.1099/mgen.0.000603.

Abstract

Current methods in comparative genomic analyses for metabolic potential prediction of proteins involved in, or associated with the Dsr (dissimilatory sulphite reductase)-dependent dissimilatory sulphur metabolism are both time-intensive and computationally challenging, especially when considering metagenomic data. We developed DiSCo, a Dsr-dependent dissimilatory sulphur metabolism classification tool, which automatically identifies and classifies the protein type from sequence data. It takes user-supplied protein sequences and lists the identified proteins and their classification in terms of protein family and predicted type. It can also extract the sequence data from user-input to serve as basis for additional downstream analyses. DiSCo provides the metabolic functional prediction of proteins involved in Dsr-dependent dissimilatory sulphur metabolism with high levels of accuracy in a fast manner. We ran DiSCo against a dataset composed of over 190 thousand (meta)genomic records and efficiently mapped Dsr-dependent dissimilatory sulphur proteins in 1798 lineages across both prokaryotic domains. This allowed the identification of new micro-organisms belonging to Thaumarchaeota and Spirochaetes lineages with the metabolic potential to use the Dsr-pathway for energy conservation. DiSCo is implemented in Perl 5 and freely available under the GNU GPLv3 at https://github.com/Genome-Evolution-and-Ecology-Group-GEEG/DiSCo.

Keywords: comparative genomics; dissimilatory sulphate reduction; dissimilatory sulphur oxidation; genotype-phenotype association; microbial physiology.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Archaea / enzymology
  • Archaea / genetics*
  • Archaeal Proteins / genetics
  • Archaeal Proteins / metabolism
  • Bacteria / enzymology
  • Bacteria / genetics*
  • Bacterial Proteins / genetics
  • Bacterial Proteins / metabolism
  • Computational Biology / methods*
  • Genome, Archaeal / genetics
  • Genome, Bacterial / genetics
  • Genomics / methods
  • Hydrogensulfite Reductase / genetics
  • Hydrogensulfite Reductase / metabolism*
  • Oxidation-Reduction
  • Sulfur / metabolism*

Substances

  • Archaeal Proteins
  • Bacterial Proteins
  • Sulfur
  • Hydrogensulfite Reductase

Associated data

  • figshare/10.6084/m9.figshare.12206246