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HabiSign: a novel approach for comparison of metagenomes and rapid identification of habitat-specific sequences

BACKGROUND: One of the primary goals of comparative metagenomic projects is to study the differences in the microbial communities residing in diverse environments. Besides providing valuable insights into the inherent structure of the microbial populations, these studies have potential applications...

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Autores principales: Ghosh, Tarini Shankar, Mohammed, Monzoorul Haque, Rajasingh, Hannah, Chadaram, Sudha, Mande, Sharmila S
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3278849/
https://www.ncbi.nlm.nih.gov/pubmed/22373355
http://dx.doi.org/10.1186/1471-2105-12-S13-S9
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author Ghosh, Tarini Shankar
Mohammed, Monzoorul Haque
Rajasingh, Hannah
Chadaram, Sudha
Mande, Sharmila S
author_facet Ghosh, Tarini Shankar
Mohammed, Monzoorul Haque
Rajasingh, Hannah
Chadaram, Sudha
Mande, Sharmila S
author_sort Ghosh, Tarini Shankar
collection PubMed
description BACKGROUND: One of the primary goals of comparative metagenomic projects is to study the differences in the microbial communities residing in diverse environments. Besides providing valuable insights into the inherent structure of the microbial populations, these studies have potential applications in several important areas of medical research like disease diagnostics, detection of pathogenic contamination and identification of hitherto unknown pathogens. Here we present a novel and rapid, alignment-free method called HabiSign, which utilizes patterns of tetra-nucleotide usage in microbial genomes to bring out the differences in the composition of both diverse and related microbial communities. RESULTS: Validation results show that the metagenomic signatures obtained using the HabiSign method are able to accurately cluster metagenomes at biome, phenotypic and species levels, as compared to an average tetranucleotide frequency based approach and the recently published dinucleotide relative abundance based approach. More importantly, the method is able to identify subsets of sequences that are specific to a particular habitat. Apart from this, being alignment-free, the method can rapidly compare and group multiple metagenomic data sets in a short span of time. CONCLUSIONS: The proposed method is expected to have immense applicability in diverse areas of metagenomic research ranging from disease diagnostics and pathogen detection to bio-prospecting. A web-server for the HabiSign algorithm is available at http://metagenomics.atc.tcs.com/HabiSign/.
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spelling pubmed-32788492012-02-14 HabiSign: a novel approach for comparison of metagenomes and rapid identification of habitat-specific sequences Ghosh, Tarini Shankar Mohammed, Monzoorul Haque Rajasingh, Hannah Chadaram, Sudha Mande, Sharmila S BMC Bioinformatics Proceedings BACKGROUND: One of the primary goals of comparative metagenomic projects is to study the differences in the microbial communities residing in diverse environments. Besides providing valuable insights into the inherent structure of the microbial populations, these studies have potential applications in several important areas of medical research like disease diagnostics, detection of pathogenic contamination and identification of hitherto unknown pathogens. Here we present a novel and rapid, alignment-free method called HabiSign, which utilizes patterns of tetra-nucleotide usage in microbial genomes to bring out the differences in the composition of both diverse and related microbial communities. RESULTS: Validation results show that the metagenomic signatures obtained using the HabiSign method are able to accurately cluster metagenomes at biome, phenotypic and species levels, as compared to an average tetranucleotide frequency based approach and the recently published dinucleotide relative abundance based approach. More importantly, the method is able to identify subsets of sequences that are specific to a particular habitat. Apart from this, being alignment-free, the method can rapidly compare and group multiple metagenomic data sets in a short span of time. CONCLUSIONS: The proposed method is expected to have immense applicability in diverse areas of metagenomic research ranging from disease diagnostics and pathogen detection to bio-prospecting. A web-server for the HabiSign algorithm is available at http://metagenomics.atc.tcs.com/HabiSign/. BioMed Central 2011-11-30 /pmc/articles/PMC3278849/ /pubmed/22373355 http://dx.doi.org/10.1186/1471-2105-12-S13-S9 Text en Copyright ©2011 Ghosh et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Proceedings
Ghosh, Tarini Shankar
Mohammed, Monzoorul Haque
Rajasingh, Hannah
Chadaram, Sudha
Mande, Sharmila S
HabiSign: a novel approach for comparison of metagenomes and rapid identification of habitat-specific sequences
title HabiSign: a novel approach for comparison of metagenomes and rapid identification of habitat-specific sequences
title_full HabiSign: a novel approach for comparison of metagenomes and rapid identification of habitat-specific sequences
title_fullStr HabiSign: a novel approach for comparison of metagenomes and rapid identification of habitat-specific sequences
title_full_unstemmed HabiSign: a novel approach for comparison of metagenomes and rapid identification of habitat-specific sequences
title_short HabiSign: a novel approach for comparison of metagenomes and rapid identification of habitat-specific sequences
title_sort habisign: a novel approach for comparison of metagenomes and rapid identification of habitat-specific sequences
topic Proceedings
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3278849/
https://www.ncbi.nlm.nih.gov/pubmed/22373355
http://dx.doi.org/10.1186/1471-2105-12-S13-S9
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