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FLIM-MAP: Gene Context Based Identification of Functional Modules in Bacterial Metabolic Pathways
Prediction of functional potential of bacteria can only be ascertained by the accurate annotation of its metabolic pathways. Homology based methods decipher metabolic gene content but ignore the fact that homologs of same protein can function in different pathways. Therefore, mere presence of all co...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6157337/ https://www.ncbi.nlm.nih.gov/pubmed/30283416 http://dx.doi.org/10.3389/fmicb.2018.02183 |
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author | Bhatt, Vineet Mohapatra, Anwesha Anand, Swadha Kuntal, Bhusan K. Mande, Sharmila S. |
author_facet | Bhatt, Vineet Mohapatra, Anwesha Anand, Swadha Kuntal, Bhusan K. Mande, Sharmila S. |
author_sort | Bhatt, Vineet |
collection | PubMed |
description | Prediction of functional potential of bacteria can only be ascertained by the accurate annotation of its metabolic pathways. Homology based methods decipher metabolic gene content but ignore the fact that homologs of same protein can function in different pathways. Therefore, mere presence of all constituent genes in an organism is not sufficient to indicate a pathway. Contextual occurrence of genes belonging to a pathway on the bacterial genome can hence be exploited for an accurate estimation of functional potential of a bacterium. In this communication, we present a novel annotation resource to accurately identify pathway presence by using gene context. Our tool FLIM-MAP (Functionally Important Modules in bacterial Metabolic Pathways) predicts biologically relevant functional units called ‘GCMs’ (Gene Context based Modules) from a given metabolic reaction network. We benchmark the accuracy of our tool on amino acids and carbohydrate metabolism pathways. |
format | Online Article Text |
id | pubmed-6157337 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-61573372018-10-03 FLIM-MAP: Gene Context Based Identification of Functional Modules in Bacterial Metabolic Pathways Bhatt, Vineet Mohapatra, Anwesha Anand, Swadha Kuntal, Bhusan K. Mande, Sharmila S. Front Microbiol Microbiology Prediction of functional potential of bacteria can only be ascertained by the accurate annotation of its metabolic pathways. Homology based methods decipher metabolic gene content but ignore the fact that homologs of same protein can function in different pathways. Therefore, mere presence of all constituent genes in an organism is not sufficient to indicate a pathway. Contextual occurrence of genes belonging to a pathway on the bacterial genome can hence be exploited for an accurate estimation of functional potential of a bacterium. In this communication, we present a novel annotation resource to accurately identify pathway presence by using gene context. Our tool FLIM-MAP (Functionally Important Modules in bacterial Metabolic Pathways) predicts biologically relevant functional units called ‘GCMs’ (Gene Context based Modules) from a given metabolic reaction network. We benchmark the accuracy of our tool on amino acids and carbohydrate metabolism pathways. Frontiers Media S.A. 2018-09-18 /pmc/articles/PMC6157337/ /pubmed/30283416 http://dx.doi.org/10.3389/fmicb.2018.02183 Text en Copyright © 2018 Bhatt, Mohapatra, Anand, Kuntal and Mande. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Microbiology Bhatt, Vineet Mohapatra, Anwesha Anand, Swadha Kuntal, Bhusan K. Mande, Sharmila S. FLIM-MAP: Gene Context Based Identification of Functional Modules in Bacterial Metabolic Pathways |
title | FLIM-MAP: Gene Context Based Identification of Functional Modules in Bacterial Metabolic Pathways |
title_full | FLIM-MAP: Gene Context Based Identification of Functional Modules in Bacterial Metabolic Pathways |
title_fullStr | FLIM-MAP: Gene Context Based Identification of Functional Modules in Bacterial Metabolic Pathways |
title_full_unstemmed | FLIM-MAP: Gene Context Based Identification of Functional Modules in Bacterial Metabolic Pathways |
title_short | FLIM-MAP: Gene Context Based Identification of Functional Modules in Bacterial Metabolic Pathways |
title_sort | flim-map: gene context based identification of functional modules in bacterial metabolic pathways |
topic | Microbiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6157337/ https://www.ncbi.nlm.nih.gov/pubmed/30283416 http://dx.doi.org/10.3389/fmicb.2018.02183 |
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