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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...

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Autores principales: Bhatt, Vineet, Mohapatra, Anwesha, Anand, Swadha, Kuntal, Bhusan K., Mande, Sharmila S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
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.
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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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