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Dtar-Finder: program for drug target identification and characterization in bacteria

The drug target identification is the primary step for drug discovery. Recent development of computational techniques and availability of sequencing data has provided numerous opportunities for target identification but very few of them are fully automated. Here, we have developed a Perl program nam...

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Detalles Bibliográficos
Autores principales: Prasad, Purushottam, Sudha, Rati
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Biomedical Informatics 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6637396/
https://www.ncbi.nlm.nih.gov/pubmed/31354197
http://dx.doi.org/10.6026/97320630015209
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author Prasad, Purushottam
Sudha, Rati
author_facet Prasad, Purushottam
Sudha, Rati
author_sort Prasad, Purushottam
collection PubMed
description The drug target identification is the primary step for drug discovery. Recent development of computational techniques and availability of sequencing data has provided numerous opportunities for target identification but very few of them are fully automated. Here, we have developed a Perl program named Dtar-Finder for drug target identification and its characterization. Dtar-Finder predicts the drug targets which are essential to pathogen and non homologous to human, essential human anti-targets and gut microflora. This program is divided in 6 modules where modules 1-4 extract drug targets while module 5-6 predicts druggability and broad spectrum ability of identified candidates. The performance of this program in terms of sensitivity and specificity is calculated where specificity score was better compare to sensitivity score. Further, we have tested our script on C. botulinum (3572 proteins) and 35 potential drug targets have been identified. Out of which 16 broad spectrums candidates were predicted whereas 8 candidates are found to be druggable whiles remaining are considered to be 'novel'. These drug targets were cross-validated through literature showing 77.14% accuracy. Thus, the idea behind this work was to develop a fast, robust and generic program capable of finding drug targets in bacteria, which has been fulfilled satisfactorily.
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spelling pubmed-66373962019-07-26 Dtar-Finder: program for drug target identification and characterization in bacteria Prasad, Purushottam Sudha, Rati Bioinformation Research Article The drug target identification is the primary step for drug discovery. Recent development of computational techniques and availability of sequencing data has provided numerous opportunities for target identification but very few of them are fully automated. Here, we have developed a Perl program named Dtar-Finder for drug target identification and its characterization. Dtar-Finder predicts the drug targets which are essential to pathogen and non homologous to human, essential human anti-targets and gut microflora. This program is divided in 6 modules where modules 1-4 extract drug targets while module 5-6 predicts druggability and broad spectrum ability of identified candidates. The performance of this program in terms of sensitivity and specificity is calculated where specificity score was better compare to sensitivity score. Further, we have tested our script on C. botulinum (3572 proteins) and 35 potential drug targets have been identified. Out of which 16 broad spectrums candidates were predicted whereas 8 candidates are found to be druggable whiles remaining are considered to be 'novel'. These drug targets were cross-validated through literature showing 77.14% accuracy. Thus, the idea behind this work was to develop a fast, robust and generic program capable of finding drug targets in bacteria, which has been fulfilled satisfactorily. Biomedical Informatics 2019-03-15 /pmc/articles/PMC6637396/ /pubmed/31354197 http://dx.doi.org/10.6026/97320630015209 Text en © 2019 Biomedical Informatics http://creativecommons.org/licenses/by/3.0/ This is an Open Access article which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. This is distributed under the terms of the Creative Commons Attribution License.
spellingShingle Research Article
Prasad, Purushottam
Sudha, Rati
Dtar-Finder: program for drug target identification and characterization in bacteria
title Dtar-Finder: program for drug target identification and characterization in bacteria
title_full Dtar-Finder: program for drug target identification and characterization in bacteria
title_fullStr Dtar-Finder: program for drug target identification and characterization in bacteria
title_full_unstemmed Dtar-Finder: program for drug target identification and characterization in bacteria
title_short Dtar-Finder: program for drug target identification and characterization in bacteria
title_sort dtar-finder: program for drug target identification and characterization in bacteria
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6637396/
https://www.ncbi.nlm.nih.gov/pubmed/31354197
http://dx.doi.org/10.6026/97320630015209
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