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Identification of Protein-Coding Regions in DNA Sequences Using A Time-Frequency Filtering Approach

Accurate identification of protein-coding regions (exons) in DNA sequences has been a challenging task in bioinformatics. Particularly the coding regions have a 3-base periodicity, which forms the basis of all exon identification methods. Many signal processing tools and techniques have been applied...

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Detalles Bibliográficos
Autores principales: Sahu, Sitanshu Sekhar, Panda, Ganapati
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5054166/
https://www.ncbi.nlm.nih.gov/pubmed/21641562
http://dx.doi.org/10.1016/S1672-0229(11)60007-7
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author Sahu, Sitanshu Sekhar
Panda, Ganapati
author_facet Sahu, Sitanshu Sekhar
Panda, Ganapati
author_sort Sahu, Sitanshu Sekhar
collection PubMed
description Accurate identification of protein-coding regions (exons) in DNA sequences has been a challenging task in bioinformatics. Particularly the coding regions have a 3-base periodicity, which forms the basis of all exon identification methods. Many signal processing tools and techniques have been applied successfully for the identification task but still improvement in this direction is needed. In this paper, we have introduced a new promising model-independent time-frequency filtering technique based on S-transform for accurate identification of the coding regions. The S-transform is a powerful linear time-frequency representation useful for filtering in time-frequency domain. The potential of the proposed technique has been assessed through simulation study and the results obtained have been compared with the existing methods using standard datasets. The comparative study demonstrates that the proposed method outperforms its counterparts in identifying the coding regions.
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spelling pubmed-50541662016-10-14 Identification of Protein-Coding Regions in DNA Sequences Using A Time-Frequency Filtering Approach Sahu, Sitanshu Sekhar Panda, Ganapati Genomics Proteomics Bioinformatics Method Accurate identification of protein-coding regions (exons) in DNA sequences has been a challenging task in bioinformatics. Particularly the coding regions have a 3-base periodicity, which forms the basis of all exon identification methods. Many signal processing tools and techniques have been applied successfully for the identification task but still improvement in this direction is needed. In this paper, we have introduced a new promising model-independent time-frequency filtering technique based on S-transform for accurate identification of the coding regions. The S-transform is a powerful linear time-frequency representation useful for filtering in time-frequency domain. The potential of the proposed technique has been assessed through simulation study and the results obtained have been compared with the existing methods using standard datasets. The comparative study demonstrates that the proposed method outperforms its counterparts in identifying the coding regions. Elsevier 2011-04 2011-06-07 /pmc/articles/PMC5054166/ /pubmed/21641562 http://dx.doi.org/10.1016/S1672-0229(11)60007-7 Text en © 2011 Beijing Institute of Genomics http://creativecommons.org/licenses/by-nc-sa/3.0/ This is an open access article under the CC BY-NC-SA license (http://creativecommons.org/licenses/by-nc-sa/3.0/).
spellingShingle Method
Sahu, Sitanshu Sekhar
Panda, Ganapati
Identification of Protein-Coding Regions in DNA Sequences Using A Time-Frequency Filtering Approach
title Identification of Protein-Coding Regions in DNA Sequences Using A Time-Frequency Filtering Approach
title_full Identification of Protein-Coding Regions in DNA Sequences Using A Time-Frequency Filtering Approach
title_fullStr Identification of Protein-Coding Regions in DNA Sequences Using A Time-Frequency Filtering Approach
title_full_unstemmed Identification of Protein-Coding Regions in DNA Sequences Using A Time-Frequency Filtering Approach
title_short Identification of Protein-Coding Regions in DNA Sequences Using A Time-Frequency Filtering Approach
title_sort identification of protein-coding regions in dna sequences using a time-frequency filtering approach
topic Method
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5054166/
https://www.ncbi.nlm.nih.gov/pubmed/21641562
http://dx.doi.org/10.1016/S1672-0229(11)60007-7
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