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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2011
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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. |
format | Online Article Text |
id | pubmed-5054166 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT sahusitanshusekhar identificationofproteincodingregionsindnasequencesusingatimefrequencyfilteringapproach AT pandaganapati identificationofproteincodingregionsindnasequencesusingatimefrequencyfilteringapproach |