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Well-characterized sequence features of eukaryote genomes and implications for ab initio gene prediction
In silico analysis of DNA sequences is an important area of computational biology in the post-genomic era. Over the past two decades, computational approaches for ab initio prediction of gene structure from genome sequence alone have largely facilitated our understanding on a variety of biological q...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Research Network of Computational and Structural Biotechnology
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4975701/ https://www.ncbi.nlm.nih.gov/pubmed/27536341 http://dx.doi.org/10.1016/j.csbj.2016.07.002 |
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author | Huang, Ying Chen, Shi-Yi Deng, Feilong |
author_facet | Huang, Ying Chen, Shi-Yi Deng, Feilong |
author_sort | Huang, Ying |
collection | PubMed |
description | In silico analysis of DNA sequences is an important area of computational biology in the post-genomic era. Over the past two decades, computational approaches for ab initio prediction of gene structure from genome sequence alone have largely facilitated our understanding on a variety of biological questions. Although the computational prediction of protein-coding genes has already been well-established, we are also facing challenges to robustly find the non-coding RNA genes, such as miRNA and lncRNA. Two main aspects of ab initio gene prediction include the computed values for describing sequence features and used algorithm for training the discriminant function, and by which different combinations are employed into various bioinformatic tools. Herein, we briefly review these well-characterized sequence features in eukaryote genomes and applications to ab initio gene prediction. The main purpose of this article is to provide an overview to beginners who aim to develop the related bioinformatic tools. |
format | Online Article Text |
id | pubmed-4975701 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Research Network of Computational and Structural Biotechnology |
record_format | MEDLINE/PubMed |
spelling | pubmed-49757012016-08-17 Well-characterized sequence features of eukaryote genomes and implications for ab initio gene prediction Huang, Ying Chen, Shi-Yi Deng, Feilong Comput Struct Biotechnol J Short Survey In silico analysis of DNA sequences is an important area of computational biology in the post-genomic era. Over the past two decades, computational approaches for ab initio prediction of gene structure from genome sequence alone have largely facilitated our understanding on a variety of biological questions. Although the computational prediction of protein-coding genes has already been well-established, we are also facing challenges to robustly find the non-coding RNA genes, such as miRNA and lncRNA. Two main aspects of ab initio gene prediction include the computed values for describing sequence features and used algorithm for training the discriminant function, and by which different combinations are employed into various bioinformatic tools. Herein, we briefly review these well-characterized sequence features in eukaryote genomes and applications to ab initio gene prediction. The main purpose of this article is to provide an overview to beginners who aim to develop the related bioinformatic tools. Research Network of Computational and Structural Biotechnology 2016-07-27 /pmc/articles/PMC4975701/ /pubmed/27536341 http://dx.doi.org/10.1016/j.csbj.2016.07.002 Text en © 2016 Natrix Separations http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Short Survey Huang, Ying Chen, Shi-Yi Deng, Feilong Well-characterized sequence features of eukaryote genomes and implications for ab initio gene prediction |
title | Well-characterized sequence features of eukaryote genomes and implications for ab initio gene prediction |
title_full | Well-characterized sequence features of eukaryote genomes and implications for ab initio gene prediction |
title_fullStr | Well-characterized sequence features of eukaryote genomes and implications for ab initio gene prediction |
title_full_unstemmed | Well-characterized sequence features of eukaryote genomes and implications for ab initio gene prediction |
title_short | Well-characterized sequence features of eukaryote genomes and implications for ab initio gene prediction |
title_sort | well-characterized sequence features of eukaryote genomes and implications for ab initio gene prediction |
topic | Short Survey |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4975701/ https://www.ncbi.nlm.nih.gov/pubmed/27536341 http://dx.doi.org/10.1016/j.csbj.2016.07.002 |
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