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Long Noncoding RNA Identification: Comparing Machine Learning Based Tools for Long Noncoding Transcripts Discrimination

Long noncoding RNA (lncRNA) is a kind of noncoding RNA with length more than 200 nucleotides, which aroused interest of people in recent years. Lots of studies have confirmed that human genome contains many thousands of lncRNAs which exert great influence over some critical regulators of cellular pr...

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Detalles Bibliográficos
Autores principales: Han, Siyu, Liang, Yanchun, Li, Ying, Du, Wei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5153550/
https://www.ncbi.nlm.nih.gov/pubmed/28042575
http://dx.doi.org/10.1155/2016/8496165
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author Han, Siyu
Liang, Yanchun
Li, Ying
Du, Wei
author_facet Han, Siyu
Liang, Yanchun
Li, Ying
Du, Wei
author_sort Han, Siyu
collection PubMed
description Long noncoding RNA (lncRNA) is a kind of noncoding RNA with length more than 200 nucleotides, which aroused interest of people in recent years. Lots of studies have confirmed that human genome contains many thousands of lncRNAs which exert great influence over some critical regulators of cellular process. With the advent of high-throughput sequencing technologies, a great quantity of sequences is waiting for exploitation. Thus, many programs are developed to distinguish differences between coding and long noncoding transcripts. Different programs are generally designed to be utilised under different circumstances and it is sensible and practical to select an appropriate method according to a certain situation. In this review, several popular methods and their advantages, disadvantages, and application scopes are summarised to assist people in employing a suitable method and obtaining a more reliable result.
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spelling pubmed-51535502017-01-01 Long Noncoding RNA Identification: Comparing Machine Learning Based Tools for Long Noncoding Transcripts Discrimination Han, Siyu Liang, Yanchun Li, Ying Du, Wei Biomed Res Int Review Article Long noncoding RNA (lncRNA) is a kind of noncoding RNA with length more than 200 nucleotides, which aroused interest of people in recent years. Lots of studies have confirmed that human genome contains many thousands of lncRNAs which exert great influence over some critical regulators of cellular process. With the advent of high-throughput sequencing technologies, a great quantity of sequences is waiting for exploitation. Thus, many programs are developed to distinguish differences between coding and long noncoding transcripts. Different programs are generally designed to be utilised under different circumstances and it is sensible and practical to select an appropriate method according to a certain situation. In this review, several popular methods and their advantages, disadvantages, and application scopes are summarised to assist people in employing a suitable method and obtaining a more reliable result. Hindawi Publishing Corporation 2016 2016-11-29 /pmc/articles/PMC5153550/ /pubmed/28042575 http://dx.doi.org/10.1155/2016/8496165 Text en Copyright © 2016 Siyu Han et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review Article
Han, Siyu
Liang, Yanchun
Li, Ying
Du, Wei
Long Noncoding RNA Identification: Comparing Machine Learning Based Tools for Long Noncoding Transcripts Discrimination
title Long Noncoding RNA Identification: Comparing Machine Learning Based Tools for Long Noncoding Transcripts Discrimination
title_full Long Noncoding RNA Identification: Comparing Machine Learning Based Tools for Long Noncoding Transcripts Discrimination
title_fullStr Long Noncoding RNA Identification: Comparing Machine Learning Based Tools for Long Noncoding Transcripts Discrimination
title_full_unstemmed Long Noncoding RNA Identification: Comparing Machine Learning Based Tools for Long Noncoding Transcripts Discrimination
title_short Long Noncoding RNA Identification: Comparing Machine Learning Based Tools for Long Noncoding Transcripts Discrimination
title_sort long noncoding rna identification: comparing machine learning based tools for long noncoding transcripts discrimination
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5153550/
https://www.ncbi.nlm.nih.gov/pubmed/28042575
http://dx.doi.org/10.1155/2016/8496165
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