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A Filtering Method for Identification of Significant Target mRNAs of Coexpressed and Differentially Expressed MicroRNA Clusters

MicroRNA (miRNA) binding is primarily based on sequence, but structure-specific binding is also possible. Various prediction algorithms have been developed for predicting miRNA target genes; the results, however, have relatively high levels of false positives, and the degree of overlap between predi...

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Detalles Bibliográficos
Autores principales: Lee, Su Yeon, Shin, Soo-Yong, Yoon, Young Jo, Park, Yu Rang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6157198/
https://www.ncbi.nlm.nih.gov/pubmed/30298100
http://dx.doi.org/10.1155/2018/4932904
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author Lee, Su Yeon
Shin, Soo-Yong
Yoon, Young Jo
Park, Yu Rang
author_facet Lee, Su Yeon
Shin, Soo-Yong
Yoon, Young Jo
Park, Yu Rang
author_sort Lee, Su Yeon
collection PubMed
description MicroRNA (miRNA) binding is primarily based on sequence, but structure-specific binding is also possible. Various prediction algorithms have been developed for predicting miRNA target genes; the results, however, have relatively high levels of false positives, and the degree of overlap between predicted targets from different methods is poor or null. We devised a new method for identifying significant miRNA target genes from an extensive list of predicted miRNA target gene relationships using hypergeometric distributions. We evaluated our method in statistical and semantic aspects using a common miRNA cluster from six solid tumors. Our method provides statistically and semantically significant miRNA target genes. Complementing target prediction algorithms with our proposed method may have a significant synergistic effect in finding and evaluating functional annotation and enrichment analysis for miRNA.
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spelling pubmed-61571982018-10-08 A Filtering Method for Identification of Significant Target mRNAs of Coexpressed and Differentially Expressed MicroRNA Clusters Lee, Su Yeon Shin, Soo-Yong Yoon, Young Jo Park, Yu Rang J Healthc Eng Research Article MicroRNA (miRNA) binding is primarily based on sequence, but structure-specific binding is also possible. Various prediction algorithms have been developed for predicting miRNA target genes; the results, however, have relatively high levels of false positives, and the degree of overlap between predicted targets from different methods is poor or null. We devised a new method for identifying significant miRNA target genes from an extensive list of predicted miRNA target gene relationships using hypergeometric distributions. We evaluated our method in statistical and semantic aspects using a common miRNA cluster from six solid tumors. Our method provides statistically and semantically significant miRNA target genes. Complementing target prediction algorithms with our proposed method may have a significant synergistic effect in finding and evaluating functional annotation and enrichment analysis for miRNA. Hindawi 2018-09-12 /pmc/articles/PMC6157198/ /pubmed/30298100 http://dx.doi.org/10.1155/2018/4932904 Text en Copyright © 2018 Su Yeon Lee et al. http://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 Research Article
Lee, Su Yeon
Shin, Soo-Yong
Yoon, Young Jo
Park, Yu Rang
A Filtering Method for Identification of Significant Target mRNAs of Coexpressed and Differentially Expressed MicroRNA Clusters
title A Filtering Method for Identification of Significant Target mRNAs of Coexpressed and Differentially Expressed MicroRNA Clusters
title_full A Filtering Method for Identification of Significant Target mRNAs of Coexpressed and Differentially Expressed MicroRNA Clusters
title_fullStr A Filtering Method for Identification of Significant Target mRNAs of Coexpressed and Differentially Expressed MicroRNA Clusters
title_full_unstemmed A Filtering Method for Identification of Significant Target mRNAs of Coexpressed and Differentially Expressed MicroRNA Clusters
title_short A Filtering Method for Identification of Significant Target mRNAs of Coexpressed and Differentially Expressed MicroRNA Clusters
title_sort filtering method for identification of significant target mrnas of coexpressed and differentially expressed microrna clusters
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6157198/
https://www.ncbi.nlm.nih.gov/pubmed/30298100
http://dx.doi.org/10.1155/2018/4932904
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