mirWIP: microRNA target prediction based on microRNA-containing ribonucleoprotein-enriched transcripts
A new prediction algorithm for microRNA targets, mirWIP, is presented. The algorithm weights target site features based on their enrichment in an experimentally defined immunoprecipitation dataset and identifies verified miRNA-mRNA interactions in Caenorhabditis elegans with improved specificity com...
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Published in | Nature methods Vol. 5; no. 9; pp. 813 - 819 |
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Main Authors | , , , , , , , |
Format | Journal Article |
Language | English |
Published |
New York
Nature Publishing Group US
01.09.2008
Nature Publishing Group |
Subjects | |
Online Access | Get full text |
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Summary: | A new prediction algorithm for microRNA targets, mirWIP, is presented. The algorithm weights target site features based on their enrichment in an experimentally defined immunoprecipitation dataset and identifies verified miRNA-mRNA interactions in
Caenorhabditis elegans
with improved specificity compared to current methods.
Target prediction for animal microRNAs (miRNAs) has been hindered by the small number of verified targets available to evaluate the accuracy of predicted miRNA-target interactions. Recently, a dataset of 3,404 miRNA-associated mRNA transcripts was identified by immunoprecipitation of the RNA-induced silencing complex components AIN-1 and AIN-2. Our analysis of this AIN-IP dataset revealed enrichment for defining characteristics of functional miRNA-target interactions, including structural accessibility of target sequences, total free energy of miRNA-target hybridization and topology of base-pairing to the 5′ seed region of the miRNA. We used these enriched characteristics as the basis for a quantitative miRNA target prediction method, miRNA targets by weighting immunoprecipitation-enriched parameters (mirWIP), which optimizes sensitivity to verified miRNA-target interactions and specificity to the AIN-IP dataset. MirWIP can be used to capture all known conserved miRNA-mRNA target relationships in
Caenorhabditis elegans
at a lower false-positive rate than can the current standard methods. |
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Bibliography: | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 |
ISSN: | 1548-7091 1548-7105 |
DOI: | 10.1038/nmeth.1247 |