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PROmiRNA: a new miRNA promoter recognition method uncovers the complex regulation of intronic miRNAs

The regulation of intragenic miRNAs by their own intronic promoters is one of the open problems of miRNA biogenesis. Here, we describe PROmiRNA, a new approach for miRNA promoter annotation based on a semi-supervised statistical model trained on deepCAGE data and sequence features. We validate our r...

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Detalles Bibliográficos
Autores principales: Marsico, Annalisa, Huska, Matthew R, Lasserre, Julia, Hu, Haiyang, Vucicevic, Dubravka, Musahl, Anne, Orom, Ulf Andersson, Vingron, Martin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4053815/
https://www.ncbi.nlm.nih.gov/pubmed/23958307
http://dx.doi.org/10.1186/gb-2013-14-8-r84
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author Marsico, Annalisa
Huska, Matthew R
Lasserre, Julia
Hu, Haiyang
Vucicevic, Dubravka
Musahl, Anne
Orom, Ulf Andersson
Vingron, Martin
author_facet Marsico, Annalisa
Huska, Matthew R
Lasserre, Julia
Hu, Haiyang
Vucicevic, Dubravka
Musahl, Anne
Orom, Ulf Andersson
Vingron, Martin
author_sort Marsico, Annalisa
collection PubMed
description The regulation of intragenic miRNAs by their own intronic promoters is one of the open problems of miRNA biogenesis. Here, we describe PROmiRNA, a new approach for miRNA promoter annotation based on a semi-supervised statistical model trained on deepCAGE data and sequence features. We validate our results with existing annotation, PolII occupancy data and read coverage from RNA-seq data. Compared to previous methods PROmiRNA increases the detection rate of intronic promoters by 30%, allowing us to perform a large-scale analysis of their genomic features, as well as elucidate their contribution to tissue-specific regulation. PROmiRNA can be downloaded from http://promirna.molgen.mpg.de.
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spelling pubmed-40538152014-06-12 PROmiRNA: a new miRNA promoter recognition method uncovers the complex regulation of intronic miRNAs Marsico, Annalisa Huska, Matthew R Lasserre, Julia Hu, Haiyang Vucicevic, Dubravka Musahl, Anne Orom, Ulf Andersson Vingron, Martin Genome Biol Method The regulation of intragenic miRNAs by their own intronic promoters is one of the open problems of miRNA biogenesis. Here, we describe PROmiRNA, a new approach for miRNA promoter annotation based on a semi-supervised statistical model trained on deepCAGE data and sequence features. We validate our results with existing annotation, PolII occupancy data and read coverage from RNA-seq data. Compared to previous methods PROmiRNA increases the detection rate of intronic promoters by 30%, allowing us to perform a large-scale analysis of their genomic features, as well as elucidate their contribution to tissue-specific regulation. PROmiRNA can be downloaded from http://promirna.molgen.mpg.de. BioMed Central 2013 2013-08-16 /pmc/articles/PMC4053815/ /pubmed/23958307 http://dx.doi.org/10.1186/gb-2013-14-8-r84 Text en Copyright © 2013 Marsico et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Method
Marsico, Annalisa
Huska, Matthew R
Lasserre, Julia
Hu, Haiyang
Vucicevic, Dubravka
Musahl, Anne
Orom, Ulf Andersson
Vingron, Martin
PROmiRNA: a new miRNA promoter recognition method uncovers the complex regulation of intronic miRNAs
title PROmiRNA: a new miRNA promoter recognition method uncovers the complex regulation of intronic miRNAs
title_full PROmiRNA: a new miRNA promoter recognition method uncovers the complex regulation of intronic miRNAs
title_fullStr PROmiRNA: a new miRNA promoter recognition method uncovers the complex regulation of intronic miRNAs
title_full_unstemmed PROmiRNA: a new miRNA promoter recognition method uncovers the complex regulation of intronic miRNAs
title_short PROmiRNA: a new miRNA promoter recognition method uncovers the complex regulation of intronic miRNAs
title_sort promirna: a new mirna promoter recognition method uncovers the complex regulation of intronic mirnas
topic Method
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4053815/
https://www.ncbi.nlm.nih.gov/pubmed/23958307
http://dx.doi.org/10.1186/gb-2013-14-8-r84
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