Cargando…

PATTERNA: transcriptome-wide search for functional RNA elements via structural data signatures

Establishing a link between RNA structure and function remains a great challenge in RNA biology. The emergence of high-throughput structure profiling experiments is revolutionizing our ability to decipher structure, yet principled approaches for extracting information on structural elements directly...

Descripción completa

Detalles Bibliográficos
Autores principales: Ledda, Mirko, Aviran, Sharon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5833111/
https://www.ncbi.nlm.nih.gov/pubmed/29495968
http://dx.doi.org/10.1186/s13059-018-1399-z
_version_ 1783303429222825984
author Ledda, Mirko
Aviran, Sharon
author_facet Ledda, Mirko
Aviran, Sharon
author_sort Ledda, Mirko
collection PubMed
description Establishing a link between RNA structure and function remains a great challenge in RNA biology. The emergence of high-throughput structure profiling experiments is revolutionizing our ability to decipher structure, yet principled approaches for extracting information on structural elements directly from these data sets are lacking. We present patteRNA, an unsupervised pattern recognition algorithm that rapidly mines RNA structure motifs from profiling data. We demonstrate that patteRNA detects motifs with an accuracy comparable to commonly used thermodynamic models and highlight its utility in automating data-directed structure modeling from large data sets. patteRNA is versatile and compatible with diverse profiling techniques and experimental conditions. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13059-018-1399-z) contains supplementary material, which is available to authorized users.
format Online
Article
Text
id pubmed-5833111
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-58331112018-03-05 PATTERNA: transcriptome-wide search for functional RNA elements via structural data signatures Ledda, Mirko Aviran, Sharon Genome Biol Method Establishing a link between RNA structure and function remains a great challenge in RNA biology. The emergence of high-throughput structure profiling experiments is revolutionizing our ability to decipher structure, yet principled approaches for extracting information on structural elements directly from these data sets are lacking. We present patteRNA, an unsupervised pattern recognition algorithm that rapidly mines RNA structure motifs from profiling data. We demonstrate that patteRNA detects motifs with an accuracy comparable to commonly used thermodynamic models and highlight its utility in automating data-directed structure modeling from large data sets. patteRNA is versatile and compatible with diverse profiling techniques and experimental conditions. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13059-018-1399-z) contains supplementary material, which is available to authorized users. BioMed Central 2018-03-01 /pmc/articles/PMC5833111/ /pubmed/29495968 http://dx.doi.org/10.1186/s13059-018-1399-z Text en © The Author(s) 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Method
Ledda, Mirko
Aviran, Sharon
PATTERNA: transcriptome-wide search for functional RNA elements via structural data signatures
title PATTERNA: transcriptome-wide search for functional RNA elements via structural data signatures
title_full PATTERNA: transcriptome-wide search for functional RNA elements via structural data signatures
title_fullStr PATTERNA: transcriptome-wide search for functional RNA elements via structural data signatures
title_full_unstemmed PATTERNA: transcriptome-wide search for functional RNA elements via structural data signatures
title_short PATTERNA: transcriptome-wide search for functional RNA elements via structural data signatures
title_sort patterna: transcriptome-wide search for functional rna elements via structural data signatures
topic Method
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5833111/
https://www.ncbi.nlm.nih.gov/pubmed/29495968
http://dx.doi.org/10.1186/s13059-018-1399-z
work_keys_str_mv AT leddamirko patternatranscriptomewidesearchforfunctionalrnaelementsviastructuraldatasignatures
AT aviransharon patternatranscriptomewidesearchforfunctionalrnaelementsviastructuraldatasignatures