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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
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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 |
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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 |