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PureCLIP: capturing target-specific protein–RNA interaction footprints from single-nucleotide CLIP-seq data
The iCLIP and eCLIP techniques facilitate the detection of protein–RNA interaction sites at high resolution, based on diagnostic events at crosslink sites. However, previous methods do not explicitly model the specifics of iCLIP and eCLIP truncation patterns and possible biases. We developed PureCLI...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5746957/ https://www.ncbi.nlm.nih.gov/pubmed/29284540 http://dx.doi.org/10.1186/s13059-017-1364-2 |
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author | Krakau, Sabrina Richard, Hugues Marsico, Annalisa |
author_facet | Krakau, Sabrina Richard, Hugues Marsico, Annalisa |
author_sort | Krakau, Sabrina |
collection | PubMed |
description | The iCLIP and eCLIP techniques facilitate the detection of protein–RNA interaction sites at high resolution, based on diagnostic events at crosslink sites. However, previous methods do not explicitly model the specifics of iCLIP and eCLIP truncation patterns and possible biases. We developed PureCLIP (https://github.com/skrakau/PureCLIP), a hidden Markov model based approach, which simultaneously performs peak-calling and individual crosslink site detection. It explicitly incorporates a non-specific background signal and, for the first time, non-specific sequence biases. On both simulated and real data, PureCLIP is more accurate in calling crosslink sites than other state-of-the-art methods and has a higher agreement across replicates. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-017-1364-2) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5746957 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-57469572018-01-03 PureCLIP: capturing target-specific protein–RNA interaction footprints from single-nucleotide CLIP-seq data Krakau, Sabrina Richard, Hugues Marsico, Annalisa Genome Biol Method The iCLIP and eCLIP techniques facilitate the detection of protein–RNA interaction sites at high resolution, based on diagnostic events at crosslink sites. However, previous methods do not explicitly model the specifics of iCLIP and eCLIP truncation patterns and possible biases. We developed PureCLIP (https://github.com/skrakau/PureCLIP), a hidden Markov model based approach, which simultaneously performs peak-calling and individual crosslink site detection. It explicitly incorporates a non-specific background signal and, for the first time, non-specific sequence biases. On both simulated and real data, PureCLIP is more accurate in calling crosslink sites than other state-of-the-art methods and has a higher agreement across replicates. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-017-1364-2) contains supplementary material, which is available to authorized users. BioMed Central 2017-12-28 /pmc/articles/PMC5746957/ /pubmed/29284540 http://dx.doi.org/10.1186/s13059-017-1364-2 Text en © The Author(s) 2017 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 Krakau, Sabrina Richard, Hugues Marsico, Annalisa PureCLIP: capturing target-specific protein–RNA interaction footprints from single-nucleotide CLIP-seq data |
title | PureCLIP: capturing target-specific protein–RNA interaction footprints from single-nucleotide CLIP-seq data |
title_full | PureCLIP: capturing target-specific protein–RNA interaction footprints from single-nucleotide CLIP-seq data |
title_fullStr | PureCLIP: capturing target-specific protein–RNA interaction footprints from single-nucleotide CLIP-seq data |
title_full_unstemmed | PureCLIP: capturing target-specific protein–RNA interaction footprints from single-nucleotide CLIP-seq data |
title_short | PureCLIP: capturing target-specific protein–RNA interaction footprints from single-nucleotide CLIP-seq data |
title_sort | pureclip: capturing target-specific protein–rna interaction footprints from single-nucleotide clip-seq data |
topic | Method |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5746957/ https://www.ncbi.nlm.nih.gov/pubmed/29284540 http://dx.doi.org/10.1186/s13059-017-1364-2 |
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