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ReorientExpress: reference-free orientation of nanopore cDNA reads with deep learning

dc.contributor.authorRuiz-Reche, Angel
dc.contributor.authorSrivastava, Akanksha
dc.contributor.authorIndi, Joel A.
dc.contributor.authorde la Rubia, Ivan
dc.contributor.authorEyras, Eduardo
dc.date.accessioned2022-04-13T15:36:10Z
dc.date.available2022-04-13T15:36:10Z
dc.date.issued2019
dc.description© The Author(s). 2019. 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.pt_PT
dc.description.abstractWe describe ReorientExpress, a method to perform reference-free orientation of transcriptomic long sequencing reads. ReorientExpress uses deep learning to correctly predict the orientation of the majority of reads, and in particular when trained on a closely related species or in combination with read clustering. ReorientExpress enables long-read transcriptomics in non-model organisms and samples without a genome reference without using additional technologies and is available at https://github.com/comprna/reorientexpresspt_PT
dc.description.sponsorshipPart of this work was funded by the Spanish Government and FEDER with grants BIO2017-85364-R and MDM-2014-0370 and by Catalan Government (AGAUR) with grant SGR2017-1020. JI was supported by a PhD grant from FCT (Fundação para a Ciência e a Tecnologia) Portugal. IdlR had funding from an FPI grant from the Spanish Government (PRE2018-083413).pt_PT
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.citationGenome Biol. 2019 Nov 29;20(1):260pt_PT
dc.identifier.doi10.1186/s13059-019-1884-zpt_PT
dc.identifier.eissn1465-6906
dc.identifier.issn1474-760X
dc.identifier.urihttp://hdl.handle.net/10451/52338
dc.language.isoengpt_PT
dc.peerreviewedyespt_PT
dc.publisherSpringer Naturept_PT
dc.relation.publisherversionhttps://genomebiology.biomedcentral.com/pt_PT
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/pt_PT
dc.titleReorientExpress: reference-free orientation of nanopore cDNA reads with deep learningpt_PT
dc.typejournal article
dspace.entity.typePublication
oaire.citation.issue1pt_PT
oaire.citation.titleGenome Biologypt_PT
oaire.citation.volume20pt_PT
rcaap.rightsopenAccesspt_PT
rcaap.typearticlept_PT

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