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cloudrnaSPAdes: Isoform assembly using bulk barcoded RNA sequencing data.
Meleshko, Dmitry; Prjbelski, Andrey D; Raiko, Mikhail; Tomescu, Alexandru I; Tilgner, Hagen; Hajirasouliha, Iman.
Afiliación
  • Meleshko D; Tri-Institutional Computational Biology & Medicine Program, Weill Cornell Medicine of Cornell University, NY, 10021, USA.
  • Prjbelski AD; Institute for Computational Biomedicine, Department of Physiology and Biophysics, Weill Cornell Medicine, NY, 10021, USA.
  • Raiko M; Department of Computer Science, University of Helsinki, Finland.
  • Tomescu AI; Center for Algorithmic Biotechnology, Institute for Translational Biomedicine, St. Petersburg State University, St. Petersburg, Russia, 199004.
  • Tilgner H; Department of Computer Science, University of Helsinki, Finland.
  • Hajirasouliha I; Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, 10021, USA.
bioRxiv ; 2023 Jul 27.
Article en En | MEDLINE | ID: mdl-37546844
ABSTRACT
Motivation Recent advancements in long-read RNA sequencing have enabled the examination of full-length isoforms, previously uncaptured by short-read sequencing methods. An alternative powerful method for studying isoforms is through the use of barcoded short-read RNA reads, for which a barcode indicates whether two short-reads arise from the same molecule or not. Such techniques included the 10x Genomics linked-read based SParse Isoform Sequencing (SPIso-seq), as well as Loop-Seq, or Tell-Seq. Some applications, such as novel-isoform discovery, require very high coverage. Obtaining high coverage using long reads can be difficult, making barcoded RNA-seq data a valuable alternative for this task. However, most annotation pipelines are not able to work with a set of short reads instead of a single transcript, also not able to work with coverage gaps within a molecule if any. In order to overcome this challenge, we present an RNA-seq assembler allowing the determination of the expressed isoform per barcode.

Results:

In this paper, we present cloudrnaSPAdes, a tool for assembling full-length isoforms from barcoded RNA-seq linked-read data in a reference-free fashion. Evaluating it on simulated and real human data, we found that cloudrnaSPAdes accurately assembles isoforms, even for genes with high isoform diversity.

Availability:

cloudrnaSPAdes is a feature release of a SPAdes assembler and available at https//cab.spbu.ru/software/cloudrnaspades/.

Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Idioma: En Revista: BioRxiv Año: 2023 Tipo del documento: Article País de afiliación: Estados Unidos

Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Idioma: En Revista: BioRxiv Año: 2023 Tipo del documento: Article País de afiliación: Estados Unidos