cloudrnaSPAdes: Isoform assembly using bulk barcoded RNA sequencing data. Academic Article uri icon

Overview

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 that allows 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 version used for this paper is available at https://cab.spbu.ru/software/cloudrnaspades/ and https://github.com/ablab/spades/releases/tag/rnacloudSPAdes.

publication date

  • January 23, 2024

Research

keywords

  • Genomics
  • RNA

Identity

Digital Object Identifier (DOI)

  • 10.1093/bioinformatics/btad781

PubMed ID

  • 38262343