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Extending rnaSPAdes functionality for hybrid transcriptome assembly

Authors :
Andrey D. Prjibelski
Giuseppe D. Puglia
Dmitry Antipov
Elena Bushmanova
Daniela Giordano
Alla Mikheenko
Domenico Vitale
Alla Lapidus
Source :
BMC Bioinformatics, Vol 21, Iss S12, Pp 1-9 (2020)
Publication Year :
2020
Publisher :
BMC, 2020.

Abstract

Abstract Background De novo RNA-Seq assembly is a powerful method for analysing transcriptomes when the reference genome is not available or poorly annotated. However, due to the short length of Illumina reads it is usually impossible to reconstruct complete sequences of complex genes and alternative isoforms. Recently emerged possibility to generate long RNA reads, such as PacBio and Oxford Nanopores, may dramatically improve the assembly quality, and thus the consecutive analysis. While reference-based tools for analysing long RNA reads were recently developed, there is no established pipeline for de novo assembly of such data. Results In this work we present a novel method that allows to perform high-quality de novo transcriptome assemblies by combining accuracy and reliability of short reads with exon structure information carried out from long error-prone reads. The algorithm is designed by incorporating existing hybridSPAdes approach into rnaSPAdes pipeline and adapting it for transcriptomic data. Conclusion To evaluate the benefit of using long RNA reads we selected several datasets containing both Illumina and Iso-seq or Oxford Nanopore Technologies (ONT) reads. Using an existing quality assessment software, we show that hybrid assemblies performed with rnaSPAdes contain more full-length genes and alternative isoforms comparing to the case when only short-read data is used.

Details

Language :
English
ISSN :
14712105
Volume :
21
Issue :
S12
Database :
Directory of Open Access Journals
Journal :
BMC Bioinformatics
Publication Type :
Academic Journal
Accession number :
edsdoj.9f1e419722c4e578246f859247433ba
Document Type :
article
Full Text :
https://doi.org/10.1186/s12859-020-03614-2