Literature DB >> 35013600

Partitioning RNAs by length improves transcriptome reconstruction from short-read RNA-seq data.

Francisca Rojas Ringeling1, Shounak Chakraborty1, Caroline Vissers2, Derek Reiman3, Akshay M Patel1, Ki-Heon Lee4, Ari Hong5,6, Chan-Woo Park4, Tim Reska1, Julien Gagneur7,8,9, Hyeshik Chang5,6,10, Maria L Spletter11, Ki-Jun Yoon4, Guo-Li Ming12, Hongjun Song12, Stefan Canzar13.   

Abstract

The accuracy of methods for assembling transcripts from short-read RNA sequencing data is limited by the lack of long-range information. Here we introduce Ladder-seq, an approach that separates transcripts according to their lengths before sequencing and uses the additional information to improve the quantification and assembly of transcripts. Using simulated data, we show that a kallisto algorithm extended to process Ladder-seq data quantifies transcripts of complex genes with substantially higher accuracy than conventional kallisto. For reference-based assembly, a tailored scheme based on the StringTie2 algorithm reconstructs a single transcript with 30.8% higher precision than its conventional counterpart and is more than 30% more sensitive for complex genes. For de novo assembly, a similar scheme based on the Trinity algorithm correctly assembles 78% more transcripts than conventional Trinity while improving precision by 78%. In experimental data, Ladder-seq reveals 40% more genes harboring isoform switches compared to conventional RNA sequencing and unveils widespread changes in isoform usage upon m6A depletion by Mettl14 knockout.
© 2022. The Author(s), under exclusive licence to Springer Nature America, Inc.

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Year:  2022        PMID: 35013600     DOI: 10.1038/s41587-021-01136-7

Source DB:  PubMed          Journal:  Nat Biotechnol        ISSN: 1087-0156            Impact factor:   68.164


  54 in total

1.  Characterization of Novikoff hepatoma mRNA methylation and heterogeneity in the methylated 5' terminus.

Authors:  R C Desrosiers; K H Friderici; F M Rottman
Journal:  Biochemistry       Date:  1975-10-07       Impact factor: 3.162

2.  Genome-wide binding and mechanistic analyses of Smchd1-mediated epigenetic regulation.

Authors:  Kelan Chen; Jiang Hu; Darcy L Moore; Ruijie Liu; Sarah A Kessans; Kelsey Breslin; Isabelle S Lucet; Andrew Keniry; Huei San Leong; Clare L Parish; Douglas J Hilton; Richard J L F Lemmers; Silvère M van der Maarel; Peter E Czabotar; Renwick C J Dobson; Matthew E Ritchie; Graham F Kay; James M Murphy; Marnie E Blewitt
Journal:  Proc Natl Acad Sci U S A       Date:  2015-06-19       Impact factor: 11.205

3.  Evolutionary dynamics of gene and isoform regulation in Mammalian tissues.

Authors:  Jason Merkin; Caitlin Russell; Ping Chen; Christopher B Burge
Journal:  Science       Date:  2012-12-21       Impact factor: 47.728

4.  The evolutionary landscape of alternative splicing in vertebrate species.

Authors:  Nuno L Barbosa-Morais; Manuel Irimia; Qun Pan; Hui Y Xiong; Serge Gueroussov; Leo J Lee; Valentina Slobodeniuc; Claudia Kutter; Stephen Watt; Recep Colak; TaeHyung Kim; Christine M Misquitta-Ali; Michael D Wilson; Philip M Kim; Duncan T Odom; Brendan J Frey; Benjamin J Blencowe
Journal:  Science       Date:  2012-12-21       Impact factor: 47.728

5.  A benchmark for RNA-seq quantification pipelines.

Authors:  Mingxiang Teng; Michael I Love; Carrie A Davis; Sarah Djebali; Alexander Dobin; Brenton R Graveley; Sheng Li; Christopher E Mason; Sara Olson; Dmitri Pervouchine; Cricket A Sloan; Xintao Wei; Lijun Zhan; Rafael A Irizarry
Journal:  Genome Biol       Date:  2016-04-23       Impact factor: 13.583

6.  Evaluation and comparison of computational tools for RNA-seq isoform quantification.

Authors:  Chi Zhang; Baohong Zhang; Lih-Ling Lin; Shanrong Zhao
Journal:  BMC Genomics       Date:  2017-08-07       Impact factor: 3.969

7.  Bayesian nonparametric discovery of isoforms and individual specific quantification.

Authors:  Derek Aguiar; Li-Fang Cheng; Bianca Dumitrascu; Fantine Mordelet; Athma A Pai; Barbara E Engelhardt
Journal:  Nat Commun       Date:  2018-04-27       Impact factor: 14.919

8.  A comprehensive examination of Nanopore native RNA sequencing for characterization of complex transcriptomes.

Authors:  Charlotte Soneson; Yao Yao; Anna Bratus-Neuenschwander; Andrea Patrignani; Mark D Robinson; Shobbir Hussain
Journal:  Nat Commun       Date:  2019-07-31       Impact factor: 14.919

9.  Genome-wide analysis of mRNA lengths in Saccharomyces cerevisiae.

Authors:  Evan H Hurowitz; Patrick O Brown
Journal:  Genome Biol       Date:  2003-12-22       Impact factor: 13.583

10.  A multi-sample approach increases the accuracy of transcript assembly.

Authors:  Li Song; Sarven Sabunciyan; Guangyu Yang; Liliana Florea
Journal:  Nat Commun       Date:  2019-11-01       Impact factor: 14.919

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