Literature DB >> 29523794

Complementarity of assembly-first and mapping-first approaches for alternative splicing annotation and differential analysis from RNAseq data.

Clara Benoit-Pilven1, Camille Marchet2, Emilie Chautard1,3, Leandro Lima3, Marie-Pierre Lambert1, Gustavo Sacomoto3, Amandine Rey1, Audric Cologne3, Sophie Terrone1, Louis Dulaurier1, Jean-Baptiste Claude1, Cyril F Bourgeois1, Didier Auboeuf4, Vincent Lacroix5.   

Abstract

Genome-wide analyses estimate that more than 90% of multi exonic human genes produce at least two transcripts through alternative splicing (AS). Various bioinformatics methods are available to analyze AS from RNAseq data. Most methods start by mapping the reads to an annotated reference genome, but some start by a de novo assembly of the reads. In this paper, we present a systematic comparison of a mapping-first approach (FARLINE) and an assembly-first approach (KISSPLICE). We applied these methods to two independent RNAseq datasets and found that the predictions of the two pipelines overlapped (70% of exon skipping events were common), but with noticeable differences. The assembly-first approach allowed to find more novel variants, including novel unannotated exons and splice sites. It also predicted AS in recently duplicated genes. The mapping-first approach allowed to find more lowly expressed splicing variants, and splice variants overlapping repeats. This work demonstrates that annotating AS with a single approach leads to missing out a large number of candidates, many of which are differentially regulated across conditions and can be validated experimentally. We therefore advocate for the combined use of both mapping-first and assembly-first approaches for the annotation and differential analysis of AS from RNAseq datasets.

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Year:  2018        PMID: 29523794      PMCID: PMC5844962          DOI: 10.1038/s41598-018-21770-7

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.379


  35 in total

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2.  Age-dependent gain of alternative splice forms and biased duplication explain the relation between splicing and duplication.

Authors:  Julien Roux; Marc Robinson-Rechavi
Journal:  Genome Res       Date:  2010-12-20       Impact factor: 9.043

3.  Alternative splicing and gene duplication are inversely correlated evolutionary mechanisms.

Authors:  Naama M Kopelman; Doron Lancet; Itai Yanai
Journal:  Nat Genet       Date:  2005-05-15       Impact factor: 38.330

4.  Deep surveying of alternative splicing complexity in the human transcriptome by high-throughput sequencing.

Authors:  Qun Pan; Ofer Shai; Leo J Lee; Brendan J Frey; Benjamin J Blencowe
Journal:  Nat Genet       Date:  2008-11-02       Impact factor: 38.330

Review 5.  Alternative pre-mRNA splicing regulation in cancer: pathways and programs unhinged.

Authors:  Charles J David; James L Manley
Journal:  Genes Dev       Date:  2010-11-01       Impact factor: 11.361

6.  Analysis and design of RNA sequencing experiments for identifying isoform regulation.

Authors:  Yarden Katz; Eric T Wang; Edoardo M Airoldi; Christopher B Burge
Journal:  Nat Methods       Date:  2010-11-07       Impact factor: 28.547

7.  MATS: a Bayesian framework for flexible detection of differential alternative splicing from RNA-Seq data.

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Journal:  Nucleic Acids Res       Date:  2012-01-20       Impact factor: 16.971

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Journal:  Genome Biol       Date:  2016-04-07       Impact factor: 13.583

9.  Alternative isoform regulation in human tissue transcriptomes.

Authors:  Eric T Wang; Rickard Sandberg; Shujun Luo; Irina Khrebtukova; Lu Zhang; Christine Mayr; Stephen F Kingsmore; Gary P Schroth; Christopher B Burge
Journal:  Nature       Date:  2008-11-27       Impact factor: 49.962

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Journal:  Nature       Date:  2012-09-06       Impact factor: 49.962

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Journal:  Nat Commun       Date:  2022-07-04       Impact factor: 17.694

Review 2.  Alternative Splicing of ALS Genes: Misregulation and Potential Therapies.

Authors:  Benedetta Perrone; Valentina La Cognata; Teresa Sprovieri; Carmine Ungaro; Francesca Luisa Conforti; Sebastiano Andò; Sebastiano Cavallaro
Journal:  Cell Mol Neurobiol       Date:  2019-08-05       Impact factor: 5.046

3.  Interplay between coding and exonic splicing regulatory sequences.

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Journal:  Genome Res       Date:  2019-04-08       Impact factor: 9.043

4.  Visualization and analysis of RNA-Seq assembly graphs.

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Journal:  Nucleic Acids Res       Date:  2019-08-22       Impact factor: 16.971

5.  Genetic basis of functional variability in adhesion G protein-coupled receptors.

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Journal:  Sci Rep       Date:  2019-07-30       Impact factor: 4.379

Review 6.  Sex differences in spiders: from phenotype to genomics.

Authors:  Mathilde Cordellier; Jutta M Schneider; Gabriele Uhl; Nico Posnien
Journal:  Dev Genes Evol       Date:  2020-02-12       Impact factor: 0.900

7.  New insights into minor splicing-a transcriptomic analysis of cells derived from TALS patients.

Authors:  Anne-Louise Leutenegger; Sylvie Mazoyer; Patrick Edery; Vincent Lacroix; Audric Cologne; Clara Benoit-Pilven; Alicia Besson; Audrey Putoux; Amandine Campan-Fournier; Michael B Bober; Christine E M De Die-Smulders; Aimee D C Paulussen; Lucile Pinson; Annick Toutain; Chaim M Roifman
Journal:  RNA       Date:  2019-06-07       Impact factor: 4.942

8.  Intragenic recruitment of NF-κB drives splicing modifications upon activation by the oncogene Tax of HTLV-1.

Authors:  Paul Marie; Morgan Thenoz; Guillaume Giraud; Lamya Ben Ameur; Emmanuel Combe; Jean-Baptiste Claude; Sebastien Lemaire; Nicolas Fontrodona; Hélène Polveche; Marine Bastien; Antoine Gessain; Eric Wattel; Cyril F Bourgeois; Didier Auboeuf; Franck Mortreux
Journal:  Nat Commun       Date:  2020-06-16       Impact factor: 14.919

9.  ZRANB2 and SYF2-mediated splicing programs converging on ECT2 are involved in breast cancer cell resistance to doxorubicin.

Authors:  Iris Tanaka; Alina Chakraborty; Olivier Saulnier; Clara Benoit-Pilven; Sophie Vacher; Dalila Labiod; Eric W F Lam; Ivan Bièche; Olivier Delattre; Frédéric Pouzoulet; Didier Auboeuf; Stéphan Vagner; Martin Dutertre
Journal:  Nucleic Acids Res       Date:  2020-03-18       Impact factor: 16.971

10.  Characterizing the interplay between gene nucleotide composition bias and splicing.

Authors:  Sébastien Lemaire; Nicolas Fontrodona; Fabien Aubé; Jean-Baptiste Claude; Hélène Polvèche; Laurent Modolo; Cyril F Bourgeois; Franck Mortreux; Didier Auboeuf
Journal:  Genome Biol       Date:  2019-11-29       Impact factor: 13.583

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