Literature DB >> 29688305

PathwaySplice: an R package for unbiased pathway analysis of alternative splicing in RNA-Seq data.

Aimin Yan1, Yuguang Ban1, Zhen Gao1, Xi Chen1,2, Lily Wang1,2,3.   

Abstract

Summary: Pathway analysis of alternative splicing would be biased without accounting for the different number of exons or junctions associated with each gene, because genes with higher number of exons or junctions are more likely to be included in the 'significant' gene list in alternative splicing. We present PathwaySplice, an R package that (i) Performs pathway analysis that explicitly adjusts for the number of exons or junctions associated with each gene; (ii) visualizes selection bias due to different number of exons or junctions for each gene and formally tests for presence of bias using logistic regression; (iii) supports gene sets based on the Gene Ontology terms, as well as more broadly defined gene sets (e.g. MSigDB) or user defined gene sets; (iv) identifies the significant genes driving pathway significance and (v) organizes significant pathways with an enrichment map, where pathways with large number of overlapping genes are grouped together in a network graph. Availability and implementation: https://bioconductor.org/packages/release/bioc/html/PathwaySplice.html. Supplementary information: Supplementary data are available at Bioinformatics online.

Mesh:

Year:  2018        PMID: 29688305      PMCID: PMC6137985          DOI: 10.1093/bioinformatics/bty317

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


  8 in total

1.  Cytoscape: a software environment for integrated models of biomolecular interaction networks.

Authors:  Paul Shannon; Andrew Markiel; Owen Ozier; Nitin S Baliga; Jonathan T Wang; Daniel Ramage; Nada Amin; Benno Schwikowski; Trey Ideker
Journal:  Genome Res       Date:  2003-11       Impact factor: 9.043

2.  rMATS: robust and flexible detection of differential alternative splicing from replicate RNA-Seq data.

Authors:  Shihao Shen; Juw Won Park; Zhi-xiang Lu; Lan Lin; Michael D Henry; Ying Nian Wu; Qing Zhou; Yi Xing
Journal:  Proc Natl Acad Sci U S A       Date:  2014-12-05       Impact factor: 11.205

3.  Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles.

Authors:  Aravind Subramanian; Pablo Tamayo; Vamsi K Mootha; Sayan Mukherjee; Benjamin L Ebert; Michael A Gillette; Amanda Paulovich; Scott L Pomeroy; Todd R Golub; Eric S Lander; Jill P Mesirov
Journal:  Proc Natl Acad Sci U S A       Date:  2005-09-30       Impact factor: 11.205

4.  Enrichment map: a network-based method for gene-set enrichment visualization and interpretation.

Authors:  Daniele Merico; Ruth Isserlin; Oliver Stueker; Andrew Emili; Gary D Bader
Journal:  PLoS One       Date:  2010-11-15       Impact factor: 3.240

5.  Gene ontology analysis for RNA-seq: accounting for selection bias.

Authors:  Matthew D Young; Matthew J Wakefield; Gordon K Smyth; Alicia Oshlack
Journal:  Genome Biol       Date:  2010-02-04       Impact factor: 13.583

6.  Detecting differential usage of exons from RNA-seq data.

Authors:  Simon Anders; Alejandro Reyes; Wolfgang Huber
Journal:  Genome Res       Date:  2012-06-21       Impact factor: 9.043

7.  Disruption of SF3B1 results in deregulated expression and splicing of key genes and pathways in myelodysplastic syndrome hematopoietic stem and progenitor cells.

Authors:  H Dolatshad; A Pellagatti; M Fernandez-Mercado; B H Yip; L Malcovati; M Attwood; B Przychodzen; N Sahgal; A A Kanapin; H Lockstone; L Scifo; P Vandenberghe; E Papaemmanuil; C W J Smith; P J Campbell; S Ogawa; J P Maciejewski; M Cazzola; K I Savage; J Boultwood
Journal:  Leukemia       Date:  2015-08       Impact factor: 11.528

8.  Detection and visualization of differential splicing in RNA-Seq data with JunctionSeq.

Authors:  Stephen W Hartley; James C Mullikin
Journal:  Nucleic Acids Res       Date:  2016-06-01       Impact factor: 16.971

  8 in total
  1 in total

Review 1.  RNA-sequencing in ophthalmology research: considerations for experimental design and analysis.

Authors:  Nicholas Owen; Mariya Moosajee
Journal:  Ther Adv Ophthalmol       Date:  2019-03-15
  1 in total

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