RNA-Seq Analysis of Differential Splice Junction Usage and Intron Retentions by DEXSeq.
Alternative splicing is an important biological process in the generation of multiple functional transcripts from the same genomic sequences. Differential analysis of splice junctions (SJs) and intron retentions (IRs) is helpful in the detection of alternative splicing events. In this study, we conducted differential analysis of SJs and IRs by use of DEXSeq, a Bioconductor package originally designed for differential exon usage analysis in RNA-seq data analysis. We set up an analysis pipeline including mapping of RNA-seq reads, the preparation of count tables of SJs and IRs as the input files, and the differential analysis in DEXSeq. We analyzed the public RNA-seq datasets generated from RNAi experiments on Drosophila melanogaster S2-DRSC cells to deplete RNA-binding proteins (GSE18508). The analysis confirmed previous findings on the alternative splicing of the trol and Ant2 (sesB) genes in the CG8144 (ps)-depletion experiment and identified some new alternative splicing events in other RNAi experiments. We also identified IRs that were confirmed in our SJ analysis. The proposed method used in our study can output the genomic coordinates of differentially used SJs and thus enable sequence motif search. Sequence motif search and gene function annotation analysis helped us infer the underlying mechanism in alternative splicing events. To further evaluate this method, we also applied the method to public RNA-seq data from human breast cancer (GSE45419) and the plant Arabidopsis (SRP008262). In conclusion, our study showed that DEXSeq can be adapted to differential analysis of SJs and IRs, which will facilitate the identification of alternative splicing events and provide insights into the molecular mechanisms of transcription processes and disease development.
Department of Biomedical Data Science, Geisel School of Medicine, Dartmouth College, Hanover, New Hampshire, 03755, United States of America.
Yafang
Y
Li
Center for Genetics and Genomics, Department of Genetics, The University of Texas MD Anderson Cancer Center, Houston, Texas, 77030, United States of America.
Xiayu
X
Rao
Center for Genetics and Genomics, Department of Genetics, The University of Texas MD Anderson Cancer Center, Houston, Texas, 77030, United States of America.
William W
WW
Mattox
Department of Biomedical Data Science, Geisel School of Medicine, Dartmouth College, Hanover, New Hampshire, 03755, United States of America.
Christopher I
CI
Amos
Center for Genetics and Genomics, Department of Genetics, The University of Texas MD Anderson Cancer Center, Houston, Texas, 77030, United States of America.
Bin
B
Liu
D017398:Alternative Splicing / Q000235:genetics*; D000818:Animals; D017360:Arabidopsis / Q000235:genetics; D001943:Breast Neoplasms / Q000235:genetics; D004331:Drosophila melanogaster / Q000235:genetics; D005091:Exons / Q000235:genetics; D005260:Female; D006801:Humans; D007438:Introns / Q000235:genetics*; D058977:Molecular Sequence Annotation / Q000379:methods; D022821:RNA Splice Sites / Q000235:genetics*; D017423:Sequence Analysis, RNA / Q000379:methods*; D012984:Software
D022821:RNA Splice Sites