Author_Institution :
Gladstone Inst. of Cardiovascular Disease, Univ. of California, San Francisco, San Francisco, CA, USA
Abstract :
The deep sequencing of transcriptomes has revolutionized our ability to detect known and novel RNA variants at a never before observed resolution. To capitalize on these ever improving technologies, we require functionally rich methods of annotation to predict and evaluate the consequences of RNA isoform variation at the level of proteins, domains and microRNA binding sites. We introduce a new version of the popular open-source application AltAnalyze, capable of analyzing RNA-Sequencing (RNA-Seq) datasets as well as splicing-sensitive or conventional arrays. This software can be run through an intuitive graphical user interface or command-line. Over 60 species and data from various RNA-Seq alignment workflows are immediately supported without any specialized configuration. AltAnalyze provides multiple options for gene expression quantification, filtering, quality control and biological interpretation. Hierarchical clustering heatmaps, principal component analysis plots, lineage correlation diagrams and visualization of enriched pathways are automatically produced for differentially expressed genes. For detection of alternative splicing, promoter or polyadenylation events, AltAnalyze combines both reciprocal-junction and alternative-exon expression approaches to identify annotated and novel RNA variation. By connecting these regulated splicing-events with optimal inclusion and exclusion isoforms, AltAnalyze is able to evaluate the impact of alternative RNA expression on protein domains, annotated motifs and binding sites for microRNAs. From a broader perspective, AltAnalyze examines the enrichment of effected domains and microRNA binding sites, to highlight the global impact of alternative splicing. Together, AltAnalyze provides an efficient, streamlined and comprehensive set of analysis results, to determine the biological impact of transcriptome regulation.
Keywords :
RNA; bioinformatics; biological techniques; data analysis; data visualisation; knowledge engineering; molecular biophysics; molecular configurations; pattern clustering; principal component analysis; AltAnalyze; RNA-sequence splicing optimized platform; RNA-sequencing datasets; alternative exon expression approach; alternative splicing detection; annotation methods; biological interpretation; command line; conventional arrays; data filtering; data quality control; deep transcriptome sequencing; domain level RNA isoform variation; domain level analysis optimized platform; enriched pathway visualization; exclusion isoforms; gene expression quantification; graphical user interface; hierarchical clustering heatmaps; inclusion isoforms; lineage correlation diagrams; microRNA binding site level RNA isoform variation; polyadenylation event detection; principal component analysis plots; promoter event detection; protein level RNA isoform variation; reciprocal junction approach; regulated splicing events; splicing sensitive arrays; Data visualization; Junctions; Proteins; RNA; Software; Splicing;
Conference_Titel :
Healthcare Informatics, Imaging and Systems Biology (HISB), 2012 IEEE Second International Conference on