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DJExpress: An Integrated Application for Differential Splicing Analysis and Visualization.
Lina Marcela Gallego-Paez1, Jan Mauer1
1BioMed X Institute (GmbH), Heidelberg, Germany.
Frontiers in Bioinformatics
|October 28, 2022
Summary
DJExpress is a user-friendly R package simplifying alternative splicing analysis from RNA-seq data. It enables differential junction usage and expression-trait association analysis on standard computers, supporting novel splice events.
Area of Science:
- Bioinformatics
- Genomics
- Computational Biology
Background:
- Alternative pre-mRNA splicing analysis from RNA-seq data offers deep insights into transcriptome complexity in health and disease.
- Existing bioinformatics pipelines for splicing analysis often require high computational power and specialized expertise, limiting accessibility for many researchers.
- Complex computational outputs and visualization challenges hinder the broader adoption of transcriptome-wide splicing analysis tools.
Purpose of the Study:
- Introduce DJExpress, an R package designed for user-friendly differential expression analysis of transcriptomic features and expression-trait associations.
- Enable researchers to determine gene-level differential junction usage and associations between junction expression and molecular/clinical features using raw splice junction counts.
- Provide an accessible tool that runs on average laptop computers with intuitive visualization formats for exploring alternative splicing alterations.
Main Methods:
- Utilizes raw splice junction counts as input for differential junction usage and expression-trait association analysis.
- Incorporates an R package, DJExpress, designed for ease of use on standard computational hardware.
- Features a web-compatible graphical interface for user data analysis and visualization within the differential junction expression in cancer (DJEC) database.
Main Results:
- DJExpress handles both annotated and de novo identified splice junctions, allowing the quantification of novel splicing events.
- The DJEC database integrates healthy, tumor, and cancer cell line junction expression data (TCGA, GTEx, DepMap).
- Integration with DepMap data enables association of junction expression with gene dependencies and drug response profiles, facilitating cancer model identification.
Conclusions:
- DJExpress provides a powerful and user-friendly solution for exploring alternative splicing alterations in RNA-seq data.
- The tool facilitates multi-level data integration, encompassing splicing signatures from healthy tissues, tumors, and cancer cell lines.
- DJExpress empowers broader research community engagement in alternative splicing analysis and its clinical/molecular implications.
Keywords:
GTEx databaseThe Cancer Genome Atlas Program (TCGA)alternative splicingcancer splicingdifferential splicing analysissplicing aberrations
