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DJExpress: An Integrated Application for Differential Splicing Analysis and Visualization

RNA-seq analysis of alternative pre-mRNA splicing has facilitated an unprecedented understanding of transcriptome complexity in health and disease. However, despite the availability of countless bioinformatic pipelines for transcriptome-wide splicing analysis, the use of these tools is often limited...

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Autores principales: Gallego-Paez, Lina Marcela, Mauer, Jan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9580925/
https://www.ncbi.nlm.nih.gov/pubmed/36304260
http://dx.doi.org/10.3389/fbinf.2022.786898
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author Gallego-Paez, Lina Marcela
Mauer, Jan
author_facet Gallego-Paez, Lina Marcela
Mauer, Jan
author_sort Gallego-Paez, Lina Marcela
collection PubMed
description RNA-seq analysis of alternative pre-mRNA splicing has facilitated an unprecedented understanding of transcriptome complexity in health and disease. However, despite the availability of countless bioinformatic pipelines for transcriptome-wide splicing analysis, the use of these tools is often limited to expert bioinformaticians. The need for high computational power, combined with computational outputs that are complicated to visualize and interpret present obstacles to the broader research community. Here we introduce DJExpress, an R package for differential expression analysis of transcriptomic features and expression-trait associations. To determine gene-level differential junction usage as well as associations between junction expression and molecular/clinical features, DJExpress uses raw splice junction counts as input data. Importantly, DJExpress runs on an average laptop computer and provides a set of interactive and intuitive visualization formats. In contrast to most existing pipelines, DJExpress can handle both annotated and de novo identified splice junctions, thereby allowing the quantification of novel splice events. Moreover, DJExpress offers a web-compatible graphical interface allowing the analysis of user-provided data as well as the visualization of splice events within our custom database of differential junction expression in cancer (DJEC DB). DJEC DB includes not only healthy and tumor tissue junction expression data from TCGA and GTEx repositories but also cancer cell line data from the DepMap project. The integration of DepMap functional genomics data sets allows association of junction expression with molecular features such as gene dependencies and drug response profiles. This facilitates identification of cancer cell models for specific splicing alterations that can then be used for functional characterization in the lab. Thus, DJExpress represents a powerful and user-friendly tool for exploration of alternative splicing alterations in RNA-seq data, including multi-level data integration of alternative splicing signatures in healthy tissue, tumors and cancer cell lines.
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spelling pubmed-95809252022-10-26 DJExpress: An Integrated Application for Differential Splicing Analysis and Visualization Gallego-Paez, Lina Marcela Mauer, Jan Front Bioinform Bioinformatics RNA-seq analysis of alternative pre-mRNA splicing has facilitated an unprecedented understanding of transcriptome complexity in health and disease. However, despite the availability of countless bioinformatic pipelines for transcriptome-wide splicing analysis, the use of these tools is often limited to expert bioinformaticians. The need for high computational power, combined with computational outputs that are complicated to visualize and interpret present obstacles to the broader research community. Here we introduce DJExpress, an R package for differential expression analysis of transcriptomic features and expression-trait associations. To determine gene-level differential junction usage as well as associations between junction expression and molecular/clinical features, DJExpress uses raw splice junction counts as input data. Importantly, DJExpress runs on an average laptop computer and provides a set of interactive and intuitive visualization formats. In contrast to most existing pipelines, DJExpress can handle both annotated and de novo identified splice junctions, thereby allowing the quantification of novel splice events. Moreover, DJExpress offers a web-compatible graphical interface allowing the analysis of user-provided data as well as the visualization of splice events within our custom database of differential junction expression in cancer (DJEC DB). DJEC DB includes not only healthy and tumor tissue junction expression data from TCGA and GTEx repositories but also cancer cell line data from the DepMap project. The integration of DepMap functional genomics data sets allows association of junction expression with molecular features such as gene dependencies and drug response profiles. This facilitates identification of cancer cell models for specific splicing alterations that can then be used for functional characterization in the lab. Thus, DJExpress represents a powerful and user-friendly tool for exploration of alternative splicing alterations in RNA-seq data, including multi-level data integration of alternative splicing signatures in healthy tissue, tumors and cancer cell lines. Frontiers Media S.A. 2022-02-24 /pmc/articles/PMC9580925/ /pubmed/36304260 http://dx.doi.org/10.3389/fbinf.2022.786898 Text en Copyright © 2022 Gallego-Paez and Mauer. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Bioinformatics
Gallego-Paez, Lina Marcela
Mauer, Jan
DJExpress: An Integrated Application for Differential Splicing Analysis and Visualization
title DJExpress: An Integrated Application for Differential Splicing Analysis and Visualization
title_full DJExpress: An Integrated Application for Differential Splicing Analysis and Visualization
title_fullStr DJExpress: An Integrated Application for Differential Splicing Analysis and Visualization
title_full_unstemmed DJExpress: An Integrated Application for Differential Splicing Analysis and Visualization
title_short DJExpress: An Integrated Application for Differential Splicing Analysis and Visualization
title_sort djexpress: an integrated application for differential splicing analysis and visualization
topic Bioinformatics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9580925/
https://www.ncbi.nlm.nih.gov/pubmed/36304260
http://dx.doi.org/10.3389/fbinf.2022.786898
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