iDEP Web Application for RNA-Seq Data Analysis
- PMID: 33835455
- DOI: 10.1007/978-1-0716-1307-8_22
iDEP Web Application for RNA-Seq Data Analysis
Abstract
RNA sequencing (RNA-seq) has become a routine method for transcriptomic profiling. We developed a user-friendly web app called iDEP (integrated differential expression and pathway analysis) to help biologists interpret read counts or other types of expression matrices derived from read mapping. With iDEP, users can easily conduct exploratory data analysis, identify differentially expressed genes, and perform pathway analysis. Due to its intuitive user interface and massive annotation database, iDEP is being widely adopted for interactive analysis of RNA-seq data. Using a public dataset on the effect of heat shock on mouse with and without functional Hsf1, we demonstrate how users can prepare data files and conduct in-depth analysis. We also discuss the importance of critical interpretion of results (avoid p-hacking and rationalizing) and validation of significant pathways by using different methods and independent annotation databases.
Keywords: Bioconductor; DESeq2; Differential gene expression; Gene set enrichment analysis; Integrated differential expression and pathway analysis; Pathway analysis; RNA-seq; Transcriptomic analysis; iDEP.
References
-
- Ge SX, Son EW, Yao R (2018) iDEP: an integrated web application for differential expression and pathway analysis of RNA-Seq data. BMC Bioinformatics 19(1):534. https://doi.org/10.1186/s12859-018-2486-6 - DOI - PubMed - PMC
-
- Lachmann A, Torre D, Keenan AB, Jagodnik KM, Lee HJ, Wang L, Silverstein MC, Ma'ayan A (2018) Massive mining of publicly available RNA-seq data from human and mouse. Nat Commun 9(1):1366. https://doi.org/10.1038/s41467-018-03751-6 - DOI - PubMed - PMC
-
- Ziemann M, Kaspi A, El-Osta A (2019) Digital expression explorer 2: a repository of uniformly processed RNA sequencing data. Gigascience 8(4). https://doi.org/10.1093/gigascience/giz022
-
- Neueder A, Gipson TA, Batterton S, Lazell HJ, Farshim PP, Paganetti P, Housman DE, Bates GP (2017) HSF1-dependent and -independent regulation of the mammalian in vivo heat shock response and its impairment in Huntington’s disease mouse models. Sci Rep 7(1):12556. https://doi.org/10.1038/s41598-017-12897-0 - DOI - PubMed - PMC
-
- Mallona I, Peinado MA (2017) Truke, a web tool to check for and handle excel misidentified gene symbols. BMC Genomics 18(1):242. https://doi.org/10.1186/s12864-017-3631-8 - DOI - PubMed - PMC
MeSH terms
Substances
Grants and funding
LinkOut - more resources
Full Text Sources
Other Literature Sources
