CoRMAP
CoRMAP performs standardized meta-analysis of RNA-Seq gene expression datasets to enable cross-species comparative transcriptomic studies using de novo assembly and orthogroup assignments.
Key Features:
- Standardized Analysis Framework: Provides a framework that applies de novo assembly and standardized gene expression tools to ensure consistency and comparability across datasets.
- Orthogroup Assignments: Implements OrthoMCL to assign orthologous groups for accurate cross-species gene expression comparisons.
- Reference Genome Independence: Operates without reliance on reference genomes, enabling analyses across diverse and divergent taxonomic groups.
- Comparative Analysis Capability: Retrieves and compares gene expression levels from published RNA-Seq datasets to support large-scale comparative studies of transcriptional processes.
Scientific Applications:
- Cross-species transcriptomics: Comparative analysis of gene expression profiles across multiple species using orthogroup-based comparisons.
- Meta-analysis of RNA-Seq data: Harmonization and meta-analysis of datasets from different tissues, experimental conditions, and sequencing technologies.
- Method demonstration: Validation and demonstration using two mouse brain transcriptomes collected at different times with varying sequencing technologies and analysis methods.
Methodology:
Extraction of RNA-Seq data, standardized de novo assembly of transcripts without reference genomes, orthogroup assignment using OrthoMCL, and application of standardized tools for expression analysis.
Topics
Details
- License:
- GPL-3.0
- Cost:
- Free of charge
- Tool Type:
- command-line tool, workflow
- Operating Systems:
- Linux
- Programming Languages:
- R, Shell, Bash
- Added:
- 1/8/2023
- Last Updated:
- 11/24/2024
Operations
Publications
Sheng Y, Ali RA, Heyland A. Comparative transcriptomics analysis pipeline for the meta-analysis of phylogenetically divergent datasets (CoRMAP). BMC Bioinformatics. 2022;23(1). doi:10.1186/s12859-022-04972-9. PMID:36207678. PMCID:PMC9547434.
PMID: 36207678
PMCID: PMC9547434
Funding: - Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada: 400230, 400808
Documentation
Installation instructions
https://github.com/rubysheng/CoRMAP/blob/mus_comparison/doc/Install.md