Differential Gene Expression Analysis
Package Overview
Goal
Identification of genes that are differentially expressed between two or more conditions
Requirements
- At least 3 replicates for non-human samples
- At least 7 replicates for human samples
Analysis
- Mapping and counting
- Exploratory analysis, including Principal Component Analysis, sample correlation, and visualization of variable and highly expressed genes
- Differential gene expression analysis for single and two-factor designs (batch correction)
Output
- Gene-by-sample counts table
- Normalized, variance-stabilized and batch-corrected counts and z-scores
- DEG tables and plots
- HTML report
Advanced Analysis
- Multifactorial and complex designs, or time-course analysis
- Custom plots
- Integration of previous analyses
- Comparison to published data