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