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DDR

Requirements:

  • R (packages: edgeR)
  • Python (packages: pandas)

Running step wise

Step0 Preprocess

Rscript step0_preprocess.R

Step1 Calculate Stats

Rscript step1_calculateStats.R 

Step2 Find Reference set

Rscript step2_findRef.R

Step3 Find overlap using Fisher's Exact test

Since the example dataset has 115 samples in group1.

Rscript step3_overlapFisher.R 115

Running all the steps together

Rscript DDR_Ref.R

If you have another python version that has pandas:

Rscript DDR_Ref.R PYTHON_PATH

Output files

  • final_out.csv: Normalized count data
  • ref_cpm_BRCA.csv: Expression of reference genes
  • overlap_test_fdr_1_BRCA_DEC.csv: Differentially expressed genes with fdr < 0.1
  • overlap_test_fdr_05_BRCA.csv: Differentially expressed genes with fdr < 0.05

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  • Python 72.8%
  • R 27.2%