Moreover, we found that the multiplicity of oncogenes such as PIK3CA were generally smaller than its absolute copy number while the multiplicity of tumor suppressor genes tends to be equal to its absolute copy number (Supplementary Figure 7B), suggesting that oncogenes altered later than TSGs in ESCC. This evidence concerns the gene PIK3CA and esophageal squamous cell carcinoma.