Although ESCC prognostic genes were located in topologically peripheral regions of the ESCC-related metabolic network, five prognostic genes, including AMD1, DNMT1, GPX6, GSTM5 and MDH1, appeared between modules. Here, GSTM5 is linked to esophageal squamous cell carcinoma.