A panel of module gene signatures, H2AFX, MCM2, MCM7, and POLD1, were highly related to NSCLC; and the high expression levels of MCM2, MCM7, H2AFX, and POLD1 were also correlated with poor prognosis, suggesting their potential role in tumorigenesis. Here, MCM2 is linked to non-small cell lung carcinoma.