Both the Lasso regression score and the multivariate analysis regression score indicated that overexpression of MDGA2, DLX1, and DSC1 was associated with an increased risk, whereas overexpression of UGT2B4, GNLY, and GGT2 were indicative of a protective role against BLCA. The gene discussed is MDGA2; the disease is bladder transitional cell carcinoma.