Then, utilizing bioinformatic and machine-based approaches such as ROC, lasso, and RM, we screened PLVAP, C7, COL15A1, and MS4A6A to construct HCC diagnostic nomograms. The gene discussed is COL15A1; the disease is hepatocellular carcinoma.