In this present study, innovatively combining SVM-RFE and LASSO-logistic regression methods, we identified four biomarkers (STC2, SDC4, DAAM1, and NOX4) for keloid and further explored the role of ICI on keloid. The gene discussed is SDC4; the disease is keloid.