Third, the prognostic relevance of IFN-γ and TNF-α was confirmed using a machine learning approach—specifically, a random forest classifier—which reaffirmed their importance in predicting adverse cardiovascular outcomes in PAD patients. The gene discussed is IFNG; the disease is peripheral arterial disease.