The most accurate and sensitive model is obtained with the dataset containing all 196 melanoma patients, and both models predict metastasis (that with all patients and with patients with early-stage melanoma) based on the attributes of Breslow thickness, infiltrating L-BCL2+, and serum IL-4 and IL-6 levels. The gene discussed is IL6; the disease is melanoma.