Therefore, we fit an algorithm model using results from the training groups: Logit [probability of lung cancer] = −7.7157 + 0.005752* MIC-1 + 0.6275*Cyfra21-1 + 0.03770*CA125 + 0.1101*CEA. The gene discussed is GDF15; the disease is lung cancer.