The most important predictive features for the model were (1) ST2, (2) age, (3) current/past smoking, (4) diabetes, (5) hypertension, (6) gender, (7) CAD, (8) dyslipidemia, and (9) CHF (Figure 1). The gene discussed is IL1RL1; the disease is metabolic syndrome.