In the present study, we screened the best predictor variables (DBP, Killip class, hyperlipidaemia, GRACE Score, CKMB, myoglobin, WBC, monocytes, TT, GLB, and CB) using LASSO regression. This evidence concerns the gene MB and hyperlipidemia.