As for the biochemical predictors for the no-CAD class (Class 1), we observed that pro-brain natriuretic peptide, low density lipoprotein, and matrix metalloproteinase 2 have a high negative effect on the output target. The gene discussed is MMP2; the disease is coronary artery disorder.