The importance score obtained by the random forest algorithm (Figure 3(b)) was applied to select the first 8 important genes (PDGFRA, GNLY, OSMR, NUDT6, FGFR2, IL2RB, TPM2, and S100A1) associated with CHD to construct the prediction model. This evidence concerns the gene S100A1 and coronary artery disorder.