In GSE132561, GSE28829, and GSE120521, the ROC curves of FDX1, GLS, and SLC31A1 also verified that both had a high value for classification of the atherosclerosis stage (Fig. 5b-d). Here, SLC31A1 is linked to atherosclerosis.