These included genes such as CLNS1A, UGP2, RNF216, PHGDH, CKAP4, and IL6R, many of which are known to participate in inflammatory pathways, oxidative stress, and endothelial dysfunction. This evidence concerns the gene PHGDH and endothelial dysfunction.