Notably, we identified eight key immune-related candidate genes (FZD7, IRAK3, KDELR3, PHC2, RHOB, RNF170, SOX13, and ZKSCAN4) and developed a nomogram for the diagnosis of OA in MetS patients. This evidence concerns the gene FZD7 and metabolic syndrome.