PTGS1 is prostaglandin endoperoxide synthase 1 that activates the prostaglandin pathway, and through TNF alpha signaling, the immune system will be upregulated or downregulated and will cause inflammation in type 2 diabetes mellitus (16). This evidence concerns the gene TNF and diabetes mellitus.