The greater pre-diagnostic increase in cases for some PFAS, could mean that cases have accumulated more of these compounds through their diet compared to controls at the same time-period, or that increased PFAS concentrations were linked to other factors associated with the development of T2DM, for example impaired kidney functions with decrease in glomerulus filtration rate (GFR). This evidence concerns the gene PFAS and type 2 diabetes mellitus.