Our findings indicated that TGF-α and CX3CL1 exhibited a positive correlation with the genetically predicted susceptibility to T2D, and elevated concentration of FGF-21 and hGDNF could mitigate the risk of developing T2D, while type 2 diabetes did not exert a significant influence on them. The gene discussed is GDNF; the disease is type 2 diabetes mellitus.