In this study, the ratio of cAMP/cGMP in HFD-fed rats significantly decreased, while HP and BI could significantly increase the ratio of cAMP/cGMP in rats, which indicated that HP and BI could decrease the diabetes risk induced by HFD. The gene discussed is CACNA1A; the disease is diabetes mellitus.