The genes and metabolites identified through the O2PLS model serve as potential biomarkers for metabolomics and transcriptomics, indicating that the antidiabetic effects of FCJ and RCJ in rats with T2DM-associated NAFLD are mediated through improvements in insulin sensitivity, fatty acid metabolism, and bile acid homeostasis. This evidence concerns the gene INS and type 2 diabetes mellitus.