As shown in Figure 7A–D, the expression of TNF-α, IL-6, IL-1β, and CCL2 was significantly increased in the livers of T2DM mice, and was observably decreased in the DM-LFD group, which was comparable to the inflammatory levels after intervention with PHGG. This evidence concerns the gene TNF and diabetes mellitus.