The results showed that the content of propionic acid was negatively correlated with liver lipid accumulation (hepatic TG) and liver inflammation indexes (TNF-α, IL-1β and IL-6), while the content of butyric acid was negatively correlated with liver inflammation (Figure 5e). This evidence concerns the gene IL1B and medical procedure.