In the validation set, compared to the other bacterial infection groups, we discovered that the E. coli infection group had a greater TNF level (p < 0.05), while the HSPA1B level was diminished in comparison to the other bacterial groups (p < 0.01) (Figure 5B–C). The gene discussed is TNF; the disease is escherichia coli infection.