In conclusion, elevated IL-18, NFATC4, TNF-α, and IL-6 levels suggest inflammation is key in prediabetes pathogenesis, highlighting the need for further research into interventions to delay or prevent type 2 diabetes. Here, TNF is linked to type 2 diabetes mellitus.