The main finding of this study is that elevated baseline levels of IL-6 are linked to long-term AVF failure, regardless of age, sex, and cardiovascular risk factors such as DM, hypertension, IHD, and PAD. The gene discussed is IL6; the disease is diabetes mellitus.