Seven key predictors (abnormal PLT, TC, diabetes, abnormal Fib, abnormal (Ca-P), hypotension after dialysis, TP) were identified as independent factors for AVF dysfunction among MHD patients by integrating statistical results from univariate and collinearity analyses with clinical relevance, a binary logistic regression analysis was conducted. Here, FBL is linked to diabetes mellitus.