In the multivariate logistic regression analysis, age, NLR, transferrin, PhA, and BFP were associated with CKD malnutrition, and the combination of the above indicators had high diagnostic efficacy in the diagnosis of CKD malnutrition (AUC = 0.89, p < 0.001). This evidence concerns the gene TF and chronic kidney disease.