TNF and chronic kidney disease: In CKD, MLR was not only positively correlated with inflammation, disease progression, and mortality risk, but also outperformed other indicators such as NLR, TNF-α, CRP, and estimated glomerular filtration rate (eGFR) [9,10,23].