Nutritional-inflammatory indices optimize the diagnostic performance of FIB-4 for advanced fibrosis/cirrhosis in patients with benign liver disease

To address the high false-positive rate of fibrosis-4 (FIB-4), we hypothesize that combining it with readily available nutritional-inflammatory indices can improve the diagnostic accuracy for advanced liver fibrosis/cirrhosis. Diagnostic performance was sequentially evaluated: first, individual metrics and FIB-4 were compared via receiver operating characteristics (ROC) curve analysis; then, their incremental value was assessed using DeLong’s test, net reclassification improvement (NRI) and integrated discrimination improvement (IDI); finally, the clinical utility of four combined strategies was examined. In discriminating advanced fibrosis/cirrhosis, the platelet-to-albumin ratio (PAR) showed a significantly higher area under the curve (AUC) of 0.698 than the haemoglobin, albumin, lymphocyte and platelet (HALP, AUC= 0.494; p p In scenarios prioritizing high sensitivity, FIB-4 alone is suitable. For high specificity, a sequential strategy (FIB-4 + ‘PAR and PNI’) is recommended. For balanced performance, a parallel strategy (FIB-4 + ‘PAR or PNI’) provides optimal feasibility. In settings where high sensitivity is prioritized for screening, the FIB-4 index may be used alone to minimize the risk of missed diagnoses. In settings where high specificity is the primary goal, a sequential strategy (FIB-4 + ‘PAR and PNI’) is recommended to reduce the false positive rate as much as possible. For routine screening that requires balanced overall diagnostic performance, a parallel strategy (FIB-4 + ‘PAR or PNI’) demonstrates relatively even performance across metrics and offers good feasibility for clinical application.