BackgroundRed blood cell distribution width (RDW), a routine indicator of erythrocyte volume variability, has shown potential in recent years in the prognostic assessment of a variety of diseases, including acute heart failure (AHF). The predictive ability of RDW-derived indices, namely the hemoglobin-to-RDW ratio (HRR), the RDW-to-lymphocyte ratio (RLR), the RDW-to-platelet ratio (RPR), the RDW-to-albumin ratio (RAR), and the product of RDW and mean corpuscular volume (RDW×MCV), for the prognosis of AHF remains unclear.MethodsThe study included 4090 eligible patients in the MIMIC 3.0 database, screened variables using Lasso regression, assessed whether these derivatives independently predicted 1-year mortality from AHF by Cox proportional hazards model, and plotted survival curves and time-related ROC curves. Finally, the relationship between each indicator and outcome was analyzed by restricted cubic spline.ResultsPositive events occurred in 2085 (51%) patients with decreased HRR and increased RLR, RPR, RAR, and RDW×MCV (P<0.001).After Cox model adjustment, HRR, RPR, RAR, and RDW×MCV remained independent predictors of 1-year prognosis for AHF (RLR was not) and the relationship may be more linear. Of these, RPR had the greatest impact on survival time (HR = 1.89, 95%CI: 1.33-2.67) and RDW×MCV had the highest predictive efficacy (AUC=0.612).ConclusionRDW-derived indices HRR, RPR, RAR and RDW×MCV independently predicted 1-year mortality in AHF, and RLR had no independent predictive value.