Mediation analysis indicated that NT-proBNP and LVEF mediated 35.8% and 15.0% of this association, respectively.<h4>Conclusion</h4>Elevated SII is independently associated with an increased risk of all-cause mortality in HF patients, particularly among smokers, and may serve as a useful prognostic biomarker. This evidence concerns the gene NPPB and hydrops fetalis.