Systematic analysis of molecular mechanisms of heart failure through the pathway and network-based approach

•Pivot analysis revealed crucial regulators for heart failure.•Five high confident hub genes of heart failure were obtained.•GSVA score of the hub genes was a robust biomarker for heart failure.