The MAPK, PI3K-Akt, Rap1, and cAMP signaling pathways in the KEGG enrichment analysis results were closely associated with myocardial fibrosis in heart failure (Fig. 1C). This evidence concerns the gene AKT1 and Myocardial fibrosis.