Several studies have previously investigated the roles of CCND1, GABPA, HIF1A, and SOX6 in various diseases, including cancer and cardiovascular diseases [58–61], but the specific roles of these genes in HF and their interaction within the context of the PI3K/AKT pathway have not been well-explored. Here, HIF1A is linked to cancer.