AKT1 and cancer: Pathway enrichment analysis via ShinyGO 0.82 confirmed that these targets were involved in fundamental oncogenic mechanisms such as PI3K-Akt signaling, cell cycle regulation, and apoptosis—pathways directly linked to the hallmarks of cancer, including sustained proliferative signaling, evasion of cell death, and replicative immortality [28,29,30].