Similarly, in hepatocellular carcinoma, elevated RSF1 levels have been linked to malignant progression through its influence on key cell cycle checkpoints, leading to uncontrolled cell division and tumor growth [17]. This evidence concerns the gene RSF1 and neoplasm.