Meanwhile, we observed a significant overlap in the expression patterns of key cell cycle regulators, including CDC25C, CCNB1, and CDK1, with PPIH in malignant cells (Figure 5D–E), further suggesting that PPIH may promote tumor cell proliferation by modulating cell cycle progression. Here, PPIH is linked to neoplasm.