These findings suggest that slower NPC differentiation and maturation during this critical early developmental period in males enhances tumor formation potential and extends the risk window, thereby increasing susceptibility to MYC-driven tumorigenesis while promoting metastasis through SMARCD3 expression. Here, MYC is linked to neoplasm.