E2F1 and neoplasm: Mechanistically, MZF1 regulates the expression of proline synthetic genes, while MZF1‐AS1 interacts with PARP1 to enhance its interaction with E2F1, resulting in upregulation of MZF1 and other oncogenic genes associated with tumor progression.