This study provides systematic evidence to deepen the understanding of MZF1’s role in tumor initiation and progression, and through interdisciplinary integration and technological innovation, it holds the potential to transition MZF1 from a foundational research discovery to a clinical target, offering new strategies and approaches for precision cancer therapy. This evidence concerns the gene MZF1 and cancer.