By activating downstream target genes such as HES and HEY families, NOTCH1 modulates key biological processes, including tumor cell proliferation, apoptosis, angiogenesis, and TME remodeling, thereby exerting a profound impact on tumor biological behavior and treatment sensitivity (22–24). The gene discussed is NOTCH1; the disease is neoplasm.