This observation was made using a retrospective cohort of patients who did not receive any systemic (neo)adjuvant treatment, which suggests that APOBEC3B is indeed a marker of pure prognosis and a direct contributor to breast cancer progression. The gene discussed is APOBEC3B; the disease is breast cancer.