Importantly, we also identified potential canine-specific oncogenic drivers, such as HECTD4 in malignant and NIPBL in epithelial-derived subtypes, that have been scarcely reported in human breast cancers, underscoring the significance in veterinary contexts. The gene discussed is NIPBL; the disease is breast cancer.