While canine mammary tumors do not always conform to the molecular subclassification used in human breast cancer, cross-species parallels—such as ER-/PR- tumors and HER2 overexpression—provide valuable translational insights [70,73]. This evidence concerns the gene ESR1 and breast cancer.