We have discussed the importance of non-monotonic modelling for bio-medical ontologies, and have sketched a non-monotonic HER2 modelling, combining the theories of parthood and circumscription of concepts to minimise the 'abnormal' cancer-related concepts. This evidence concerns the gene ERBB2 and cancer.