By comparing morphological traits across mutation profiles, our analysis reveals a distinctive pattern in tumour nuclei shape with genetic alterations to BIRC3 (Supplementary Figure S10, available at https://doi.org/10.1016/j.esmoop.2025.105809). The gene discussed is BIRC3; the disease is neoplasm.