Extending the idea of genotype-phenotype correlation across many tumor types, Noorbakhsh et al. observe similar histological patterns between TP53 mutated cancers independent of tumor entity, and report whole slide image- and cross-tissue AUC values of 0.65–0.826. Here, TP53 is linked to cancer.