In this study, we found that the somatic mutation status of TP53, ARID1A, OBSCN, and PIK3CA was significantly associated with tumor tissue morphological changes, which confirms our hypothesis that quantitative tissue morphological features can reflect underlying genetic mutations, and their association with the tissue level morphology is a novel finding. Here, TP53 is linked to neoplasm.