PTCH1 and neoplasm: However, tumor heterogeneity poses challenges to histological-based classification, therefore we turned to whole genome expression profiling, where hierarchical clustering and principal component analysis revealed that NdpKO;Ptch+/− and Ptch+/− tumors have clearly separable gene expression signatures (Figure 3C and Figure 3—figure supplement 1A).