We found that chromatin interactions, genetic alterations, and gene regulation were associated with cancer heterogeneity and subtypes in TC, and indicated the enrichment of CoMut with Gli2, HOXA10, and HIF2α around TADs in TC. Here, GLI2 is linked to cancer.