The pathway analysis revealed that multiple cancer-related gene lists, such as “Renal cell carcinoma”, “Hepatocellular carcinoma”, and “Cell cycle”, were enriched in TBX3 negatively correlated genes (Supplementary Fig. 8). The gene discussed is TBX3; the disease is hereditary clear cell renal cell carcinoma.