Furthermore, these genes were found to be enriched in several key biological pathways, including the Fanconi Anemia pathway, the Notch signaling pathway, the viral life cycle of HIV-1, renal cell carcinoma, and the hypoxia-inducible factor 1 (HIF-1) signaling pathway. Here, HIF1A is linked to hereditary clear cell renal cell carcinoma.