The other genes, such as ANXA7, F2, GOT2, HPX, MAGEB3, MAPT, MPV17, NTF3, PPAT, SLC2A1, SLC38A1, and TRPV1 are all novel prognostic markers associated with liver cancer OS found by our reliable and large-scale screening studies. The gene discussed is PPAT; the disease is liver cancer.