created a novel Hepatocellular Carcinoma prediction model that integrates 7 GlnMgs, including SLC1A5, GAPDH, SLC38A1, SLC38A7, FTCD, MTHFS, and GOT2 might be utilized to predict prognosis in HCC. Here, MTHFS is linked to hepatocellular carcinoma.