A subsequent multivariate survival analysis identified five key prognostic ARGs (ATIC, BAX, BIRC5, CAPNS1, and FKBP1A) that were used to construct prognostic risk models, which provided an accurate prognosis for patients with malignant liver tumors. Here, ATIC is linked to liver cancer.