A previous study by our team found that model variables for prognosis prediction of AFP-negative HCC patients screened by applying LASSO Cox regression had better precision and resolution than those screened by forward stepwise Cox regression (Zhou et al., 2021). Here, AFP is linked to hepatocellular carcinoma.