LASSO regression was used to screen prognostic variables, including PNR, PAR, HALP, Ki-67 index, tumor size, N stage, M stage, sarcopenia defined by TAM index, and sarcopenia defined by PS area (Supplementary Figure 2). Here, MKI67 is linked to neoplasm.