The intersection of both methods yielded nine consensus predictors—fatty liver, T stage, N stage, differentiation grade, vascular invasion, CEA, PNI, SII, and ALBI score (Figure 2D)—which were subsequently used for model construction. Here, CEACAM5 is linked to fatty liver disease.