For plasma proteins, a 4-marker panel combining CNDP1, CDC5L, APOD and PRDX6 had the least AIC value and predicted early-stage endometrial cancer with an AUC of 0.88 (0.82–0.95) (Table S7). The gene discussed is APOD; the disease is endometrial cancer.