Although most baseline characteristics (such as age, gender, survival status, etc.)did not show significant differences between the training and testing cohorts, tumor markers (CA199, CA153) and C-reactive protein (CRP) may have shown random distribution imbalances due to limited sample size (only 41 cases in the testing cohort). Here, CRP is linked to neoplasm.