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The results indicated that CRC and HCC (OR, 3.751; 95% CI, 1.149-12.253) and CRC (OR, 6.838; 95% CI, 2.679-17.455) risks were higher in patients with PLA than those without PLA. The decision tree analysis demonstrated that the model with the PLA variable had the highest accuracy, and that classification could be conducted using fewer factors, indicating that PLA is critical in HCC and CRC. Two rules were determined for assisting in the diagnosis of CRC and HCC using the decision tree model.The past decade has been marked by an intense