Improve discrimination power of serum markers for diagnosis of cholangiocarcinoma using data mining-based approach

Decision tree C4.5 algorithm suggests serial analysis of the two markers CCA-carbohydrate antigen (CCA-CA) and alkaline phosphatase (ALP) as the best set marker for diagnosing cholangiocarcinoma (CCA) with all diagnostic power ≥ 95%.