Wang et al.15developed a logistic regression algorithm named the Doylestown algorithm that utilizes AFP, age, gender, alkaline phosphatase (ALK), and alanine aminotransferase (ALT) levels to improve the detection of HCC, particularly for those with cirrhosis. This evidence concerns the gene AFP and Cirrhosis.