Thus, the final logistic regression equation included these four factors: Y = 2.623 × cirrhosis + 2.278 × tumor number + 1.752 × tumor diameter − 0.010 × serum CNDP1 concentration − 2.789. Here, CNDP1 is linked to Cirrhosis.