In the binary regression model on KL-6/7d, three of the prognostic factors remained in the equation, with mechanical ventilation having the highest OR (10.38) compared to PDA (OR = 6.39) and KL-6 (OR = 4.98). Here, MUC1 is linked to Patent ductus arteriosus.