We constructed a novel predictive model, MRP, had comparable accuracy for predicting MP-related hepatitis in MP pneumonia pediatric patients (AUC = 0.754), especially in infants and toddlers with low MP-IgM titer (AUC = 0.804). This evidence concerns the gene CD40LG and susceptibility to pneumonia measurement.