Because YKL-40 and type IV collagen 7s were independent factors for classification of severe fibrosis, we performed logistic regression analysis and established the following new predictive model for severe fibrosis in NAFLD patients:. This evidence concerns the gene CHI3L1 and metabolic dysfunction-associated steatotic liver disease.