Using a logistic regression model with selected clinical and biochemical parameters that we created, we found that YKL-40 is an important inflammatory factor in COPD pathobiology (r-coefficient of 1.69 and p-value of 0.02) (Table 3). Here, CHI3L1 is linked to chronic obstructive pulmonary disease.