Seven validated hub genes CASP8, IL1B, RIPK1, MLKL, XIAP, TNFRSF1A, and CFLAR were fitted into one variable, and the AUC was 0.874, demonstrating a favorable diagnostic performance in predicting COPD (Figure 10C). Here, IL1B is linked to chronic obstructive pulmonary disease.