IL6 and chronic obstructive pulmonary disease: The random forest feature importance analysis highlights that DM + HTN + cardiovascular disease is the most significant predictor of elevated IL-6 levels, with the highest importance score, followed by DM + COPD and DM + HTN, while patients with no comorbidities and those with only cardiovascular disease show lower predictive importance (Figure 4).