PPARG and chronic obstructive pulmonary disease: In accordance with the Compass analysis (Figure 3), lipid metabolism-associated genes (e.g. CD36, COLEC12, SOAT1, and PPARG) were identified to be upregulated in COPD (Figure 4B).