In contrast, the COPD-LUAD network (Fig. 5C) was more densely connected, with SP1 and NFKB1 each regulating 4 DEGs, and MMP9 identified as a major hub regulated by 33 TFs. Here, SP1 is linked to chronic obstructive pulmonary disease.