ID4 and chronic obstructive pulmonary disease: Several genes (e.g., FLRT3, ID4, NR4A2) were downregulated in LUSC but upregulated in COPD and LUAD, while others (e.g., MMP11, SPP1, COL10A1) showed the opposite trend.