TNF and chronic obstructive pulmonary disease: To understand the regulation of the DE genes, we performed transcription factor binding prediction, receptor-ligand interaction modeling, and downstream transcriptional signature prediction, which indicated TGF-β signaling followed by NOTCH-, WNT-, and TNF-signaling to be elevated in COPD.