Furthermore, our module score analysis using AP-1, NF-κB, and “TNF-α signaling via NF-κB” gene signatures achieved the highest expression scores for the “HAS1 High FB,” as well as for the “PLIN2+ FB,” of the IPF lung reference atlas. This evidence concerns the gene FOS and idiopathic pulmonary fibrosis.