We found that TGF-β induced PD-L1 expression at both protein and mRNA levels in a time dependent manner in different primary normal and IPF HLFs, along with the induction of FMT markers α-SMA, Col-1, and FN (Fig. 3). The gene discussed is FN1; the disease is idiopathic pulmonary fibrosis.