Although the experimental cultures were treated with TGF-β1 before sequencing, TGF-β1 signaling was the most significant upstream regulator in the IPF cell cultures compared to the non-IPF controls. The gene discussed is TGFB1; the disease is idiopathic interstitial pneumonia.