In the latter part of this review, TGF-β signaling is highlighted as a key molecular link between IPF and lung cancer, and we discuss its multifaceted roles in alveolar epithelial cells, fibroblasts, and immune cells. Here, TGFB1 is linked to idiopathic interstitial pneumonia.