Additionally, ROBO2+ fibroblasts are linked to the PI3K–AKT and focal adhesion signaling pathways, both of which play crucial roles in the EMT and apoptosis during IPF progression [103]. Here, AKT1 is linked to idiopathic pulmonary fibrosis.