Additionally, we also observed that the expression of α-SMA, CTGF, and cdh1, which are involved in the apelin signaling pathway, was associated with renal fibrosis (listed in Additional file 4, Figure S4), leading us to speculate that this pathway may play an important role in the process of pulmonary fibrosis. Here, CCN2 is linked to pulmonary fibrosis.