Furthermore, the two signaling nodes in the inter-organ mechanism of IPF proposed in our study (Fig. 8), CALM1/CALM2/CALM3 (in the lung) and PCK1 (in the liver), are both molecularly linked to diabetes (Supplementary Table S1). Here, CALM2 is linked to idiopathic pulmonary fibrosis.