Moreover, a set of seven fundamental genes, including COL1A1, COL3A1, THBS2, CCND1, ASPN, FAP, and S100A12, have been recognized as central genes that play a crucial role in the common mechanisms of HF and IPF pathophysiology. Here, S100A12 is linked to idiopathic pulmonary fibrosis.