On the other hand, the remaining genes, i.e., CTHRC1, CP, COL3A, SAMD11, POSTN, CDH3, THY1, and CRLF1, showed an AUC value above 0.9, which characterizes them as excellent predictors of IPF. Here, SAMD11 is linked to idiopathic pulmonary fibrosis.