By integrating the outcomes from the 3 machine-learning algorithms, 4 common diagnostic markers of IPF were identified: cd19, cxcl13, fcrl5, and slamf7 (Fig. 5F). Here, FCRL5 is linked to idiopathic pulmonary fibrosis.