Two characteristic molecules, CCND1 and NAP1L3, were selected as potential diagnostic markers for HF and IPF, respectively, using a support vector machine-recursive feature elimination (SVM-RFE) model. The gene discussed is CCND1; the disease is idiopathic pulmonary fibrosis.