We used the “randomForest” package construct a RF model comprising the top five m5C regulators (TET2, NSUN5, YBX1, TRDMT1 and NSUN3) to predict occurrence of CHP and IPF. The gene discussed is NSUN5; the disease is idiopathic pulmonary fibrosis.