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. This evidence concerns the gene YBX1 and idiopathic pulmonary fibrosis.