Fig. 4From: Proteomics and metabolomics profiling reveal panels of circulating diagnostic biomarkers and molecular subtypes in stable COPDMetabolomic profiles and functional alterations associated with COPD. A Heatmaps depicting clustering of total and selected metabolites across positive modes. B Heatmaps depicting clustering of total and selected metabolites across negative modes. C The functions of the selected positive metabolites depicted using variable importance in the projection (VIP) value and volcano. D The functions of the selected negative metabolites depicted using VIP and volcanoBack to article page