Moreover, the integrated multi-omics analysis revealed a significant difference in microbiome abundance and metabolomics expression between the HFD and LH groups, suggesting that glycerophospholipid metabolism may be the key mechanism through which LH regulates lipid metabolism disorder. The gene discussed is PLOD1; the disease is Disorder of lipid metabolism.