Finally, in Group 3, GlycA, lactate, acetone, creatinine and phenylalanine were the most upregulated in SLE, whilst histidine, choline, phosphatidylcholine, phosphoglyceride, albumin, ApoA1 and multiple HDL metabolites were downregulated. This evidence concerns the gene APOA1 and systemic lupus erythematosus.