Furthermore, metabolites associated with pre-clinical carotid and femoral artery atherosclerotic plaque in adult-onset SLE patients [35] correlated statistically significantly with the ApoB:ApoA1 ratio in patients from Group-1/1A only (Supplementary Fig. 6c). Here, APOA1 is linked to systemic lupus erythematosus.