Clustering of HDL according to their abundance in S1P species and precursors led us to highlight that the low level of all these S1P species in large HDL was a feature of patients with T2D exhibiting dysfunctional HDL and a high CAC. The gene discussed is MBTPS1; the disease is type 2 diabetes mellitus.