Previous study identified two components of HDL, ApoA1 and S1P, by which HDL protect β-cells from cytokine- or glucose-induced apoptosis [22].Decreased HDL-C levels affect the β-cell, which has an important role in the pathogenesis of Pre-DM [22, 23]. The gene discussed is APOA1; the disease is diabetes mellitus.