According to a two-sample MR analysis, HDL was considered as a risk factor for AMD (OR 1.22) and its correlative gene regions cholesterol transfer protein (CETP) and apolipoprotein E (ApoE) would also increase AMD risk by increasing HDL concentrations [53]. Here, APOE is linked to age-related macular degeneration.