Conversely, Wang et al.37 demonstrated that the APOA1 rs5069 variant interacted with obesity to increase the risk of low HDL-C disease in the Xinjiang pastoral population of China, highlighting the role of gene–environment and gene–obesity interactions in modulating metabolic outcomes. This evidence concerns the gene APOA1 and obesity due to melanocortin 4 receptor deficiency.