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.