The present invention provides methods for personalized diet design for females of Asian origin, wherein females who are homozygous for the PLIN 11482A are advised to avoid diets high in fat and low in carbohydrates, to avoid or manage metabolic syndrome and conditions related to metabolic syndrome, such as insulin resistance, diabetes, and cardiovascular disease.