A subsequent intervention study conducted at the same time and including a dietary and exercise intervention, demonstrated that the association between a high-fat diet and the risk of developing metabolic syndrome could be modulated by the PPARD rs2016520 genotypes: individuals with moderate fat consumption who were carriers of the C allele had the lowest risk of developing metabolic syndrome [137]. Here, PPARD is linked to metabolic syndrome.