Tuberous xanthomas are often associated with underlying disorders of lipid metabolism, such as familial hypercholesterolemia and other types of hyperlipoproteinemia. These conditions lead to elevated levels of plasma lipids, which are then deposited in various tissues, including the skin. The genetic basis of these conditions often involves mutations in genes related to lipoprotein metabolism, such as LDLR and APOB.