Recognizing the pivotal role of GDF-15 in metabolic disorders, it becomes imperative to explore its relationship with variables such as gender and ethnicity, particularly in regions where obesity and diabetes are prevalent. The gene discussed is GDF15; the disease is diabetes mellitus.