Future research should focus on elucidating the precise molecular mechanisms by which MMP-9, IL-6, IL-1, and GDF-15 derived from macrophages exert their effects on muscle atrophy and insulin resistance. The gene discussed is GDF15; the disease is Insulin resistance.