Many studies report the associations between circulating adiponectin and insulin resistance, lipid levels, inflammatory markers, atherosclerosis biomarkers, type 2 diabetes and cardiovascular diseases, but their causal relationships remain elusive25,45–47. The gene discussed is ADIPOQ; the disease is atherosclerosis.