Moreover, MR analysis showed positive causal effects of GRK4 on COPD in the adipose subcutaneous tissue, brain caudate basal ganglia, and minor salivary gland (P < 0.05, OR > 1) (Fig. 11). The gene discussed is GRK4; the disease is chronic obstructive pulmonary disease.