GRK4 and chronic obstructive pulmonary disease: Notably, MR analysis did not show a significant causal effect of GRK4 on COPD in the brain caudate basal ganglia (P > 0.05), which may reflect tissue-specific effects of GRK4 or differential mechanisms in COPD pathogenesis across tissues.