GRK4 and chronic obstructive pulmonary disease: This study systematically evaluated the potential role of GRK4 in COPD susceptibility, incorporating cross-tissue analysis and multi-database validation to reveal that GRK4 may play a critical role in the pathophysiological processes of COPD, particularly in oxidative stress and inflammation regulation pathways.