Collectively, GRK4 demonstrated significant associations with COPD across multiple analyses, suggesting its potential involvement in the genetic susceptibility and pathophysiological mechanisms of COPD. The gene discussed is GRK4; the disease is chronic obstructive pulmonary disease.