At gene level, statistically significant negative correlations were observed between SMURF1 and nitrosative stress levels in skeletal muscle of COPD patients (R = − 0.66, P = 0.017), not seen in healthy subjects (Fig. 3b). Here, SMURF1 is linked to chronic obstructive pulmonary disease.