It is a challenge people living with COPD face; how to accommodate their disease without giving up the benefit of regular exercise. It might seem that exercise is impossible when you have chronic obstructive pulmonary disease, but really, the opposite is true, according to the American Lung Association. A sedentary lifestyle will only make breathing difficulties worse.