It has been shown that smokers and COPD patients have greater levels of ACE-2 expression in their lungs [48]. The association between smoking and worse outcomes related to COVID-19 infection has been documented in multiple studies [41,46]. The gene discussed is ACE2; the disease is chronic obstructive pulmonary disease.