We demonstrate replicable associations between current smoking, obesity, hypertension, and increased bronchial epithelial ACE2 expression, potentially facilitating SARS-CoV-2 entry into host cells. Here, ACE2 is linked to obesity due to melanocortin 4 receptor deficiency.