To the best of our knowledge, we performed a large-scale phenome-wide MR study to understand a causal role of smoking and alcohol consumption in ACE2 expression, as well as in COVID-19 related outcomes, totalling 532 genetic associations from 1.2 million individuals of European ancestry and covering almost all tissues/organs of human body (N=44). This evidence concerns the gene ACE2 and COVID-19.