Our results provide a comprehensive picture for the causal relationship of smoking with ACE2 expression in various tissues and with COVID-19 susceptibility and severity, yet we stress caution for interpretation and extra analyses are needed to replicate these findings. The gene discussed is ACE2; the disease is COVID-19.