In summary, we will focus in this review on the role of NADPH oxidases as important sources of superoxide anions and hydrogen peroxide, oxidative stress and inflammation in experimental models and clinical studies of obesity, cardiovascular diseases, NAFLD and COVID-19 (Figure 1). This evidence concerns the gene FMO5 and COVID-19.