However, although higher serum brain natriuretic peptide levels have been associated with cardiogenic pulmonary edema in COVID-19 patients with ARDS, some may have high levels of brain natriuretic peptide without significant ventricular dysfunction [98]. This evidence concerns the gene NPPB and COVID-19.