NPPB and Arrhythmia: The univariate analysis showed that the factors/conditions associated with the risk of death in our cohort of COVID-19 patients were advanced age, active cancer, heart failure, arrhythmias, lower values for the glomerular filtration rate, and higher circulating levels of BNP, troponin, CRP, and d-dimer (Table 3).