In our study, we found that the NT-ProBNP concentrations in patients with high level of monocytes and their derived indicators were obviously elevated compared to the patients with low level of monocytes and their derived indicators, further supporting our finding that monocytes and their derived indicators were associated with the severity of heart failure. The gene discussed is NPPB; the disease is heart failure.