One can reasonably infer that among ESRD patients, those with elevated NT-pro BNP might be experiencing severe medical complications like advanced heart disease, sepsis, or a state of shock, thereby leading to an elevated mortality rate [39,40]. The gene discussed is NPPB; the disease is heart disorder.