To predict in-hospital death for elderly COVID-19 patients, a statistical model, namely Sex,Temperature, SPO2,and NT-proBNP (STONP), was developed using logistic regression and then the ROC curve was plotted. This evidence concerns the gene NPPB and COVID-19.