The obtained models show that in the group of patients with hematologic malignancies undergoing HDC in the course of HSCT the use of cyclophosphamide, advanced age, and higher initial blood level of total cholesterol represent the independent risk factors for the increase in NT-proBNP concentration (displayed as the increased difference between test A and test B). The gene discussed is NPPB; the disease is hematologic disorder.