Early detection and effective treatment of severe COVID-19 patients remain two major challenges during the current pandemic. Analysis molecular changes in blood samples is one promising approaches to this problem. From thousands proteomic, metabolomic, lipidomic, transcriptomic biomarkers selected other research, we identify several pairs that after additional nonlinear spline transformation ar...