“…Next set of features are related to the prediction of treatment stage of the COVID-19 patients. Same analysis on those genes shows that they are closely related to the biological processes such as neutral amino acid transport [95] , regulation of cellular protein metabolic process [84] , negative regulation of cellular macromolecule biosynthetic process [93] , endosome to lysosome transport [50] , chondrocyte morphogenesis involved in endochondral bone morphogenesis, growth plate cartilage chondrocyte morphogenesis, ferrochelatase activity, chondrocyte morphogenesis, phosphatase activator activity [116] , regulation of protein kinase activity [52] , [79] , negative regulation of cellular metabolic process [11] , [8] , response to inorganic substance [111] , [22] , toll-like receptor 9 signaling pathway [1] , [25] , [49] , [70] , [90] , positive regulation of NIK/NF-kappaB signaling [54] , myeloid dendritic cell activation [6] , [85] , regulation of transcription from RNA polymerase II promoter, protein localization to cilium, positive regulation of cell morphogenesis involved in differentiation, mRNA/RNA polyadenylation [102] , [5] , protein localization to cilium, phosphatidylinositol binding, optic cup structural organization [2] , endosome to plasma membrane transport vesicle, SET domain binding, negative regulation of phosphorus metabolic process [110] , regulation of fatty acid transport/ long-chain fatty acid transport [101] , [108] , [32] , [94] , positive regulation of mRNA catabolic process [87] , positive regulation of mRNA metabolic process [54] , transcription from RNA polymerase II promoter, positive regulation of cellular biosynthetic process, negative regulation of RNA metabolic process, negative regulation of nitrogen compound metabolic process [16] , [76] and negative regulation of cellular macromolecule biosynthetic process [30] .…”