LASSO regression was performed to narrow the NRGs, resulting in 7 NRGs (PPID, PLA2G4A, MLKL, JAK2, STAT3, IRF9, and BAX) being identified as the candidates for MDS diagnosis (Fig. 7A, B). The gene discussed is IRF9; the disease is myelodysplastic syndrome.