The top five gene variables (MTF1, UBE2D2, DLAT, DLD, and ULK2) were selected as disease signature genes in the GLM model to construct a nomogram for predicting the incidence of sepsis-associated ALI (Fig. 7A). The gene discussed is MTF1; the disease is acute respiratory distress syndrome.