The multi-variable logistic regression and stepwise regression analyses showed that six variables, including LA, PRO-BNP, albumin, and D-dimer levels, as well as PT and lung infection, were independent risk factors that predicted the probability of the need for mechanical ventilation in patients with sepsis within 48 h after admission (Table 3). Here, ALB is linked to Sepsis.