The results of the Lasso regression model showed that the optimal λ = 0.0613281301006316 was used to screen for five nonzero coefficient-related indices of weaning failure: hypertension, SOFA score, tidal volume, respiratory rate, and serum albumin (Figure 2). This evidence concerns the gene ALB and hypertensive disorder.