In addition, our study also showed that the high HCT-ALB group and VAP development were significant in some subgroups, such as male, qSOFA score ≤ 2, not using antibiotics, with oral care, without a history of trauma injury, COPD, or respiratory failure. The gene discussed is ALB; the disease is respiratory failure.