BACKGROUND Nurses in the Intensive Care Unit (ICU) play a critical role in recognizing patients who are at risk of deterioration by conducting continual assessments and taking suitable measures in response to changing health status. The validity of the cluster nursing intervention has been studied previously, but its use among ICU patients with tracheal intubation and extubation has not been examined. This study assessed the effectiveness of cluster nursing intervention in ICU patients with tracheal intubation and extubation. MATERIAL AND METHODS In this retrospective study, 80 patients on mechanical ventilation in the ICU ward were randomly assigned to control and intervention groups (40 patients each). The control group received the routine nursing mode, while the intervention group was given 5 sessions of cluster nursing intervention. Tracheal intubation and extubation-associated complications, blood gas analysis, patient nursing satisfaction, and changes in patients' negative emotions were compared before and after the intervention. RESULTS After the nursing intervention, the levels of PaO2 were higher, while PaCO2 levels were lower in the intervention group compared to the control group (P<0.05). Importantly, anxiety and depression scores in the intervention group were lower than in the control group (P<0.05). Moreover, the overall incidence of complications in the intervention group was lower than in the control group, whereas patient satisfaction with nursing services was higher (P<0.05). CONCLUSIONS Cluster nursing intervention can effectively reduce the incidence of complications and improve patients’ physiological and psychological conditions. Moreover, it enhances patient satisfaction with nursing services, thus improving patients' clinical symptoms.