The Related Factors of Post Operation Patients With Late Extubation in Surgical Intensive Care Unit
试验速览
- 阶段
- 不适用
- 状态
- 已完成
- 发起方
- 入组人数
- 204
- 试验地点
- 1
- 主要终点
- Delayed Extubation
研究概览
简要总结
Timely removal of a breathing tube after surgery is an important part of recovery for patients admitted to the intensive care unit (ICU). In some cases, patients may require longer use of mechanical ventilation, which can be associated with longer hospital stays and a higher risk of complications.
The purpose of this study is to examine clinical factors that may be associated with delayed removal of breathing tubes in postoperative ICU patients. This study will use information that has already been routinely collected during standard medical care, such as patient characteristics, breathing-related measurements, fluid balance, and laboratory test results.
This is a retrospective observational study and does not involve any additional treatments, procedures, or changes to routine clinical care. By analyzing these existing data, the study aims to improve understanding of factors related to extubation timing and support future efforts to enhance postoperative ICU care.
详细描述
Delayed extubation after surgery is a common clinical challenge in postoperative intensive care unit (ICU) patients and is associated with increased risks of pulmonary complications, prolonged mechanical ventilation, and extended hospitalization. Determining optimal extubation timing remains complex because respiratory mechanics, metabolic status, neurologic recovery, and perioperative stress responses must align for successful ventilator liberation.
This study is a retrospective observational study designed to identify clinical factors associated with delayed extubation in postoperative ICU patients and to develop predictive models using routinely collected clinical data. The institutional cohort includes adult postoperative patients admitted to the surgical ICU at Kaohsiung Armed Forces General Hospital who required invasive mechanical ventilation. An external cohort derived from the MIMIC-IV database is used to support model development and cross-domain learning. No additional interventions, procedures, or changes to standard clinical care are involved.
Delayed extubation is defined as removal of the endotracheal tube more than 24 hours after initiation of mechanical ventilation, while early extubation is defined as extubation within 24 hours. Demographic characteristics, disease severity scores, respiratory parameters, perioperative laboratory data, and fluid balance variables routinely documented in medical records are included for analysis.
Statistical analyses include univariable and multivariable regression models to identify factors independently associated with delayed extubation and hospital length of stay. In addition, machine learning and deep learning approaches are applied to explore complex interactions among clinical variables and to improve prediction performance. Transfer learning techniques are used to enhance model generalizability by integrating information from external ICU datasets while adapting to local institutional data.
The primary objective of this study is to improve understanding of physiologic, metabolic, and respiratory determinants of delayed extubation in postoperative ICU patients. The findings may support more individualized ventilator weaning strategies, reduce prolonged mechanical ventilation, and improve postoperative ICU care. This study involves secondary analysis of existing clinical data and poses no additional risk to patients.
研究设计
- 研究类型
- Observational
- 观察模型
- Cohort
- 时间视角
- Retrospective
入排标准
- 性别
- All
- 接受健康志愿者
- 否
入选标准
- •Postoperative patients admitted to the surgical intensive care unit.
- •Patients who required invasive mechanical ventilation after surgery.
- •Patients with documented intubation and extubation events during the ICU stay.
- •Patients with available routine clinical data, including demographic information, respiratory parameters, and laboratory results.
排除标准
- •Patients without documented extubation information.
- •Patients admitted to non-surgical intensive care units.
- •Patients with incomplete or missing key clinical data required for analysis.
- •Patients who did not receive invasive mechanical ventilation.
研究组 & 干预措施
Delayed Extubation Group
This cohort includes postoperative intensive care unit patients who were extubated more than 24 hours after initiation of invasive mechanical ventilation. No interventions were assigned as part of this study. Clinical data were analyzed retrospectively.
干预措施: No Intervention - Retrospective Observational Study (Other)
Early Extubation Group
This cohort includes postoperative intensive care unit patients who were extubated within 24 hours after initiation of invasive mechanical ventilation. No interventions were assigned as part of this study. Clinical data were analyzed retrospectively.
干预措施: No Intervention - Retrospective Observational Study (Other)
结局指标
主要结局
Delayed Extubation
时间窗: Within 24 hours to 30 days after initiation of invasive mechanical ventilation
Delayed extubation is defined as removal of the endotracheal tube more than 24 hours after initiation of invasive mechanical ventilation during postoperative intensive care unit admission.
次要结局
- Hospital Length of Stay(From hospital admission through hospital discharge, up to 30 days)
- Duration of Mechanical Ventilation(From initiation of invasive mechanical ventilation to extubation, up to 30 days)