title: Preoperative calculation of risk for prolonged intensive care unit stay following coronary artery bypass grafting.
abstract: OBJECTIVE
  Patients who have prolonged stay in intensive care unit (ICU) are associated with adverse outcomes. Such patients have cost implications and can lead to shortage of ICU beds. We aimed to develop a preoperative risk prediction tool for prolonged ICU stay following coronary artery surgery (CABG).
  
  
  METHODS
  5,186 patients who underwent CABG between 1st April 1997 and 31st March 2002 were analysed in a development dataset. Logistic regression was used with forward stepwise technique to identify preoperative risk factors for prolonged ICU stay; defined as patients staying longer than 3 days on ICU. Variables examined included presentation history, co-morbidities, catheter and demographic details. The use of cardiopulmonary bypass (CPB) was also recorded. The prediction tool was tested on validation dataset (1197 CABG patients between 1st April 2003 and 31st March 2004). The area under the receiver operating characteristic (ROC) curve was calculated to assess the performance of the prediction tool.
  
  
  RESULTS
  475 (9.2%) patients had a prolonged ICU stay in the development dataset. Variables identified as risk factors for a prolonged ICU stay included renal dysfunction, unstable angina, poor ejection fraction, peripheral vascular disease, obesity, increasing age, smoking, diabetes, priority, hypercholesterolaemia, hypertension, and use of CPB. In the validation dataset, 8.1% patients had a prolonged ICU stay compared to 8.7% expected. The ROC curve for the development and validation datasets was 0.72 and 0.74 respectively.
  
  
  CONCLUSIONS
  A prediction tool has been developed which is reliable and valid. The tool is being piloted at our institution to aid resource management.
authors.affiliation: Department of Cardiothoracic Surgery, The Cardiothoracic Centre, Liverpool, UK. sanjay.ghotkar@ctc.nhs.uk
authors.forename: Sanjay V
authors.initials: SV
authors.lastname: Ghotkar
authors.forename: Antony D
authors.initials: AD
authors.lastname: Grayson
authors.forename: Brian M
authors.initials: BM
authors.lastname: Fabri
authors.forename: Walid C
authors.initials: WC
authors.lastname: Dihmis
authors.forename: D Mark
authors.initials: DM
authors.lastname: Pullan
mesh_terms: D000368:Aged; D001026:Coronary Artery Bypass; D005260:Female; D006801:Humans; D007362:Intensive Care Units; D007902:Length of Stay / Q000706:statistics & numerical data*; D008297:Male; D011300:Preoperative Care; D012189:Retrospective Studies; D018570:Risk Assessment; D012307:Risk Factors