Identification of Risk Factors and Development of Predictive Risk Score Model for Mortality after Open Ruptured Abdominal Aortic Aneurysm Repair.
Ivan TomicPetar ZlatanovicMiroslav MarkovicMilos SladojevicPerica MutavdzicRanko TrailovicKsenija JovanovicDavid MatejevicBiljana MiličićLazar DavidovicPublished in: Medicina (Kaunas, Lithuania) (2022)
Background and Objectives: Despite the relatively large number of publications concerning the validation of these models, there is currently no solid evidence that they can be used with absolute precision to predict survival. The goal of this study is to identify preoperative factors that influenced 30-day mortality and to create a predictive model after open ruptured abdominal aortic aneurysm (RAAA) repair. Materials and Methods: This was a retrospective single-center cohort study derived from a prospective collected database, between 1 January 2009 and 2016. Multivariate logistic regression analysis was used to identify all significant predictive factors. Variables that were identified in the multivariate analysis were dichotomized at standard levels, and logistic regression was used for the analysis. To ensure that dichotomized variables were not overly simplistic, the C statistic was evaluated for both dichotomized and continuous models. Results: There were 500 patients with complete medical data included in the analysis during the study period. Of them, 37.6% were older than 74 years, and 83.8% were males. Multivariable logistic regression showed five variables that were predictive of mortality: age > 74 years (OR = 4.01, 95%CI 2.43-6.26), loss of consciousness (OR = 2.21, 95%CI 1.11-4.40), previous myocardial infarction (OR = 2.35, 95%CI 1.19-4.63), development of ventricular arrhythmia (OR = 4.54, 95%CI 1.75-11.78), and DAP < 60 mmHg (OR = 2.32, 95%CI 1.17-4.62). Assigning 1 point for each variable, patients were stratified according to the preoperative RAAA mortality risk score (range 0-5). Patients with 1 point suffered 15.3% mortality and 3 points 68.2% mortality, while all patients with 5 points died. Conclusions: This preoperative RAAA score identified risk factors readily assessed at the bedside and provides an accurate prediction of 30-day mortality after open repair of RAAA.
Keyphrases
- risk factors
- abdominal aortic aneurysm
- cardiovascular events
- minimally invasive
- heart failure
- patients undergoing
- healthcare
- type diabetes
- emergency department
- machine learning
- prognostic factors
- coronary artery disease
- left ventricular
- physical activity
- subarachnoid hemorrhage
- newly diagnosed
- data analysis
- endovascular treatment
- brain injury
- community dwelling
- drug induced