4. Analyzing Endoleaks and Predicting Outcomes after Aneurysm Repair
Abdominal aortic aneurysms (AAAs) occur when a large blood vessel, the aorta, which supplies blood to the abdomen, pelvis, and legs, becomes exceedingly large. This can become dangerous as the aneurysm may rupture, and cause internal bleeding. Treatments for AAAs have become increasingly effective, and with proper detection, grafts may be used to surgically fix the aneurysm. Surgeons at The University of Tennessee Medical Center have seen a large variability in the survival and effectiveness of such grafts, and are working with Oak Ridge National Laboratory to help predict the success or failure of an AAA repair. The goal of this research was to analyze and integrate the results of a follow-up study on patients who have had repairs on abdominal aortic aneurysms. The analysis utilized text mining and statistical software. Radiological reports were analyzed initially using a text mining software. Documents clustered based on common words and phrases, and those relating to the occurrence of an endovascular leak (endoleak) were identified. These trends in the text were then tested for statistical significance. A contingency analysis showed a significant difference in endoleak occurrence in the populations with sigmoid diverticulosis and gallstones. Time points for the occurrence for endoleak were also plotted, and trends were identified. The results of this study provide a useful analysis of the patient dataset, and identify significant trends among patients with endoleaks after AAA repair. This study will contribute to the development of multi-modal mathematical models to predict the outcome of an abdominal aortic aneurysm repair.