شماره ركورد كنفرانس :
4658
عنوان مقاله :
Data Mining Application for Detect Impacts of Infection and Hypertension on Vascular Surgery Complications
پديدآورندگان :
Rezapour Mohammad mrezapour@srbiau.ac.ir epartment of Information Technology Management, Science and Research Branch, Islamic Azad University , Sepehri Mohammad Mehdi mehdi.sepehri@modares.ac.ir Department of Information Technology Engineering, Faculty of Industrial Engineering , Khavanin Zadeh Morteza khavaninzadeh.m@iums.ac.ir , (Iran University of Medical Sciences (IUMS) , Alborzi Mahmood mahmood_alborzi@yahoo.com epartment of Information Technology Management, Science and Research Branch, Islamic Azad University
كليدواژه :
Decision Tree , Clustering , End Stage Renal Disease (ESRD) , Arteriovenous Fistula (AVF) , Thrombosis
عنوان كنفرانس :
دومين كنفرانس بين المللي پژوهش هاي دانش بنيان در كامپيوتر و فن آوري اطلاعات
چكيده فارسي :
End stage renal disease (ESRD) patients need hemodialysis (HD) treatment for cleansing wastes from their blood. Vascular access (VA) – such as a lifeline - provides transporting blood from the vascular system of HD patient to the dialyzer machine and then returning the dialyzed blood back to the patient. Arteriovenous fistula (AVF) is the first choice of the VA and is considered as the gold standard or the ideal model for VA in HD. Construction of an AVF increases the flow of blood through the venous system. Despite the popularity and widespread use of AVFs in the world, some complications maximize dysfunction of AVF, which, in turn, cause AVF nonmaturation. Detect factors that fail VA surgery can reduces repeating surgeries and hospitalization and so improve quality of life (QoL) of patient. Present study analyzes 484 Iranian HD patients who underwent AVF surgery from 2010 to 2017 and aged 10-90 years old. The common AVF complication between them is Thrombosis with AVF failure rate=8.85% which is less than average of reported AVF failure rates in other countries. Detected results show that the gender of ESRD patients is not directly associated with their vascular access surgery (VAS) result (Spearman s rho=-0.033, P-value=0.566). Infection has significant relation with Thrombosis (Spearman s rho=0.167, P-value