Construction of a Prediction Model for Nephropathy among Obese Patients Using Genetic and Clinical Features
學年 103
學期 2
發表日期 2015-05-19
作品名稱 Construction of a Prediction Model for Nephropathy among Obese Patients Using Genetic and Clinical Features
作品名稱（其他語言）
著者 Huang, Guan-Mau; Chen, Yi-Cheng; Weng, Julia Tzu-Ya
作品所屬單位 淡江大學資訊工程學系
出版者 Springner
會議名稱 The 2nd International Workshop on Pattern Mining and Application of Big Data (BigPMA 2015) (in conjunction with PAKDD 2015)
會議地點 Ho Chi Minh City, Vietnam
摘要 Obesity is a complex disease arising from an excessive accumula-tion of body fat which leads to various complications such as diabetes, hyper-tension, and renal diseases. The growing prevalence of obesity is also becom-ing a major risk factor for nephropathy. When patients are diagnosed with nephropathy, their progression towards renal failure is usually inevitable. Therefore, a prediction tool will help medical doctors identify patients with a higher risk of developing nephropathy and implement early treatment or pre-vention. In this study, we attempted to construct a diagnostic support system for nephropathy using clinical and genetic traits. Our results show that pre-diction models involving the use of both genetic and clinical features yielded the best classification performance. Our finding is in accordance with the complex nature of obesity-related nephropathy and support the notion of us-ing genetic traits to design a personalized diagnostic model.
關鍵字 obesity;nephropathy prediction;personalized diagnostic support system
語言 en_US
收錄於
會議性質 國際
校內研討會地點 無
研討會時間 20150519~20150522
通訊作者 Weng, Julia Tzu-Ya
國別 VNM
公開徵稿 Y
出版型式 紙本 電子版
出處 The 2nd International Workshop on Pattern Mining and Application of Big Data (BigPMA 2015) (in conjunction with PAKDD 2015)
相關連結

機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/103099 )

機構典藏連結