研究生: |
張瑋哲 Chang, Wei-Zhe |
---|---|
論文名稱: |
Data Analysis for Patients of Chronic Kidney Disease 針對慢性腎臟病患進行資料分析 |
指導教授: |
陳朝欽
Chen, Chaur-Chin |
口試委員: | |
學位類別: |
碩士 Master |
系所名稱: |
電機資訊學院 - 資訊系統與應用研究所 Institute of Information Systems and Applications |
論文出版年: | 2009 |
畢業學年度: | 97 |
語文別: | 中文 |
論文頁數: | 36 |
中文關鍵詞: | 慢性腎臟病 、糖尿病 、高血壓 、抽煙 、喝酒 、吃檳榔 、資料前處理 |
外文關鍵詞: | Chronic Kidney Disease, Diabetes, Hypertension, Smoking, Drinking, Betel-nut Chewing, Data Pre-processing |
相關次數: | 點閱:3 下載:0 |
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Chronic Kidney Disease (CKD) becomes a commonly awarded disease recently. Over 40,000 patients chronic renal failure (uremia) accept the treatment of health insurance and besides the CKD is ranked at the 8th in the ten major causes of 2007.
The risk factors of CKD, including diabetes, hypertension, and obesity, are described consistently in the literature. On the contrary, it is seldom studied on the lifestyle factors of CKD, such as smoking, alcohol drinking, betelnut chewing.
The thesis studies the joint risk factors in a population-based cohort. Compared with single risk factors, diabetes (odds ratio 1.73), hypertension (odds ratio 2.25), the odds ratio of joint risk factors gets higher, the odds ratios of smoking associated with diabetes and hypertension are 2.65 and 3.61, respectively. Furthermore, the odds ratios of drinking with diabetes and hypertension are 2.67 and 2.86, respectively. We observe that the odds ratios of multiple risk factors are higher than single risk factors. That is, the risk of CKD will increase dramatically if a patient of chronic diabetes or hypertension disease has a bad habit of smoking and/or drinking.
[Bran1997] F.L. Brancati, P.K. Whelton, B.L. Randall, J.D. Neaton, J. Stamler, and M.J. Klag, “Risk of end-stage renal disease in diabetes mellitus: a prospective cohort study of men screened for MRFIT,” The Journal of the American Medical Association, 278(23):2069-2074, December 1997.
[Chen1976] P.S Chen, “The entity-relationship model—toward a unified view of data,” Journal of the Association for Computing Machinery, 1(1):9~36, March 1976.
[Core2003] J. Coresh, B.C. Astor, T. Greene, G., Eknoyan, and A.S. Levey, “Prevalence of chronic kidney disease and decreased kidney function in the adult US population,” American Journal of Kidney Disease, 41(1):1–12, January 2003.
[Ejer2004] E. Ejerblad, C.M. Fored, P. Lindblad, P.W. Dickman, C.G. Elinder, J.K. McLaughlin, and O. Nyren, “Association between smoking and chronic renal failure in a nationwide population-based case-control study,” Journal of the American Society of Nephrology, 15(8):2178–2185, August 2004.
[Fox2004] C.S. Fox, M.G. Larson, E.P. Leip, B. Culleton, P.W. Wilson, and D. Levy, “Predictors of new-onset kidney disease in a community-based population,” The Journal of the American Medical Association, 291(7):844–850, February 2004.
[Han2006] J. Han and M. Kamber, “Data Mining:Concepts and Techniques Second Edition,” Morgan Kaufmann Publishers, Inc, 2006.
[Hyma2001] D.J. Hyman and V.N. Pavlik, “Characteristics of patients with uncontrolled hypertension in the United States,” The New England Journal of Medicine, 345(7):479–486, August 2001.
[Imai2008] E. Imai and S. Matsuo, “Chronic kidney disease in Asia,” Lancet, 371(9631):2147-2148, June 2008.
[Jones2007] B.C. Jones, S.L. Seliger, R.W. Scherer, S.I. Mishra, G. Vessal, J. Brown, M.R. Weir, and J.C. Fink, “Cigarette Smoking and Incident Chronic Kidney Disease: A Systematic Review,” American Journal of Nephrology, 27(4):342-351, May 2007.
[Kang2007] I.M. Kang, C.Y. Chou, Y.H. Tseng, C.C. Huang, W.Y. Ho, C.M. Shih, and W. Chen, “Association Between Betel Nut Chewing and Chronic Kidney Disease in Adults,” Journal of Occupational and Environmental Medicine, 49(7):776-779, July 2007.
[KDOQ2002] K/DOQI, “Clinical practice guidelines for chronic kidney disease: evaluation, classification, and stratification,” American Journal of Kidney Disease, 39(2 Suppl 1):S1–266, February 2002.
[Klag1996] M.J. Klag, P.K. Whelton, B.L. Randall, J.D. Neaton, F.L. Brancati, C.E. Ford, N.B. Shulman, and J. Stamler, “Blood pressure and end-stage renal disease in men,” The New England Journal of Medicine, 334(1):13–18, January 1996.
[Klei1995] R. Klein, B.E. Klein, S.E. Moss, and K.J. Cruickshanks, “Ten-year incidence of gross proteinuria in people with diabetes,” Diabetes, 44(8):916–923, August 1995.
[Pint2000] S.J. Pinto-Sietsma, J. Mulder, W.M. Janssen, H.L. Hillege, D. de Zeeuw, and P.E. de Jong, “Smoking is related to albuminuria and abnormal renal function in non-diabetic persons,” Annals of Internal Medicine, 133(8):585–591, October 2000.
[Roig2003] R.J. Roiger and M.W. Geatz, ”Data Mining:A Tutorial-Based Primer,” Addison-Wesley, 2003.
[Savd1984] E. Savdie, G.M. Grosslight, and M.A. Adena, “Relation of alcohol and cigarette consumption to blood pressure and serum creatinine levels,” Journal of Chronic Disease, 37(8):617–623, 1984.
[Sawi1994] P.T. Sawicki, U. Didjurgeit, I. Muhlhauser, R. Bender, L. Heinemann, and M. Berger, “Smoking is associated with progression of diabetic nephropathy,” Diabetes Care, 17(2):126–131, February 1994.
[Scha2005] E.S. Schaeffner, T. Kurth, P.E. de Jong, R.J. Glynn, J.E. Buring, and J.M. Gaziano, “Alcohol consumption and the risk of renal dysfunction in apparently healthy men,” Arch Intern Med, 165(9):1048–1053, May 2005.
[Shan2006] A. Shankar, R. Klein, and B.E. Klein, “The Association among Smoking, Heavy Drinking, and Chronic Kidney Disease,” American Journal of Epidemiology, 164(3):263-271, June 2006.
[Vupp2003] S. Vupputuri, and D.P. Sandler, “Lifestyle risk factors and chronic kidney disease,” Annals of Epidemiology, 13(10):712–720, November 2003.
[Wen2008] C.P. Wen, T.Y. Chen, M.K. Tsai, Y.C. Chang, H.T. Chan, S.P. Tsai, P.H. Chiang, C.C. Hsu, P.K. Sung, Y.H. Hsu, and S.F. Wen, “All-cause mortality attributable to chronic kidney disease: a prospective cohort study based on 462,293 adults in Taiwan,” Lancet, 371(9631): 2173-2182, June 2008.
[Witt2005] I.H. Witten and E. Frank, “Data Mining:Practical Machine Learning Tools and Techniques Second Edition,” Morgan Kaufmann Publishers, Inc, 2005
[Yang200] C.S. Yang, C.H. Lin, S.H. Chang, and H.C. Hsu, “Rapidly progressive fibrosing interstitial nephritis associated with Chinese herbal medicines,” American Journal of Kidney Disease, 35(2):330-332, February 2000.
[Wiki1] http://en.wikipedia.org/wiki/Chronic_kidney_disease
[Wiki2] http://en.wikipedia.org/wiki/Glomerular_filtration_rate
[Wiki3] http://en.wikipedia.org/wiki/Odds_ratio
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