Application of Artificial Neural Network in Diagnosis of Bladder Cancer

Abstract

Abstract:

Objective: To evaluate the performance of artificial neural network （ANN）model for diagnosis in patients with bladder cancer. Methods: 153 patients with bladder cancer were divided into training group and testing group. The BP neural network was applied to build diagnostic model, and samples were randomly tested by BP ANN. Results: The sensitivity of BP ANN in bladder cancer diagnosis was 100%, and 92.3% of specificity. Conclusion: Artificial neural network diagnosis model was with good diagnostic value in bladder cancer diagnosis.

Key words: artificial neural network, bladder cancer, diagnosis

CLC Number:

R737.14

LI Hao, MI Qing-Hui, ZHANG Xian, LI Min. Application of Artificial Neural Network in Diagnosis of Bladder Cancer[J]. J4, 2013, 12(9): 56-58.

References

〔1〕焦李成.神经网络系统理论〔M〕.西安：西安电子科技大
学出版社，1996：1-6，34-35.
〔2〕吴建伟，艾书跃，袁梅.PET-CT联合肿瘤标志物诊断大肠
癌术后转移〔J〕.江苏医药，2009，35（1）：38-40.
〔3〕郑辉.基于BP神经网络的血液细胞自动识别技术的研究
与实现〔D〕.济南：山东大学，2007.
〔4〕刘斌，曾立波，刘生浩.遗传法和神经网络在白细胞自动
识别中的应用〔J〕.计算机工程与应用，2003，7：213-215.
〔5〕Benamrane N, Aribi A, Kraoula L. Fuzzy Neural Networks
and Genetic Algorithms for Medical Images Interpretation
〔J〕. proceedings of the Geometric Modeling and Imagine-
New Trends, 2006，12（7）：5-7.
〔6〕艾超，聂邦畿.人工神经网络在医学中的应用与展望〔J〕.
现代医学仪器与应用，1999，11（1）：11-13.
〔7〕易军，许忠保，刘小鹏.人工神经网络技术的工程应用与
展望〔J〕.湖北工业大学学报，2007，33（4）：18-21.
〔8〕吴鹭萍.人工神经网络在医学上的应用〔J〕.医学信息，
2000，13（6）：368-370.
〔9〕周开利，康耀红.神经网络模型及其MATLAB仿真程序设
计〔M〕.北京：清华大学出版社，2005.
〔10〕潘湘高，彭楚武，管茶香.人工神经网络在生物医学检测
中的应用—生化测量数据处理方法的研究〔J〕.中国生物
医学工程学报，2007，26（2）：161-165.
〔11〕Rumen lhart DE, Hinton GE, Williams RJ. learning
representation by back propagation errors〔J〕. Nature.
1986,323（2）：899-905.
〔12〕Alk1m E, Gurbuz E, Kilic E. A fast and adaptive
automated disease diagnosis method with an innovative
neural network model〔J〕. Neural Netw，2012，33（9）：88-96.
〔13〕Atkov O Y, Gorokhova S G, Sboev A G, et al. Coronary heart
disease diagnosis by artificial neural networks including
genetic polymorphisms and clinical parameters〔J〕. Cardiol，
2012，59（2）：190-194.
〔14〕Feng F, Wu Y, Wu Y. The effect of artificial neural
network model combined with six tumor markers in
auxiliary diagnosis of lung cancer〔J〕. Med Syst，2012，36
（5）：2973-2980.
〔15〕陈华忠，谢忠好，曾碧新.人工神经网络在类风湿关节
炎诊断中的应用〔J〕.数理医药杂志，2010，23（1）：213-
215.
〔16〕Buchner A, May M, Burger M, et al. Prediction of outcome
in patients with urothelial carcinoma of the bladder
following radicalcystectomy using artificial neural
networks〔J〕.Eur J Surg Oncol, 2013，39（1）：372-379.

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