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Application of Artificial Neural Network in Predicting the Survival Rate of Gastric Cancer Patients
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نویسنده
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Biglarian A ,Hajizadeh E ,Kazemnejad A ,Zali MR
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منبع
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iranian journal of public health - 2011 - دوره : 40 - شماره : 2 - صفحه:80 -86
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چکیده
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Background: the aim of this study was to predict the survival rate of iranian gastric cancer patients using the coxproportional hazard and artificial neural network models as well as comparing the ability of these approaches inpredicting the survival of these patients.methods: in this historical cohort study, the data gathered from 436 registered gastric cancer patients who have hadsurgery between 2002 and 2007 at the taleghani hospital (a referral center for gastrointestinal cancers), tehran, iran, topredict the survival time using cox proportional hazard and artificial neural network techniques.results: the estimated one-year, two-year, three-year, four-year and five-year survival rates of the patients were 77.9%,53.1%, 40.8%, 32.0%, and 17.4%, respectively. the cox regression analysis revealed that the age at diagnosis, high-riskbehaviors, extent of wall penetration, distant metastasis and tumor stage were significantly associated with the survivalrate of the patients. the true prediction of neural network was 83.1%, and for cox regression model, 75.0%.conclusion: the present study shows that neural network model is a more powerful statistical tool in predicting thesurvival rate of the gastric cancer patients compared to cox proportional hazard regression model. therefore, this modelrecommended for the predicting the survival rate of these patients.
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کلیدواژه
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Gastric cancer ,Survival analysis ,Cox regression ,Artifitial neural network
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آدرس
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university of social welfare and rehabilitation sciences, Dept of Biostatistics, ایران, tarbiat modares university, Faculty of Medical Science, Dept of Biostatistics, ایران, tarbiat modares university, Faculty of Medical Science, Dept of Biostatistics, ایران, shahid beheshti university, Research Center for Gastroenterology and Liver Disease, ایران
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پست الکترونیکی
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hajizadeh@modares.ac.ir,
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Authors
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