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cure mixture model based on hazard modeling nonproportional, application to esophageal cancer
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نویسنده
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rasouli mahboubeh ,ghadimi mahmoodreza ,shohani masoomeh ,ashouri asieh ,hosseinzadeh samaneh ,mohammad kazem ,mahmoodi mahmood
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منبع
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journal of biostatistics and epidemiology - 2016 - دوره : 2 - شماره : 2 - صفحه:52 -59
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چکیده
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Background & aim: esophageal cancer is one of the main common causes of death. the high prevalence of esophageal cancer in northern iran is an important public health problem. the main aim of this paper was to assess the factors affecting survival of patients with esophageal cancer in neighbor provinces around the caspian sea using weibull mixture cure model and mixture cure model based on a non-proportional hazard. methods & materials: this prospective study was designed to gather data of esophageal cancer from the babol cancer registry, iran, registered during 1990 to 1991. the study cases were also followed for a period of 15 years up to 2006. mixture cure model via non-proportional hazard modeling was used to calculate cure fraction and investigate the factors responsible for the cure probability of patients. estimates were obtained by maximization of the likelihood via sas proc nlmixed. results: the median survival time was about 9 months and survival probability in 1, 3, and 5 years following diagnosis were 23%, 15% and 13%, respectively. the family history affected the cured fraction independently of its effect on the early outcome. in addition, it had significant effect on the probability of uncured state in the both models. conclusion: the results demonstrated the great potential in cure modeling survival data via nonproportional hazard model compared to weibull mixture cure model.
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کلیدواژه
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long-term survival ,esophageal cancer ,non-proportional hazard model ,mixture cure model
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آدرس
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iran university of medical sciences, public health school, department of biostatistics, ایران, iranian social security organization, department of statistics, ایران, ilam university of medical sciences, faculty of allied medical sciences, department of nursing, ایران, guilan university of medical sciences, guilan interventional cardiovascular research center, heshmat hospital, ایران, university of social welfare and rehabilitation sciences, department of biostatistics, ایران, tehran university of medical sciences, school of public health, department of epidemiology and biostatistics, ایران, tehran university of medical sciences, school of public health, department of epidemiology and biostatistics, ایران
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پست الکترونیکی
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mahmoodim@tums.ac.ir
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Authors
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