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首页> 外文期刊>Asian Pacific Journal of Cancer Prevention >A Spatial Survival Model in Presence of Competing Risks for Iranian Gastrointestinal Cancer Patients
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A Spatial Survival Model in Presence of Competing Risks for Iranian Gastrointestinal Cancer Patients

机译:存在伊朗胃肠癌患者竞争风险的空间生存模型

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Background: Gastrointestinal cancer is one of the common causes of death from cancer in Iran. Survival analysisis usually used to detect prognostic factors of time to death from gastrointestinal cancers. The use of ordinary survivalmodels, in the presence of competing risks and/or when data is collected within geographic areas, may lead to distortingthe results. Therefore, the aim of this study is to use the spatial survival models in the presence of competing risks toassess the risk factors affecting the survival time of gastrointestinal cancer patients. Methods: The data in this studywas collected from 602 patients who were diagnosed with gastrointestinal cancer in Golestan and Mazandaran provincesregistered in Iran’s National Institute of Health Research from 2002 through 2007 and were followed up to July 2017.The data was analyzed using the cause-specific hazard frailty model with multivariate conditional autoregressivedistribution for frailties in the presence of competing risks (death from gastrointestinal cancer, heart disease, and othercauses) via OpenBUGS software. Results: The hazard of death from gastrointestinal cancer in men patients, patientswho lived in rural areas, patients whose relatives did not have a history of cancer, patients who did not undergo surgery,and patients with gastric cancer was significantly higher than others. Based on the deviance information criterion (DIC),frailty models and spatial frailty models seemed better than no-frailty model and non-spatial frailty model, respectively.Conclusions: This study showed that the use of the spatial frailty term in the model helps better fit the model. Also,the spatial pattern in the figures suggests the necessity of presence of some still missing, spatially varying covariatesrelevant for time to death from gastrointestinal cancer, heart disease, or other causes.
机译:背景:胃肠癌是伊朗癌症死亡的常见原因之一。存活分析通常用于检测从胃肠癌死亡时间的预后因素。在竞争风险的存在和/或地理区域内收集数据时,使用普通救生型统计可能导致扭曲结果。因此,本研究的目的是在竞争风险的存在下使用空间生存模型对影响胃肠癌患者的存活时间的风险因素。方法:从2002年至2007年从2002年至2007年诊断患有古代毒性癌症和Mazandaran省的胃肠癌的602名患者中收集的数据,从2002年至2007年开始,达到2017年7月。使用原因特定的数据分析了数据危险体外模型具有多变量条件自向分布的竞争风险(胃肠癌,心脏病和其他死亡)通过Openbugs软件的遗漏。结果:男子患者中胃肠癌死亡的危害,患者在农村地区生活,亲属没有癌症史,没有接受手术的患者,胃癌患者明显高于其他患者。基于偏差信息标准(DIC),脆弱的模型和空间脆弱模型分别似乎优于No-Frefailty模型和非空间脆弱模型。结论:本研究表明,在模型中使用空间脆弱术语有助于更好地帮助适合模型。而且,附图中的空间模式表明存在一些仍然缺失的必要性,空间上不同的协变得多次变化的时代与胃肠癌,心脏病或其他原因死亡的时间。

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