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生存分析套件:用于分析生存数据的软件,包括可能相关的随机效应。

The Survival Kit: software to analyze survival data including possibly correlated random effects.

机构信息

Division of Livestock Sciences, University of Natural Resources and Life Sciences, Vienna, Gregor-Mendel-Str. 33, A-1180 Vienna, Austria.

出版信息

Comput Methods Programs Biomed. 2013 Jun;110(3):503-10. doi: 10.1016/j.cmpb.2013.01.010. Epub 2013 Feb 8.

Abstract

The Survival Kit is a Fortran 90 Software intended for survival analysis using proportional hazards models and their extension to frailty models with a single response time. The hazard function is described as the product of a baseline hazard function and a positive (exponential) function of possibly time-dependent fixed and random covariates. Stratified Cox, grouped data and Weibull models can be used. Random effects can be either log-gamma or normally distributed and can account for a pedigree structure. Variance parameters are estimated in a Bayesian context. It is possible to account for the correlated nature of two random effects either by specifying a known correlation coefficient or estimating it from the data. An R interface of the Survival Kit provides a user friendly way to run the software.

摘要

生存工具包是一个 Fortran 90 软件,旨在使用比例风险模型及其对具有单个响应时间的脆弱性模型的扩展进行生存分析。风险函数被描述为基线风险函数和可能与时间相关的固定和随机协变量的正(指数)函数的乘积。可以使用分层 Cox、分组数据和 Weibull 模型。随机效应可以是对数伽马分布或正态分布,可以考虑谱系结构。方差参数在贝叶斯上下文中进行估计。可以通过指定已知的相关系数或从数据中估计来处理两个随机效应的相关性。生存工具包的 R 接口提供了一种用户友好的方式来运行该软件。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/783c/3693034/e7a09a92f56a/gr1.jpg

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