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Rtreemix: an R package for estimating evolutionary pathways and genetic progression scores

机译:Rtreemix:R包用于估计进化途径和遗传进展得分

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摘要

>Summary: In genetics, many evolutionary pathways can be modeled by the ordered accumulation of permanent changes. Mixture models of mutagenetic trees have been used to describe disease progression in cancer and in HIV. In cancer, progression is modeled by the accumulation of chromosomal gains and losses in tumor cells; in HIV, the accumulation of drug resistance-associated mutations in the viral genome is known to be associated with disease progression. From such evolutionary models, genetic progression scores can be derived that assign measures for the disease state to single patients. Rtreemix is an R package for estimating mixture models of evolutionary pathways from observed cross-sectional data and for estimating associated genetic progression scores. The package also provides extended functionality for estimating confidence intervals for estimated model parameters and for evaluating the stability of the estimated evolutionary mixture models.>Availability: Rtreemix is an R package that is freely available from the Bioconductor project at and runs on Linux and Windows.>Contact:
机译:>摘要:在遗传学中,许多进化途径可以通过永久性变化的有序积累来建模。诱变树的混合模型已用于描述癌症和HIV中的疾病进展。在癌症中,进展是通过肿瘤细胞中染色体得失的积累来模拟的。在HIV中,已知病毒基因组中与耐药性相关的突变的积累与疾病进展有关。从这样的进化模型中,可以得出遗传进展分数,该遗传进展分数将针对疾病状态的度量分配给单个患者。 Rtreemix 是一个R包,用于根据观察到的横截面数据估计进化途径的混合模型,并估计相关的遗传进展评分。该软件包还提供了扩展功能,用于估计估计模型参数的置信区间和评估估计进化混合模型的稳定性。>可用性: Rtreemix 是一个R软件包,可自由使用可以从Bioconductor项目中获得,并可以在Linux和Windows上运行。>联系方式:

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