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PNAS Plus: Assessing intratumor heterogeneity and tracking longitudinal and spatial clonal evolutionary history by next-generation sequencing

机译:PNAS Plus:通过下一代测序评估肿瘤内异质性并追踪纵向和空间克隆进化史

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摘要

Cancer is a disease driven by evolutionary selection on somatic genetic and epigenetic alterations. Here, we propose Canopy, a method for inferring the evolutionary phylogeny of a tumor using both somatic copy number alterations and single-nucleotide alterations from one or more samples derived from a single patient. Canopy is applied to bulk sequencing datasets of both longitudinal and spatial experimental designs and to a transplantable metastasis model derived from human cancer cell line MDA-MB-231. Canopy successfully identifies cell populations and infers phylogenies that are in concordance with existing knowledge and ground truth. Through simulations, we explore the effects of key parameters on deconvolution accuracy and compare against existing methods. Canopy is an open-source R package available at .
机译:癌症是由对体细胞遗传和表观遗传改变的进化选择驱动的疾病。在这里,我们提出Canopy,一种使用体细胞拷贝数改变和来自单个患者的一个或多个样品的单核苷酸改变来推断肿瘤进化系统发育的方法。冠层应用于纵向和空间实验设计的大量测序数据集,并应用于源自人类癌细胞系MDA-MB-231的可移植转移模型。冠层成功地识别了细胞群,并推断出与现有知识和基本事实一致的系统发育。通过仿真,我们探索了关键参数对反卷积精度的影响,并与现有方法进行了比较。 Canopy是可从处获得的开源R软件包。

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