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重建人类癌症转移播种模式。

Reconstructing metastatic seeding patterns of human cancers.

机构信息

Program for Evolutionary Dynamics, Harvard University, Cambridge, Massachusetts 02138, USA.

IST (Institute of Science and Technology) Austria, Klosterneuburg 3400, Austria.

出版信息

Nat Commun. 2017 Jan 31;8:14114. doi: 10.1038/ncomms14114.

Abstract

Reconstructing the evolutionary history of metastases is critical for understanding their basic biological principles and has profound clinical implications. Genome-wide sequencing data has enabled modern phylogenomic methods to accurately dissect subclones and their phylogenies from noisy and impure bulk tumour samples at unprecedented depth. However, existing methods are not designed to infer metastatic seeding patterns. Here we develop a tool, called Treeomics, to reconstruct the phylogeny of metastases and map subclones to their anatomic locations. Treeomics infers comprehensive seeding patterns for pancreatic, ovarian, and prostate cancers. Moreover, Treeomics correctly disambiguates true seeding patterns from sequencing artifacts; 7% of variants were misclassified by conventional statistical methods. These artifacts can skew phylogenies by creating illusory tumour heterogeneity among distinct samples. In silico benchmarking on simulated tumour phylogenies across a wide range of sample purities (15-95%) and sequencing depths (25-800 × ) demonstrates the accuracy of Treeomics compared with existing methods.

摘要

重建转移瘤的进化史对于理解其基本生物学原理至关重要,并且具有深远的临床意义。全基因组测序数据使现代系统发生基因组学方法能够以前所未有的深度,从嘈杂和不纯的肿瘤组织样本中准确地剖析亚克隆及其系统发育。然而,现有的方法并不是为了推断转移播种模式而设计的。在这里,我们开发了一种名为 Treeomics 的工具,用于重建转移瘤的系统发育,并将亚克隆映射到它们的解剖位置。Treeomics 可以推断胰腺、卵巢和前列腺癌的全面播种模式。此外,Treeomics 还可以正确地区分真实的播种模式和测序伪影;传统统计方法错误地分类了 7%的变异。这些伪影会通过在不同样本之间产生虚幻的肿瘤异质性来扭曲系统发育。在广泛的样本纯度(15-95%)和测序深度(25-800×)范围内的模拟肿瘤系统发育上的计算机基准测试表明,与现有方法相比,Treeomics 具有更高的准确性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ac35/5290319/edeaea6c8616/ncomms14114-f1.jpg

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