Reconstructing metastatic seeding patterns of human cancers

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作者
Johannes G. Reiter
Alvin P. Makohon-Moore
Jeffrey M. Gerold
Ivana Bozic
Krishnendu Chatterjee
Christine A. Iacobuzio-Donahue
Bert Vogelstein
Martin A. Nowak
机构
[1] Program for Evolutionary Dynamics,Department of Mathematics
[2] Harvard University,Department of Pathology
[3] IST (Institute of Science and Technology) Austria,Department of Organismic and Evolutionary Biology
[4] The David M. Rubenstein Center for Pancreatic Cancer Research,undefined
[5] Memorial Sloan Kettering Cancer Center,undefined
[6] Human Oncology and Pathogenesis Program,undefined
[7] Memorial Sloan Kettering Cancer Center,undefined
[8] Harvard University,undefined
[9] Memorial Sloan Kettering Cancer Center,undefined
[10] The Sol Goldman Pancreatic Cancer Research Center,undefined
[11] Johns Hopkins University School of Medicine,undefined
[12] The Ludwig Center and Howard Hughes Medical Institute at The Johns Hopkins University School of Medicine,undefined
[13] Harvard University,undefined
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摘要
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.
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