Sweepstake evolution revealed by population-genetic analysis of copy-number alterations in single genomes of breast cancer

被引:12
作者
Kato, Mamoru [1 ]
Vasco, Daniel A. [2 ]
Sugino, Ryuichi [3 ]
Narushima, Daichi [1 ]
Krasnitz, Alexander [4 ]
机构
[1] Natl Canc Ctr, Dept Bioinformat, Res Inst, Chuuoo Ku, 5-1-1 Tsukiji, Tokyo 1040045, Japan
[2] Univ Calif San Francisco, Dept Bioengn & Therapeut Sci, San Francisco, CA 94158 USA
[3] Grad Univ Adv Studies, Sch Adv Sci, Hayama, Kanagawa 2400193, Japan
[4] Cold Spring Harbor Lab, Simons Ctr Quantitat Biol, One Bungtown Rd, Cold Spring Harbor, NY 11724 USA
来源
ROYAL SOCIETY OPEN SCIENCE | 2017年 / 4卷 / 09期
基金
美国国家卫生研究院;
关键词
bioinformatics; cancer genomics; copy-number alteration; molecular evolution; single-cell sequencing; coalescent theory; CLONAL EVOLUTION; BETA-COALESCENTS; TUMOR EVOLUTION; CELL; MUTATIONS; NUCLEOTIDE; GENEALOGIES; PROGRESSION; LANDSCAPE; INFERENCE;
D O I
10.1098/rsos.171060
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Single-cell sequencing is a promising technology that can address cancer cell evolution by identifying genetic alterations in individual cells. In a recent study, genome-wide DNA copy numbers of single cells were accurately quantified by single-cell sequencing in breast cancers. Phylogenetictree analysis revealed genetically distinct populations, each consisting of homogeneous cells. Bioinformatics methods based on population genetics should be further developed to quantitatively analyse the single-cell sequencing data. We developed a bioinformatics framework that was combined with molecular-evolution theories to analyse copy-number losses. This analysis revealed that most deletions in the breast cancers at the single-cell level were generated by simple stochastic processes. A non-standard type of coalescent theory, the multiple-merger coalescent model, aided by approximate Bayesian computation fit well with the data, allowing us to estimate the population-genetic parameters in addition to falsepositive and false-negative rates. The estimated parameters suggest that the cancer cells underwent sweepstake evolution, where only one or very few parental cells produced a descendent cell population. We conclude that breast cancer cells successively substitute in a tumour mass, and the high reproduction of only a portion of cancer cells may confer high adaptability to this cancer.
引用
收藏
页数:11
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