Intratumor Heterogeneity and Circulating Tumor Cell Clusters

被引:16
作者
Ahmed, Zafarali [1 ]
Gravel, Simon [2 ,3 ,4 ]
机构
[1] McGill Univ, Sch Comp Sci, Montreal, PQ, Canada
[2] McGill Univ, Dept Human Genet, Montreal, PQ, Canada
[3] McGill Univ, Montreal, PQ, Canada
[4] Genome Quebec Innovat Ctr, Montreal, PQ, Canada
关键词
tumor heterogeneity; cancer; circulating tumor cells; mathematical modelling; tumor evolution; CLONAL EVOLUTION; CANCER-CELLS; METASTASIS; CONSEQUENCES; POPULATIONS; EXPRESSION; BIOLOGY; MODEL;
D O I
10.1093/molbev/msy115
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Genetic diversity plays a central role in tumor progression, metastasis, and resistance to treatment. Experiments are shedding light on this diversity at ever finer scales, but interpretation is challenging. Using recent progress in numerical models, we simulate macroscopic tumors to investigate the interplay between growth dynamics, microscopic composition, and circulating tumor cell cluster diversity. We find that modest differences in growth parameters can profoundly change microscopic diversity. Simple outwards expansion leads to spatially segregated clones and low diversity, as expected. However, a modest cell turnover can result in an increased number of divisions and mixing among clones resulting in increased microscopic diversity in the tumor core. Using simulations to estimate power to detect such spatial trends, we find that multi-region sequencing data from contemporary studies is marginally powered to detect the predicted effects. Slightly larger samples, improved detection of rare variants, or sequencing of smaller biopsies or circulating tumor cell clusters would allow one to distinguish between leading models of tumor evolution. The genetic composition of circulating tumor cell clusters, which can be obtained from noninvasive blood draws, is therefore informative about tumor evolution and its metastatic potential.
引用
收藏
页码:2135 / 2144
页数:10
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