The stem cell population of the human colon crypt:: Analysis via methylation patterns

被引:63
作者
Nicolas, Pierre [1 ]
Kim, Kyoung-Mee
Shibata, Darryl
Tavare, Simon
机构
[1] INRA, Unite Math Informat & Genome UR1077, Jouy En Josas, France
[2] Univ So Calif, Dept Pathol, Keck Sch Med, Los Angeles, CA 90089 USA
[3] Univ So Calif, Program Mol & Computat Biol, Dept Biol Sci, Los Angeles, CA 90089 USA
[4] Univ Cambridge, Dept Oncol, Cambridge, England
关键词
D O I
10.1371/journal.pcbi.0030028
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The analysis of methylation patterns is a promising approach to investigate the genealogy of cell populations in an organism. In a stem cell-niche scenario, sampled methylation patterns are the stochastic outcome of a complex interplay between niche structural features such as the number of stem cells within a niche and the niche succession time, the methylation/demethylation process, and the randomness due to sampling. As a consequence, methylation pattern studies can reveal niche characteristics but also require appropriate statistical methods. The analysis of methylation patterns sampled from colon crypts is a prototype of such a study. Previous analyses were based on forward simulation of the cell content of the whole crypt and subsequent comparisons between simulated and experimental data using a few statistics as a proxy to summarize the data. In this paper we develop a more powerful method to analyze these data based on coalescent modelling and Bayesian inference. Results support a scenario where the colon crypt is maintained by a high number of stem cells; the posterior indicates a number greater than eight and the posterior mode is between 15 and 20. The results also provide further evidence for synergistic effects in the methylation/demethylation process that could for the first time be quantitatively assessed through their long-term consequences such as the coexistence of hypermethylated and hypomethylated patterns in the same colon crypt.
引用
收藏
页码:364 / 374
页数:11
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