Mechanisms of blood homeostasis: lineage tracking and a neutral model of cell populations in rhesus macaques

被引:23
作者
Goyal, Sidhartha [1 ]
Kim, Sanggu [2 ]
Chen, Irvin S. Y. [2 ,3 ,4 ]
Chou, Tom [5 ]
机构
[1] Univ Toronto, Dept Phys, Toronto, ON, Canada
[2] Univ Calif Los Angeles, Dept Microbiol Immunol & Mol Genet, Los Angeles, CA USA
[3] Univ Calif Los Angeles, UCLA AIDS Inst, Los Angeles, CA USA
[4] Univ Calif Los Angeles, Dept Med, Los Angeles, CA 90024 USA
[5] Univ Calif Los Angeles, Dept Biomath, Los Angeles, CA 90095 USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
Hematopoiesis; Stem cell clones; Lineage tracking; Mathematical modeling; HEMATOPOIETIC STEM-CELLS; CLONAL ANALYSIS; HIGH-THROUGHPUT; GENE-THERAPY; SELF-RENEWAL; HETEROGENEITY; DYNAMICS; NUMBER;
D O I
10.1186/s12915-015-0191-8
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: How a potentially diverse population of hematopoietic stem cells (HSCs) differentiates and proliferates to supply more than 1011 mature blood cells every day in humans remains a key biological question. We investigated this process by quantitatively analyzing the clonal structure of peripheral blood that is generated by a population of transplanted lentivirus-marked HSCs in myeloablated rhesus macaques. Each transplanted HSC generates a clonal lineage of cells in the peripheral blood that is then detected and quantified through deep sequencing of the viral vector integration sites (VIS) common within each lineage. This approach allowed us to observe, over a period of 4-12 years, hundreds of distinct clonal lineages. Results: While the distinct clone sizes varied by three orders of magnitude, we found that collectively, they form a steady-state clone size-distribution with a distinctive shape. Steady-state solutions of our model show that the predicted clone size-distribution is sensitive to only two combinations of parameters. By fitting the measured clone size-distributions to our mechanistic model, we estimate both the effective HSC differentiation rate and the number of active HSCs. Conclusions: Our concise mathematical model shows how slow HSC differentiation followed by fast progenitor growth can be responsible for the observed broad clone size-distribution. Although all cells are assumed to be statistically identical, analogous to a neutral theory for the different clone lineages, our mathematical approach captures the intrinsic variability in the times to HSC differentiation after transplantation.
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页数:14
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