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首页> 外文期刊>PLoS Computational Biology >Modeling large fluctuations of thousands of clones during hematopoiesis: The role of stem cell self-renewal and bursty progenitor dynamics in rhesus macaque
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Modeling large fluctuations of thousands of clones during hematopoiesis: The role of stem cell self-renewal and bursty progenitor dynamics in rhesus macaque

机译:造血过程中成千上万个克隆的大波动模型:恒河猴中干细胞自我更新和突发祖细胞动力学的作用

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摘要

Author summary Hematopoiesis of virally tagged cells in rhesus macaques is analyzed in the context of a mechanistic and statistical model. We find that the clone size distribution and the temporal variability in the abundance of each clone (viral tag) in peripheral blood are consistent with (i) stochastic HSC self-renewal during bone marrow repair, (ii) clonal aging that restricts the number of generations of progenitor cells, and (iii) infrequent and small-size samples. By fitting data, we infer two key parameters that control the level of fluctuations of clone sizes in our model: the total HSC differentiation rate and the maximum proliferation capacity of progenitor cells. Our analysis provides insight into the mechanisms of hematopoiesis and a framework to guide future multiclone barcoding/lineage tracking measurements.
机译:作者摘要在机械和统计模型的背景下分析了恒河猴中病毒标记细胞的造血作用。我们发现,外周血中每个克隆(病毒标签)的克隆大小分布和时间变异性与(i)骨髓修复过程中随机HSC自我更新,(ii)克隆老化限制了数目的一致性。代祖细胞,以及(iii)不常见和小尺寸的样本。通过拟合数据,我们推断出控制模型中克隆大小波动水平的两个关键参数:总HSC分化率和祖细胞的最大增殖能力。我们的分析提供了对造血机制的见解和指导未来多克隆条形码/谱系跟踪测量的框架。

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