Lorenzi Tommaso, Marciniak-Czochra Anna, Stiehl Thomas
School of Mathematics and Statistics, University of St Andrews, North Haugh, St Andrews, Fife, KY16 9SS, UK.
Institute of Applied Mathematics, BIOQUANT and IWR, Heidelberg University, Im Neuenheimer Feld 205, 69120, Heidelberg, Germany.
J Math Biol. 2019 Oct;79(5):1587-1621. doi: 10.1007/s00285-019-01404-w. Epub 2019 Jul 26.
Recent progress in genetic techniques has shed light on the complex co-evolution of malignant cell clones in leukemias. However, several aspects of clonal selection still remain unclear. In this paper, we present a multi-compartmental continuously structured population model of selection dynamics in acute leukemias, which consists of a system of coupled integro-differential equations. Our model can be analysed in a more efficient way than classical models formulated in terms of ordinary differential equations. Exploiting the analytical tractability of this model, we investigate how clonal selection is shaped by the self-renewal fraction and the proliferation rate of leukemic cells at different maturation stages. We integrate analytical results with numerical solutions of a calibrated version of the model based on real patient data. In summary, our mathematical results formalise the biological notion that clonal selection is driven by the self-renewal fraction of leukemic stem cells and the clones that possess the highest value of this parameter are ultimately selected. Moreover, we demonstrate that the self-renewal fraction and the proliferation rate of non-stem cells do not have a substantial impact on clonal selection. Taken together, our results indicate that interclonal variability in the self-renewal fraction of leukemic stem cells provides the necessary substrate for clonal selection to act upon.
基因技术的最新进展揭示了白血病中恶性细胞克隆复杂的共同进化过程。然而,克隆选择的几个方面仍不清楚。在本文中,我们提出了一个急性白血病选择动力学的多区室连续结构群体模型,该模型由一个耦合积分 - 微分方程组组成。与用常微分方程表述的经典模型相比,我们的模型能够以更有效的方式进行分析。利用该模型的解析易处理性,我们研究了在不同成熟阶段白血病细胞的自我更新分数和增殖率如何塑造克隆选择。我们将解析结果与基于真实患者数据的模型校准版本的数值解相结合。总之,我们的数学结果将生物学概念形式化,即克隆选择由白血病干细胞的自我更新分数驱动,具有该参数最高值的克隆最终被选择。此外,我们证明非干细胞的自我更新分数和增殖率对克隆选择没有实质性影响。综上所述,我们的结果表明白血病干细胞自我更新分数的克隆间变异性为克隆选择作用提供了必要的基础。