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Long-term treatment effects in chronic myeloid leukemia

机译:慢性骨髓白血病的长期治疗效果

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We propose and analyze a simplified version of a partial differential equation (PDE) model for chronic myeloid leukemia (CML) derived from an agent-based model proposed by Roeder et al. This model describes the proliferation and differentiation of leukemic stem cells in the bone marrow and the effect of the drug Imatinib on these cells. We first simplify the PDE model by noting that most of the dynamics occurs in a subspace of the original 2D state space. Then we determine the dominant eigenvalue of the corresponding linearized system that controls the long-term behavior of solutions. We mathematically show a non-monotonous dependence of the dominant eigenvalue with respect to treatment dose, with the existence of a unique minimal negative eigenvalue. In terms of CML treatment, this shows that there is a unique dose that maximizes the decay rate of the CML tumor load over long time scales. Moreover this unique dose is lower than the dose that maximizes the initial tumor load decay. Numerical simulations of the full model confirm that this phenomenon is not an artifact of the simplification. Therefore, while optimal asymptotic dosage might not be the best one at short time scales, our results raise interesting perspectives in terms of strategies for achieving and improving long-term deep response.
机译:我们提出并分析了从Roeder等人提出的基于代理的模型衍生的慢性骨髓白血病(CML)的次微分方程(PDE)模型的简化版本。该模型描述了骨髓中白血病干细胞的增殖和分化以及药物伊马替尼对这些细胞的影响。我们首先通过注意到大多数动态在原始2D状态空间的子空间中简化了PDE模型。然后,我们确定相应的线性化系统的主导特征值控制解决方案的长期行为。我们数学地显示了主要的特征值对治疗剂量的非单调依赖性,存在独特的最小负特征值。就CML治疗而言,这表明存在独特的剂量,使CML肿瘤载荷的衰减率最大化在长时间尺度上最大化。此外,这种独特的剂量低于最大化初始肿瘤载荷衰减的剂量。全模型的数值模拟证实这种现象不是简化的伪影。因此,虽然最佳的渐近剂量可能不是短时间尺度最好的,但我们的结果在实现和改善长期深度反应的策略方面提高了有趣的观点。

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