Numerical analysis of critical parameter values for remission during imatinib treatment of chronic myelogenous leukemia.

IF 2.6 4区 工程技术 Q1 Mathematics
Dana Paquin, Lizzy Gross, Avery Stewart, Giovani Thai
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引用次数: 0

Abstract

Chronic myelogenous leukemia (CML) is a cancer of the white blood cells that results from uncontrolled growth of myeloid cells in the bone marrow and the accumulation of these cells in the blood. The most common form of treatment for CML is imatinib, a tyrosine kinase inhibitor. Although imatinib is an effective treatment for CML and most patients treated with imatinib do attain some form of remission, imatinib does not completely eradicate all leukemia cells, and if treatment is stopped, all patients eventually relapse. Kim et al. constructed a system of delay differential equations to mathematically model the dynamics of anti-leukemia T-cell responses to CML during imatinib treatment, and demonstrated the usefulness of the mathematical model for studying novel treatment regimes to enhance imatinib therapy. Paquin et al. demonstrated numerically using this DDE model that strategic treatment interruptions (STIs) may have the potential to completely eradicate CML in certain cases. We conducted a comprehensive numerical study of the model parameters to identify the mathematical and numerical significance of the individual parameter values on the efficacy of imatinib treatment of CML. In particular, we analyzed the effects of the numerical values of the model parameters on the behavior of the system, revealing critical threshold values that impact the ability of imatinib treatment to achieve remission and/or elimination. We also showed that STIs provide improvements to these critical values, categorizing this change as it relates to parameters inherent to either CML growth or immune response.

伊马替尼治疗慢性骨髓性白血病缓解关键参数值的数值分析。
慢性骨髓性白血病(CML)是一种白细胞癌,由骨髓中髓细胞不受控制的生长和这些细胞在血液中的积累引起。治疗CML最常见的形式是伊马替尼,一种酪氨酸激酶抑制剂。尽管伊马替尼是一种有效的治疗CML的方法,而且大多数接受伊马替尼治疗的患者确实获得了某种形式的缓解,但伊马替尼并不能完全根除所有的白血病细胞,如果停止治疗,所有患者最终都会复发。Kim等人构建了一个延迟微分方程系统,对伊马替尼治疗期间抗白血病t细胞对CML反应的动力学进行数学建模,并证明了该数学模型对研究新的治疗方案以增强伊马替尼治疗的有用性。Paquin等人使用该DDE模型在数值上证明,在某些情况下,策略性治疗中断(STIs)可能具有完全根除CML的潜力。我们对模型参数进行了全面的数值研究,以确定单个参数值对伊马替尼治疗CML疗效的数学和数值意义。特别是,我们分析了模型参数数值对系统行为的影响,揭示了影响伊马替尼治疗实现缓解和/或消除能力的关键阈值。我们还发现,性传播感染改善了这些临界值,并将这种变化归类为与CML生长或免疫反应固有参数相关的变化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Mathematical Biosciences and Engineering
Mathematical Biosciences and Engineering 工程技术-数学跨学科应用
CiteScore
3.90
自引率
7.70%
发文量
586
审稿时长
>12 weeks
期刊介绍: Mathematical Biosciences and Engineering (MBE) is an interdisciplinary Open Access journal promoting cutting-edge research, technology transfer and knowledge translation about complex data and information processing. MBE publishes Research articles (long and original research); Communications (short and novel research); Expository papers; Technology Transfer and Knowledge Translation reports (description of new technologies and products); Announcements and Industrial Progress and News (announcements and even advertisement, including major conferences).
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