在化疗诱导的骨髓抑制中达到理想的实际中性粒细胞计数(ANC)的最佳药物剂量

V. Radisavljevic-Gajic
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引用次数: 0

摘要

本文首先从系统分析的角度考虑了Lena Friberg等著名的骨髓抑制数学模型,研究了线性化模型的稳态稳定性、可控性、可观察性和模型变量的可缩放性。我们发现原始模型在稳态时稳定性较差,因为它的所有特征值都非常接近虚轴。利用多时间尺度系统理论,注意到两个状态变量的线性化动力学是缓慢的(对应于第三室成熟细胞的数量和循环细胞的数量),而其余三个状态变量的线性化动力学是快速的(对应于增殖细胞的数量和第一室和第二室成熟细胞的数量)。为了避免大量的数值计算,采用了将系统状态变量放大109倍的方法。在论文的第二部分,提出了一种利用最优控制理论的结果来优化化疗剂量的方法,以减少给药化疗药物的量,并保持中性粒细胞的数量高于预先指定的期望的ANC(实际中性粒细胞计数)水平。结果表明,在连续给药的情况下,必须根据有关中性粒细胞实际计数的反馈信息,每天给药可变的最佳剂量。这一结果在数学上证明了每天给药等量不能提供最佳给药方案。所获得的结果为现代个性化和优化医学打开了一扇门,该医学需要根据所考虑的疾病的患者基本变量(参数)的实际状态,对基本变量进行日常监测,并以可变的量进行每日给药。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimal Drug Dosing to Achieve the Desired Actual Neutrophil Counts (ANC) in Chemotherapy Induced Myelosuppression
In this paper we have first considered the well-known myelosuppression mathematical model of Lena Friberg and her coworkers from the system analysis point of view and study the linearized model steady state stability, controllability, observability, and scaling of model variables. We have found that the original model has poor stability properties at steady state since all its eigenvalues are very close to the imaginary axis. Using theory of multi-time scale systems, it was noticed that the linearized dynamics of two state variables is slow (corresponding to the numbers of maturing cells in the third compartment and the number of circulating cells) and that three remaining state variables display fast dynamics (corresponding to the number of proliferative cells and the number of maturing cells in the first and second compartments). In order to avoid numerical computations with large numbers scaling of system state variables by a factor of 109 has been utilized. In the second part of the paper, a method was proposed for optimal chemotherapy dosing using a result from optimal control theory in order to reduce the amount of administrated chemotherapy drugs and to keep the number of neutrophil cells above a pre-specified desired ANC (actual neutrophil count) level. It was shown that in the case of continuous dosing, the variable optimal amounts of the drug have to be administrated daily based on feedback information regarding the actual count of neutrophils. This result mathematically establishes that administrating constant amount of drugs daily cannot provide the optimal dosing schedule. The obtained results open a door for modern personalized and optimized medicine that requires daily monitoring of fundamental variables and daily drug administration in variable quantities based on the actual state of the patient's fundamental variables (parameters) for the considered decease.
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