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A supplemental treatment for chemotherapy: Control simulation using a mathematical model with estimated parameters based on in vivo experiment

机译:化疗的补充疗法:使用基于体内实验的带有估计参数的数学模型进行对照模拟

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Abstract: Combinations of experimental studies and theoretical models have always played a key role in the clinical development of cancer treatments. In this study, in-vivo experiments are conducted in order to study the effects of DDW on melanoma tumor growth and its pharmacokinetics. Existing mathematical models are then employed to describe the melanoma dynamics and drug effects on the tumor growth. The model includes the tumor growth, chemotherapy, and pharmacokinetics. The model parameters are computed by fitting the mathematical relations to the test data using genetic algorithm (GA). A SDRE (State Dependent Ricatti Equation) based control strategy is then synthetized that leads to promising results. An optimal treatment plan is obtained consisting chemotherapy and DDW as a supplement treatment.
机译:摘要:实验研究和理论模型的结合一直在癌症治疗的临床发展中起着关键作用。在这项研究中,进行体内实验以研究DDW对黑素瘤肿瘤生长及其药代动力学的影响。然后使用现有的数学模型描述黑色素瘤动力学和药物对肿瘤生长的影响。该模型包括肿瘤生长,化学疗法和药代动力学。通过使用遗传算法(GA)将数学关系拟合到测试数据来计算模型参数。然后,基于SDRE(状态相关的Ricatti方程)的控制策略得到了综合,从而产生了可喜的结果。获得了包括化疗和DDW作为补充治疗的最佳治疗方案。

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