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Investigating Effects of Drug Therapy for HIV Infection by Double Compartments Cellular Automata Simulations

机译:双隔室蜂窝自动机模拟调查药物治疗艾滋病毒感染的影响

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The progress of human immunodeficiency virus (HIV) infection typically follows a three phase pattern; the primary response phase, the clinical latency phase, and the final phase of onset of acquired immunodeficiency syndrome (AIDS). In order to test the efficiency of different protocols in drug therapy for HIV patients, it is important to have a realistic model which reliably simulates the course of the infection which exhibits two drastically different time scales, days and decades. The classical ordinary or partial differential equations have been found to be inadequate in coping with such extreme spread in time scales. In this paper, we employ a two-compartment Cellular Automata (CA) model to study the dynamics of drug therapy of HIV infection. The levels of healthy an infected CD~+T cells are tracked in both the lymph node and peripheral blood compartments coupled and updated simultaneously with each time step. The viral loads in the two compartments are also updated through a system of difference equations. Drug therapy is then simulated by incorporating its effects in the update rules of the CA model. By adjusting the rules to update the cells in the CA lattice, it becomes possible to study the efficacies of different treatment strategies or drugs of choice, as well as the repercussion of drug resistance over time.
机译:人类免疫缺陷病毒(HIV)感染的进展通常遵循三相模式;初级响应阶段,临床潜伏期阶段和获得的免疫缺陷综合征(艾滋病)发病的最终阶段。为了测试针对HIV患者的药物治疗中不同方案的效率,重要的是具有一种现实模型,可靠地模拟感染过程,其展现出两个巨大不同的时间尺度,天和数十年。已经发现经典的普通或部分微分方程不足以应对这种极端差距在时间尺度上。在本文中,我们采用了双室蜂窝自动机(CA)模型来研究艾滋病毒感染药物治疗的动态。在每次步骤中耦合并更新的淋巴结和外周血隔室,在淋巴结和外周血隔室中跟踪健康感染的CD〜+ T细胞的水平。两个隔间中的病毒载荷也通过差分方程系统更新。然后通过在CA模型的更新规则中纳入其效果来模拟药物治疗。通过调整要更新Ca格子中的细胞的规则,可以研究不同治疗策略或选择性药物的疗效,以及随着时间的推移对耐药性的影响。

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