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MODELLING OF THE CO-INFECTION DYNAMICS OF HIV-1 AND MYCOBACTERIUM TUBERCULOSIS

机译:HIV-1和结核分枝杆菌的共感发动力学建模

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Studies showing the dynamic behaviour of individual diseases in the human body are rife. A co-infection model of HIV-1 and Mycobacterium tuberculosis is proposed to indicate the interaction between these two diseases with the goal of clarifying the progression of pathogen and cell counts in infected individuals. Such simulations would provide a means for further, well-founded investigation into appropriate treatment strategies. One previous such model developed by Kirschner is used to obtain a nominal parameter set. Furthermore, the nominal set is then used in conjunction with real-world samples provided by the National Institute for Communicable Diseases in South-Africa, to solidify the credibility of the model in the practical case. This is achieved via well-structured simulations and employs parameter estimation techniques, namely the Nelder-Mead cost-function method. Identifiability of the model is done to indicate whether all the parameters can be determined from the measured outputs. Once the model is sufficiently verified through simulation, conclusions drawn from this study include the result that the treatment of M. tuberculosis doesn't affect the course of HIV-1 progression that much, and that the model fits well to the data gained from Southern-African individuals.
机译:表明人体中个体疾病的动态行为的研究是侮辱。提出了HIV-1和结核分枝杆菌的共感染模型,表明这两种疾病之间的相互作用具有阐明感染个体病原体和细胞计数的进展的目的。这种模拟将提供一种进一步,成立的调查的手段,进入适当的治疗策略。以前由Kirschner开发的这样的模型用于获得标称参数集。此外,该名称集合与南非国家传染病国家研究所提供的现实世界样本结合使用,以巩固实际案件中该模型的可信度。这是通过结构良好的模拟和采用参数估计技术来实现的,即Nelder-Mead成本函数方法。完成模型的可识别性以指示是否可以从测量的输出确定所有参数。一旦通过模拟充分验证了模型,从该研究中得出的结论包括结果,即肺结核治疗的结果不会影响HIV-1的过程,并且该模型适合南部所获得的数据 - african个人。

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