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Epidemiologic Modeling of HIV/AIDS: Use of Computational Models to Study the Population Dynamics of the Disease to Assess Effective Intervention Strategies for Decision-making

机译:艾滋病毒/艾滋病的流行病学建模:使用计算模型研究疾病的种群动态以评估决策的有效干预策略

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摘要

Computational models and simulations are becoming central research tools in epidemiology, biology, and other fields. Epidemiologic research involves the study of a complex set of host, environment and causative agent factors as these interact to impact health and diseases in any population. The most advanced of these efforts have focused on micro (cellular) or macro (human) population levels. The dynamic interplay of HIV with a focus in its hosts at the cellular level provides the micro-epidemiologic basis, while the dynamic interplay of multifactorial determinants: biomedical, behavioral, and socioeconomic factors provide the macro-epidemiologic basis at the human population level.We have developed the computational tools and mathematical approaches to study the population-level effects of various drugs on HIV to integrate models from micro to macro- levels in a seamless fashion. The critical variables that facilitate transmission of HIV and intracellular interactions and molecular kinetics were considered. Such multilevel models are essential if we are to develop quantitative, predictive models of complex biological systems such as HIV/AIDS.
机译:计算模型和模拟正在成为流行病学,生物学和其他领域的中心研究工具。流行病学研究涉及一组复杂的宿主,环境和致病因素的研究,因为这些因素相互作用会影响任何人群的健康和疾病。这些努力中最先进的致力于微观(细胞)或宏观(人类)人口水平。 HIV的动态相互作用以细胞水平为宿主,提供了微观流行病学基础,而多因素决定因素的动态相互作用:生物医学,行为和社会经济因素在人群水平上提供了宏观流行病学基础。已经开发了计算工具和数学方法来研究各种药物对HIV的人群水平影响,从而以无缝的方式集成了从微观到宏观的模型。考虑了促进HIV传播以及细胞内相互作用和分子动力学的关键变量。如果我们要开发诸如艾滋病毒/艾滋病之类的复杂生物系统的定量,预测模型,那么这种多级模型至关重要。

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