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How Can Viral Dynamics Models Inform Endpoint Measures in Clinical Trials of Therapies for Acute Viral Infections?

机译:病毒动力学模型如何在治疗急性病毒感染的临床试验中提供终点指标?

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摘要

Acute viral infections pose many practical challenges for the accurate assessment of the impact of novel therapies on viral growth and decay. Using the example of influenza A, we illustrate how the measurement of infection-related quantities that determine the dynamics of viral load within the human host, can inform investigators on the course and severity of infection and the efficacy of a novel treatment. We estimated the values of key infection-related quantities that determine the course of natural infection from viral load data, using Markov Chain Monte Carlo methods. The data were placebo group viral load measurements collected during volunteer challenge studies, conducted by Roche, as part of the oseltamivir trials. We calculated the values of the quantities for each patient and the correlations between the quantities, symptom severity and body temperature. The greatest variation among individuals occurred in the viral load peak and area under the viral load curve. Total symptom severity correlated positively with the basic reproductive number. The most sensitive endpoint for therapeutic trials with the goal to cure patients is the duration of infection. We suggest laboratory experiments to obtain more precise estimates of virological quantities that can supplement clinical endpoint measurements.
机译:急性病毒感染对准确评估新型疗法对病毒生长和衰变的影响提出了许多实际挑战。以甲型流感为例,我们说明了如何确定与感染相关的量,从而确定人类宿主内病毒载量的动态,从而可以使研究人员了解感染的过程和严重程度以及新型疗法的功效。我们使用马尔可夫链蒙特卡洛方法估计了从病毒载量数据确定自然感染过程的关键感染相关量的值。数据是由罗氏公司进行的志愿者挑战研究期间收集的安慰剂组病毒载量测量,这是奥司他韦试验的一部分。我们计算了每个患者的数量值,以及数量,症状严重程度和体温之间的相关性。个体之间最大的变化发生在病毒载量峰和病毒载量曲线下的面积。总症状严重程度与基本生殖数目呈正相关。以治愈患者为目标的治疗试验最敏感的终点是感染的持续时间。我们建议进行实验室实验,以获得可以补充临床终点测量值的更精确的病毒学估计值。

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