Theoretical Biology & Biophysics, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America.
PLoS Comput Biol. 2011 Feb 3;7(2):e1001058. doi: 10.1371/journal.pcbi.1001058.
Viral production from infected cells can occur continuously or in a burst that generally kills the cell. For HIV infection, both modes of production have been suggested. Standard viral dynamic models formulated as sets of ordinary differential equations can not distinguish between these two modes of viral production, as the predicted dynamics is identical as long as infected cells produce the same total number of virions over their lifespan. Here we show that in stochastic models of viral infection the two modes of viral production yield different early term dynamics. Further, we analytically determine the probability that infections initiated with any number of virions and infected cells reach extinction, the state when both the population of virions and infected cells vanish, and show this too has different solutions for continuous and burst production. We also compute the distributions of times to establish infection as well as the distribution of times to extinction starting from both a single virion as well as from a single infected cell for both modes of virion production.
病毒可以从受感染的细胞中持续或爆发式产生,通常会杀死细胞。对于 HIV 感染,这两种产生方式都有被提出。作为常微分方程组制定的标准病毒动力学模型不能区分这两种病毒产生方式,因为只要受感染的细胞在其寿命内产生相同数量的病毒粒子,预测的动力学就是相同的。在这里,我们表明,在病毒感染的随机模型中,两种病毒产生方式产生不同的早期动力学。此外,我们还从理论上确定了以任意数量的病毒粒子和受感染细胞开始的感染达到灭绝的概率,即病毒粒子和受感染细胞的数量都消失的状态,并且表明这两种方式对于连续产生和爆发式产生都有不同的解决方案。我们还计算了从单个病毒粒子和单个受感染细胞开始建立感染的时间分布,以及从两种病毒粒子产生方式开始灭绝的时间分布。