Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, United States of America.
PLoS Comput Biol. 2012;8(6):e1002527. doi: 10.1371/journal.pcbi.1002527. Epub 2012 Jun 7.
Drug resistance remains a major problem for the treatment of HIV. Resistance can occur due to mutations that were present before treatment starts or due to mutations that occur during treatment. The relative importance of these two sources is unknown. Resistance can also be transmitted between patients, but this process is not considered in the current study. We study three different situations in which HIV drug resistance may evolve: starting triple-drug therapy, treatment with a single dose of nevirapine and interruption of treatment. For each of these three cases good data are available from literature, which allows us to estimate the probability that resistance evolves from standing genetic variation. Depending on the treatment we find probabilities of the evolution of drug resistance due to standing genetic variation between 0 and 39%. For patients who start triple-drug combination therapy, we find that drug resistance evolves from standing genetic variation in approximately 6% of the patients. We use a population-dynamic and population-genetic model to understand the observations and to estimate important evolutionary parameters under the assumption that treatment failure is caused by the fixation of a single drug resistance mutation. We find that both the effective population size of the virus before treatment, and the fitness of the resistant mutant during treatment, are key-arameters which determine the probability that resistance evolves from standing genetic variation. Importantly, clinical data indicate that both of these parameters can be manipulated by the kind of treatment that is used.
耐药性仍然是治疗 HIV 的主要问题。耐药性可能由于治疗前存在的突变或治疗过程中发生的突变而产生。这两种来源的相对重要性尚不清楚。耐药性也可以在患者之间传播,但在当前的研究中没有考虑到这一过程。我们研究了 HIV 耐药性可能进化的三种不同情况:开始三联药物治疗、单次使用奈韦拉平治疗和中断治疗。对于这三种情况,我们都有来自文献的良好数据,这使我们能够估计耐药性从遗传变异中进化的概率。根据治疗方法的不同,我们发现由于遗传变异而产生耐药性的概率在 0 到 39%之间。对于开始三联药物组合治疗的患者,我们发现大约有 6%的患者会因遗传变异而产生耐药性。我们使用群体动态和群体遗传学模型来理解这些观察结果,并根据治疗失败是由单一耐药突变的固定引起的假设,估计重要的进化参数。我们发现,治疗前病毒的有效种群大小和治疗期间耐药突变体的适应性都是决定耐药性是否从遗传变异中进化的关键参数。重要的是,临床数据表明,这两个参数都可以通过所使用的治疗方法来操纵。