Longini I M, Hudgens M G, Halloran M E, Sagatelian K
Department of Biostatistics, Rollins School of Public Health, Emory University, Atlanta, GA 30322, USA.
Stat Med. 1999 Jan 15;18(1):53-68. doi: 10.1002/(sici)1097-0258(19990115)18:1<53::aid-sim996>3.0.co;2-0.
We use a discrete-time non-homogeneous Markov chain to model data from augmented human immunodeficiency virus (HIV) vaccine trials. For this design, the study population consists of primary participants some of whom have steady sexual partners who are also enrolled to augment the trial. The state space consists of the infection status of primary participants without steady partners and the infection status of both persons in the steady partnerships. The transition probabilities are functions of the two parameters: vaccine efficacy for susceptibility (VES) and infectiousness (VEI). We use likelihood methods to estimate VES and VEI from time-to-event data. We then use stochastic simulations to explore the bias and precision of the estimators under various plausible conditions for HIV vaccine trials. We show that both the VES and VEI are estimable with reasonable precision for the conditions that may exist for planned HIV vaccine trials. We show that exams conducted every six months will likely provide sufficient information to estimate the VE parameters accurately, and that there is little gain in precision for more frequent exams. Finally, we show that joint estimation of the VES and VEI will likely be feasible in a currently planned HIV vaccine trial among injecting drug users in Bangkok, Thailand, if one augments the information about the primary participants in the trial with information about their steady sexual partners.
我们使用离散时间非齐次马尔可夫链对增强型人类免疫缺陷病毒(HIV)疫苗试验的数据进行建模。对于这种设计,研究人群包括主要参与者,其中一些人有稳定的性伴侣,这些性伴侣也被纳入试验以扩大样本量。状态空间由没有稳定伴侣的主要参与者的感染状态以及稳定伴侣关系中两人的感染状态组成。转移概率是两个参数的函数:易感性疫苗效力(VES)和传染性疫苗效力(VEI)。我们使用似然方法从事件发生时间数据中估计VES和VEI。然后,我们使用随机模拟来探索在HIV疫苗试验的各种合理条件下估计量的偏差和精度。我们表明,对于计划中的HIV疫苗试验可能存在的条件,VES和VEI都可以以合理的精度进行估计。我们表明,每六个月进行一次检查可能会提供足够的信息来准确估计疫苗效力参数,而且更频繁的检查在精度上几乎没有提高。最后,我们表明,如果用主要参与者稳定的性伴侣的信息来补充试验中关于主要参与者的信息,那么在泰国曼谷目前计划的针对注射吸毒者的HIV疫苗试验中,联合估计VES和VEI可能是可行的。