使用基于主体的模型评估水痘疫苗接种对带状疱疹流行病学的影响。
Evaluation of the effect of chickenpox vaccination on shingles epidemiology using agent-based modeling.
作者信息
Rafferty Ellen, McDonald Wade, Qian Weicheng, Osgood Nathaniel D, Doroshenko Alexander
机构信息
School of Public Health, University of Saskatchewan, Saskatoon, SK, Canada.
Department of Computer Science, University of Saskatchewan, Saskatoon, SK, Canada.
出版信息
PeerJ. 2018 Jun 20;6:e5012. doi: 10.7717/peerj.5012. eCollection 2018.
BACKGROUND
Biological interactions between varicella (chickenpox) and herpes zoster (shingles), two diseases caused by the varicella zoster virus (VZV), continue to be debated including the potential effect on shingles cases following the introduction of universal childhood chickenpox vaccination programs. We investigated how chickenpox vaccination in Alberta impacts the incidence and age-distribution of shingles over 75 years post-vaccination, taking into consideration a variety of plausible theories of waning and boosting of immunity.
METHODS
We developed an agent-based model representing VZV disease, transmission, vaccination states and coverage, waning and boosting of immunity in a stylized geographic area, utilizing a distance-based network. We derived parameters from literature, including modeling, epidemiological, and immunology studies. We calibrated our model to the age-specific incidence of shingles and chickenpox prior to vaccination to derive optimal combinations of duration of boosting (DoB) and waning of immunity. We conducted paired simulations with and without implementing chickenpox vaccination. We computed the count and cumulative incidence rate of shingles cases at 10, 25, 50, and 75 years intervals, following introduction of vaccination, and compared the difference between runs with vaccination and without vaccination using the Mann-Whitney U-test to determine statistical significance. We carried out sensitivity analyses by increasing and lowering vaccination coverage and removing biological effect of boosting.
RESULTS
Chickenpox vaccination led to a decrease in chickenpox cases. The cumulative incidence of chickenpox had dropped from 1,254 cases per 100,000 person-years pre chickenpox vaccination to 193 cases per 100,000 person-years 10 years after the vaccine implementation. We observed an increase in the all-ages shingles cumulative incidence at 10 and 25 years post chickenpox vaccination and mixed cumulative incidence change at 50 and 75 years post-vaccination. The magnitude of change was sensitive to DoB and ranged from an increase of 22-100 per 100,000 person-years at 10 years post-vaccination for two and seven years of boosting respectively ( < 0.001). At 75 years post-vaccination, cumulative incidence ranged from a decline of 70 to an increase of 71 per 100,000 person-years for two and seven years of boosting respectively ( < 0.001). Sensitivity analyses had a minimal impact on our inferences except for removing the effect of boosting.
DISCUSSION
Our model demonstrates that over the longer time period, there will be a reduction in shingles incidence driven by the depletion of the source of shingles reactivation; however in the short to medium term some age cohorts may experience an increase in shingles incidence. Our model offers a platform to further explore the relationship between chickenpox and shingles, including analyzing the impact of different chickenpox vaccination schedules and cost-effectiveness studies.
背景
水痘带状疱疹病毒(VZV)引发的两种疾病——水痘和带状疱疹之间的生物学相互作用一直存在争议,包括普遍实施儿童水痘疫苗接种计划后对带状疱疹病例的潜在影响。我们研究了艾伯塔省的水痘疫苗接种在接种后75年内如何影响带状疱疹的发病率和年龄分布,同时考虑了多种关于免疫力减弱和增强的合理理论。
方法
我们开发了一个基于主体的模型,该模型利用基于距离的网络,在一个程式化的地理区域内表示VZV疾病、传播、疫苗接种状态和覆盖率、免疫力的减弱和增强。我们从包括建模、流行病学和免疫学研究在内的文献中推导参数。我们将模型校准到接种疫苗前带状疱疹和水痘的年龄特异性发病率,以得出增强持续时间(DoB)和免疫力减弱的最佳组合。我们进行了接种水痘疫苗和未接种水痘疫苗的配对模拟。我们计算了接种疫苗后每隔10、25、50和75年带状疱疹病例的数量和累积发病率,并使用曼-惠特尼U检验比较接种疫苗和未接种疫苗的模拟结果之间的差异,以确定统计学意义。我们通过提高和降低疫苗接种覆盖率以及消除增强的生物学效应进行敏感性分析。
结果
水痘疫苗接种导致水痘病例减少。水痘的累积发病率从水痘疫苗接种前的每10万人年1254例降至疫苗实施后10年的每10万人年193例。我们观察到水痘疫苗接种后10年和25年各年龄段带状疱疹累积发病率增加,接种后50年和75年累积发病率变化不一。变化幅度对增强持续时间敏感,接种疫苗后10年,增强持续两年和七年时,每10万人年分别增加22至100例(<0.001)。接种疫苗后75年,增强持续两年和七年时,累积发病率每10万人年分别从下降70例到增加71例不等(<0.001)。除了消除增强效应外,敏感性分析对我们的推断影响最小。
讨论
我们的模型表明,从较长时间来看,带状疱疹再激活源的枯竭将导致带状疱疹发病率降低;然而在短期到中期,一些年龄组可能会经历带状疱疹发病率的增加。我们的模型提供了一个平台,可进一步探索水痘和带状疱疹之间的关系,包括分析不同水痘疫苗接种时间表的影响和成本效益研究。