Ecole Nationale Supérieure Polytechnique, Université de Yaoundé 1, B. P. 8390 Yaoundé, Cameroon.
Malar J. 2012 May 3;11:147. doi: 10.1186/1475-2875-11-147.
Artemisinin-based combination therapies (ACT) are widely used in African countries, including Cameroon. Between 2005 and 2007, five randomized studies comparing different treatment arms among artesunate-amodiaquine and other ACT were conducted in Cameroonian children aged two to 60 months who had uncomplicated Plasmodium falciparum malaria. In these studies, the categorical criterion proposed by the World Health Organization (WHO) to assess the relative effectiveness of anti-malarial drugs was repeatedly evaluated on Days 14, 21 and 28 after treatment initiation. The aim of the present study was to compare the effects of different treatments on this repeated ordinal outcome, hence using the fully available information.
The quantitative synthesis was based on individual patient data. Due to the incomplete block design concerning treatment arms between different trials, a mixed treatment comparison (MTC) meta-analysis approach was adopted. The repeated ordinal outcome was modelled through a latent variable, as a proportional odds mixed model with trial, period and treatment arms as covariates. The model was further complexified to account for the variance heterogeneity, and the individual log-residual variance was modelled as a linear mixed model, as well. The effects of individual covariates at inclusion, such as parasitaemia, fever, gender and weight, were also tested. Model parameters were estimated using a Bayesian approach via the WinBUGS software. After selecting the best model using Deviance Information Criterion (DIC), mixed treatment comparisons were based on the estimated treatment effects.
Modeling the residual variance improved the model ability to adjust the data. The results showed that, compared to artesunate-amodiaquine (ASAQ), dihydroartemisinin-piperaquine (DHPP) was significantly more efficacious. Artesunate-chlorproguanil-dapsone (ASCD) was less efficacious than artesunate-sulphadoxine-pyrimethamine (ASSP), artemether-lumefantrine (AMLM) and DHPP, the difference with the latter being significant. No difference in efficacy was found between ASAQ and AMLM.
Bayesian mixed treatment comparisons of a network of connected randomized trials with repeated measurements of the primary categorical outcome allowed to take into account both the individual- and between- studies sources of heterogeneity. The results of the present study complete the previous quantitative review based on a binary outcome at a fixed time point, suggesting that DHPP represents an alternative for the treatment of uncomplicated P. falciparum malaria in Cameroonian children.
青蒿素类复方疗法(ACT)在包括喀麦隆在内的非洲国家得到广泛应用。2005 年至 2007 年间,在喀麦隆 2 至 60 月龄患有无并发症恶性疟原虫疟疾的儿童中,进行了五项比较青蒿琥酯-阿莫地喹与其他 ACT 不同治疗方案的随机研究。在这些研究中,世界卫生组织(WHO)提出的评估抗疟药物相对有效性的分类标准在治疗开始后第 14、21 和 28 天反复评估。本研究的目的是比较不同治疗方法对该重复有序结局的影响,因此使用了全部可用信息。
定量综合基于个体患者数据。由于不同试验中治疗组之间的不完全区组设计,采用混合治疗比较(MTC)荟萃分析方法。重复有序结局通过潜在变量进行建模,作为协方差的比例优势混合模型,其中包括试验、时期和治疗组。该模型进一步复杂化以考虑方差异质性,并进一步将个体对数残差方差建模为线性混合模型。还测试了纳入时个体协变量(如寄生虫血症、发热、性别和体重)的影响。通过使用 WinBUGS 软件的贝叶斯方法估计模型参数。在使用偏差信息准则(DIC)选择最佳模型后,基于估计的治疗效果进行混合治疗比较。
对残差方差进行建模提高了模型调整数据的能力。结果表明,与青蒿琥酯-阿莫地喹(ASAQ)相比,双氢青蒿素-哌喹(DHPP)的疗效显著更高。青蒿琥酯-氯喹-氨苯砜(ASCD)的疗效低于青蒿琥酯-磺胺多辛-乙胺嘧啶(ASSP)、青蒿琥酯-甲氟喹(AMLM)和 DHPP,与后者的差异具有统计学意义。ASAQ 和 AMLM 的疗效无差异。
对具有主要分类结局重复测量的连接随机试验网络进行贝叶斯混合治疗比较,可同时考虑个体和研究间的异质性来源。本研究的结果补充了之前基于固定时间点二分类结局的定量综述,表明 DHPP 是喀麦隆儿童治疗无并发症恶性疟原虫疟疾的另一种选择。