School of Mathematics and Statistics, University of Melbourne, Melbourne, Victoria, Australia.
WorldWide Antimalarial Resistance Network (WWARN), Oxford, United Kingdom.
PLoS Comput Biol. 2022 Aug 11;18(8):e1010317. doi: 10.1371/journal.pcbi.1010317. eCollection 2022 Aug.
Sulfadoxine-pyrimethamine (SP) is recommended in Africa in several antimalarial preventive regimens including Intermittent Preventive Treatment in pregnant women (IPTp), Intermittent Preventive Treatment in infants (IPTi) and Seasonal Malaria Chemoprevention (SMC). The effectiveness of SP-based preventive treatments are threatened in areas where Plasmodium falciparum resistance to SP is high. The prevalence of mutations in the dihydropteroate synthase gene (pfdhps) can be used to monitor SP effectiveness. IPTi-SP is recommended only in areas where the prevalence of the pfdhps540E mutation is below 50%. It has also been suggested that IPTp-SP does not have a protective effect in areas where the pfdhps581G mutation, exceeds 10%. However, pfdhps mutation prevalence data in Africa are extremely heterogenous and scattered, with data completely missing from many areas.
The WWARN SP Molecular Surveyor database was designed to summarize dihydrofolate reductase (pfdhfr) and pfdhps gene mutation prevalence data. In this paper, pfdhps mutation prevalence data was used to generate continuous spatiotemporal surface maps of the estimated prevalence of the SP resistance markers pfdhps437G, pfdhps540E, and pfdhps581G in Africa from 1990 to 2020 using a geostatistical model, with a Bayesian inference framework to estimate uncertainty. The maps of estimated prevalence show an expansion of the pfdhps437G mutations across the entire continent over the last three decades. The pfdhps540E mutation emerged from limited foci in East Africa to currently exceeding 50% estimated prevalence in most of East and South East Africa. pfdhps540E distribution is expanding at low or moderate prevalence in central Africa and a predicted focus in West Africa. Although the pfdhps581G mutation spread from one focus in East Africa in 2000, to exceeding 10% estimated prevalence in several foci in 2010, the predicted distribution of the marker did not expand in 2020, however our analysis indicated high uncertainty in areas where pfdhps581G is present. Uncertainty was higher in spatial regions where the prevalence of a marker is intermediate or where prevalence is changing over time.
The WWARN SP Molecular Surveyor database and a set of continuous spatiotemporal surface maps were built to provide users with standardized, current information on resistance marker distribution and prevalence estimates. According to the maps, the high prevalence of pfdhps540E mutation was to date restricted to East and South East Africa, which is reassuring for continued use of IPTi and SMC in West Africa, but continuous monitoring is needed as the pfdhps540E distribution is expanding. Several foci where pfdhps581G prevalence exceeded 10% were identified. More data on the pfdhps581G distribution in these areas needs to be collected to guide IPTp-SP recommendations. Prevalence and uncertainty maps can be utilized together to strategically identify sites where increased surveillance can be most informative. This study combines a molecular marker database and predictive modelling to highlight areas of concern, which can be used to support decisions in public health, highlight knowledge gaps in certain regions, and guide future research.
在非洲,几种抗疟预防性方案都推荐使用磺胺多辛-乙胺嘧啶(SP),包括孕妇间歇性预防治疗(IPTp)、婴儿间歇性预防治疗(IPTi)和季节性疟疾化学预防(SMC)。在疟原虫对 SP 耐药性高的地区,基于 SP 的预防治疗的效果受到了威胁。二氢叶酸还原酶基因(pfdhfr)突变的流行情况可用于监测 SP 的效果。仅在 pfdhps540E 突变流行率低于 50%的地区推荐使用 IPTi-SP。也有人认为,在 pfdhps581G 突变流行率超过 10%的地区,IPTp-SP 没有保护作用。然而,非洲的 pfdhps 突变流行数据非常不均匀和分散,许多地区完全缺乏数据。
WWARN SP 分子监测器数据库旨在总结二氢叶酸还原酶(pfdhfr)和 pfdhps 基因突变流行数据。在本文中,使用 pfdhps 突变流行数据,使用地质统计学模型生成 SP 耐药标记物 pfdhps437G、pfdhps540E 和 pfdhps581G 在非洲的估计流行率的连续时空表面图,使用贝叶斯推断框架来估计不确定性。估计流行率的地图显示,在过去三十年中,pfdhps437G 突变在整个非洲大陆上的传播范围扩大了。pfdhps540E 突变从东非的有限焦点出现,目前在东非和东南非的大多数地区,估计流行率超过 50%。pfdhps540E 分布在中非以低或中流行率扩张,并预测在西非存在一个焦点。尽管 pfdhps581G 突变在 2000 年从东非的一个焦点传播开来,但到 2010 年,几个焦点的估计流行率超过了 10%,但到 2020 年,标记物的预测分布没有扩大,然而,我们的分析表明,在 pfdhps581G 存在的地区存在高度不确定性。在标记物流行率处于中间水平或随时间变化的空间区域,不确定性更高。
WWARN SP 分子监测器数据库和一套连续时空表面地图的构建是为了为用户提供有关耐药标记物分布和流行率估计的标准化、最新信息。根据这些地图,pfdhps540E 突变的高流行率迄今为止仅限于东非和东南非,这令人放心,因为西非洲可以继续使用 IPTi 和 SMC,但需要持续监测,因为 pfdhps540E 的分布正在扩大。确定了几个 pfdhps581G 流行率超过 10%的焦点。这些地区的 pfdhps581G 分布更多的数据需要收集,以指导 IPTp-SP 的建议。流行率和不确定性地图可以一起使用,以有策略地确定可以进行最具信息性监测的地点。本研究结合了分子标记物数据库和预测模型,突出了关注领域,可以用于支持公共卫生决策,突出某些地区的知识差距,并指导未来的研究。