Mapping partner drug resistance to guide antimalarial combination therapy policies in sub-Saharan Africa

Hanna Y. Ehrlich, A. Bei, D. Weinberger, J. Warren, S. Parikh
{"title":"Mapping partner drug resistance to guide antimalarial combination therapy policies in sub-Saharan Africa","authors":"Hanna Y. Ehrlich, A. Bei, D. Weinberger, J. Warren, S. Parikh","doi":"10.2139/SSRN.3756808","DOIUrl":null,"url":null,"abstract":"Significance Antimalarial resistance has emerged and spread with every antimalarial deployed to date. Currently, parasite genotypes associated with reduced artemisinin and partner drug sensitivity have been reported in Asia, South America, and, most recently, Africa. Analyzing spatial-temporal trends in molecular markers can help policymakers choose efficacious partner drugs and slow the emergence of artemisinin resistance and spread of multidrug-resistant parasites. We display evidence of a continent-wide increase in molecular markers associated with reduced lumefantrine susceptibility, the partner drug of the most widely used artemisinin-based combination therapy in sub-Saharan Africa. We also generate hypotheses for large-scale demographic and environmental risk factors implicated in the spread of antimalarial resistance. Our results can help identify regions of developing parasite resistance that may require enhanced surveillance. Resistance to artemisinin-based combination therapies (ACTs) threatens the global control of Plasmodium falciparum malaria. ACTs combine artemisinin-derived compounds with partner drugs to enable multiple mechanisms of clearance. Although ACTs remain widely effective in sub-Saharan Africa, long-standing circulation of parasite alleles associated with reduced partner drug susceptibility may contribute to the development of clinical resistance. We fitted a hierarchical Bayesian spatial model to data from over 500 molecular surveys to predict the prevalence and frequency of four key markers in transporter genes (pfcrt 76T and pfmdr1 86Y, 184F, and 1246Y) in first-level administrative divisions in sub-Saharan Africa from the uptake of ACTs (2004 to 2009) to their widespread usage (2010 to 2018). Our models estimated that the pfcrt 76T mutation decreased in prevalence in 90% of regions; the pfmdr1 N86 and D1246 wild-type genotypes increased in prevalence in 96% and 82% of regions, respectively; and there was no significant directional selection at the pfmdr1 Y184F locus. Rainfall seasonality was the strongest predictor of the prevalence of wild-type genotypes, with other covariates, including first-line drug policy and transmission intensity more weakly associated. We lastly identified regions of high priority for enhanced surveillance that could signify decreased susceptibility to the local first-line ACT. Our results can be used to infer the degree of molecular resistance and magnitude of wild-type reversion in regions without survey data to inform therapeutic policy decisions.","PeriodicalId":20595,"journal":{"name":"Proceedings of the National Academy of Sciences","volume":"88 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2021-01-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"13","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the National Academy of Sciences","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2139/SSRN.3756808","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 13

Abstract

Significance Antimalarial resistance has emerged and spread with every antimalarial deployed to date. Currently, parasite genotypes associated with reduced artemisinin and partner drug sensitivity have been reported in Asia, South America, and, most recently, Africa. Analyzing spatial-temporal trends in molecular markers can help policymakers choose efficacious partner drugs and slow the emergence of artemisinin resistance and spread of multidrug-resistant parasites. We display evidence of a continent-wide increase in molecular markers associated with reduced lumefantrine susceptibility, the partner drug of the most widely used artemisinin-based combination therapy in sub-Saharan Africa. We also generate hypotheses for large-scale demographic and environmental risk factors implicated in the spread of antimalarial resistance. Our results can help identify regions of developing parasite resistance that may require enhanced surveillance. Resistance to artemisinin-based combination therapies (ACTs) threatens the global control of Plasmodium falciparum malaria. ACTs combine artemisinin-derived compounds with partner drugs to enable multiple mechanisms of clearance. Although ACTs remain widely effective in sub-Saharan Africa, long-standing circulation of parasite alleles associated with reduced partner drug susceptibility may contribute to the development of clinical resistance. We fitted a hierarchical Bayesian spatial model to data from over 500 molecular surveys to predict the prevalence and frequency of four key markers in transporter genes (pfcrt 76T and pfmdr1 86Y, 184F, and 1246Y) in first-level administrative divisions in sub-Saharan Africa from the uptake of ACTs (2004 to 2009) to their widespread usage (2010 to 2018). Our models estimated that the pfcrt 76T mutation decreased in prevalence in 90% of regions; the pfmdr1 N86 and D1246 wild-type genotypes increased in prevalence in 96% and 82% of regions, respectively; and there was no significant directional selection at the pfmdr1 Y184F locus. Rainfall seasonality was the strongest predictor of the prevalence of wild-type genotypes, with other covariates, including first-line drug policy and transmission intensity more weakly associated. We lastly identified regions of high priority for enhanced surveillance that could signify decreased susceptibility to the local first-line ACT. Our results can be used to infer the degree of molecular resistance and magnitude of wild-type reversion in regions without survey data to inform therapeutic policy decisions.
绘制合作伙伴耐药性地图,以指导撒哈拉以南非洲的抗疟疾联合治疗政策
抗疟药耐药性已经出现,并随着迄今部署的每一种抗疟药而蔓延。目前,在亚洲、南美洲以及最近在非洲报告了与青蒿素和伴体药物敏感性降低相关的寄生虫基因型。分析分子标记物的时空趋势可以帮助决策者选择有效的伙伴药物,减缓青蒿素耐药性的出现和耐多药寄生虫的传播。我们展示了在非洲撒哈拉以南地区最广泛使用的以青蒿素为基础的联合疗法的伴侣药物——甲苯胺敏感性降低相关的分子标记物在整个大陆范围内增加的证据。我们还提出了与抗疟药耐药性传播有关的大规模人口和环境风险因素的假设。我们的结果可以帮助确定可能需要加强监测的寄生虫产生耐药性的区域。对以青蒿素为基础的联合疗法的耐药性威胁到全球对恶性疟原虫疟疾的控制。以青蒿素为基础的联合疗法将青蒿素衍生化合物与配套药物联合使用,以实现多种清除机制。尽管以青蒿素为基础的联合疗法在撒哈拉以南非洲仍然广泛有效,但与伴侣药物敏感性降低相关的寄生虫等位基因的长期传播可能有助于临床耐药性的发展。我们拟合了一个分层贝叶斯空间模型,对来自500多个分子调查的数据进行了拟合,以预测从2004年至2009年ACTs的使用到2010年至2018年ACTs的广泛使用,撒哈拉以南非洲一级行政区划中转运基因(pfcrt 76T和pfmdr186y、184F和1246Y)的四个关键标记的流行率和频率。我们的模型估计pfcrt 76T突变在90%的地区患病率下降;pfmdr1 N86和D1246野生型分别在96%和82%的地区流行;pfmdr1y184f位点不存在显著的定向选择。降雨季节性是野生型基因型流行的最强预测因子,其他协变量,包括一线药物政策和传播强度的相关性较弱。我们最后确定了加强监测的高优先区域,这可能表明对当地一线ACT的易感性降低。我们的结果可以用来推断没有调查数据的地区的分子抗性程度和野生型逆转的幅度,从而为治疗政策决策提供信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信