WorldWide Antimalarial Resistance Network (WWARN), Oxford, UK.
Department of Computer Science and Engineering, Johnson C. Smith University, Charlotte, NC, USA.
Malar J. 2019 Jan 18;18(1):12. doi: 10.1186/s12936-019-2645-x.
Prior to this project, only a handful of online visualizations existed for exploring the published literature on molecular markers of antimalarial drug resistance, and none specifically for the markers associated with Plasmodium falciparum resistance to the partner drugs in artemisinin-based combination therapy (ACT). Molecular information is collected in studies with different designs, using a variety of molecular methodologies and data analysis strategies, making it difficult to compare across studies. The purpose of this project was to develop a free online tool, which visualizes the widely published data on molecular markers of antimalarial drug resistance, starting with the two genes pfcrt and pfmdr-1, associated with resistance to the three most common partner drugs; amodiaquine, lumefantrine and mefloquine.
A literature review was conducted, and a standardized method was used to extract data from publications, and critical decisions on visualization were made. A global geospatial database was developed of specific pfmdr1 and pfcrt single nucleotide polymorphisms and pfmdr1 copy number variation. An informatics framework was developed that allowed flexibility in development of the tool over time and efficient adaptation to different source data.
The database discussed in this paper has pfmdr1 and pfcrt marker prevalence information, from 579 geographic sites in 76 different countries, including results from over 86,000 samples from 456 articles published January 2001-May 2017. The ACT Partner Drugs Molecular Surveyor was launched by the WorldWide Antimalarial Resistance Network (WWARN) in March 2015 and it has attracted over 3000 unique visitors since then. Presented here is a demonstration of how the Surveyor database can be explored to monitor local, temporal changes in the prevalence of molecular markers. Here publications up to May 2017 were included, however the online ACT partner drug Molecular Surveyor is continuously updated with new data and relevant markers.
The WWARN ACT Partner Drugs Molecular Surveyor summarizes data on resistance markers in the pfmdr1 and pfcrt genes. The database is fully accessible, providing users with a rich resource to explore and analyze, and thus utilize a centralized, standardized database for different purposes. This open-source software framework can be adapted to other data, as demonstrated by the subsequent launch of the Artemisinin Molecular Surveyor and the Vivax Surveyor.
在这个项目之前,只有少数几个在线可视化工具可用于探索有关抗疟药物耐药性分子标志物的已发表文献,而且没有专门针对与青蒿素为基础的联合疗法(ACT)中的两种联合用药相关的耐疟药物的标志物。分子信息是在具有不同设计的研究中收集的,使用了各种分子方法和数据分析策略,使得难以在研究之间进行比较。该项目的目的是开发一种免费的在线工具,该工具可以可视化广泛发表的有关抗疟药物耐药性分子标志物的数据,从与三种最常见的联合用药(阿莫地喹、青蒿琥酯和甲氟喹)耐药相关的两个基因 pfcrt 和 pfmdr-1 开始。
进行了文献综述,并使用标准化方法从出版物中提取数据,并对可视化做出了关键决策。开发了一个全球地理空间数据库,用于特定的 pfmdr1 和 pfcrt 单核苷酸多态性和 pfmdr1 拷贝数变异。开发了一个信息学框架,允许随着时间的推移灵活地开发该工具,并有效地适应不同的源数据。
本文讨论的数据库具有来自 76 个不同国家的 579 个地理地点的 pfmdr1 和 pfcrt 标记流行率信息,包括来自 2001 年 1 月至 2017 年 5 月期间 456 篇文章中超过 86000 个样本的结果。2015 年 3 月,世界疟疾耐药网络(WWARN)推出了 ACT 联合用药分子监测器,自那时以来已吸引了 3000 多名独特访客。本文演示了如何使用该 Surveyor 数据库来监测当地、时间上的分子标志物流行率变化。这里包括了截至 2017 年 5 月的出版物,但在线 ACT 联合用药分子监测器不断更新新数据和相关标志物。
WWARN ACT 联合用药分子监测器总结了 pfmdr1 和 pfcrt 基因中耐药标记物的数据。该数据库完全可访问,为用户提供了丰富的资源,以进行探索和分析,从而利用集中、标准化的数据库实现不同的目的。这种开源软件框架可以适用于其他数据,正如随后推出的青蒿素分子监测器和间日疟原虫监测器所证明的那样。