HIV快速诊断测试特异性的时空变异:使用贝叶斯方法的不一致数据分析

该数据集包含10个国家51个中心106,035名个体的HIV快速检测数据,用于分析测试特异性的时空变异。

Figshare
2016-01-18 更新
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表格specificityhivdiagnosticdiscordancybayesian
Variation in Specificity of HIV Rapid Diagnostic Tests over Place and Time: An Analysis of Discordancy Data Using a Bayesian Approach

基本信息

模态
表格
大小
0.000715248 GB
许可
CC BY 4.0
创建/更新时间
2016-01-18
版本
v1

资源简介

HIV快速诊断测试特异性的时空变异:使用贝叶斯方法的不一致数据分析

【数据集背景】

本数据集源站标题为《Variation in Specificity of HIV Rapid Diagnostic Tests over Place and Time: An Analysis of Discordancy Data Using a Bayesian Approach》。配套论文《Variation in Specificity of HIV Rapid Diagnostic Tests over Place and Time: An Analysis of Discordancy Data Using a Bayesian Approach》发表于 PLoS ONE(2013),DOI:10.1371/journal.pone.0081656。源站首次发布:2013-11-25。

【数据内容】

源站原始描述:Background Recent trends to earlier access to anti-retroviral treatment underline the importance of accurate HIV diagnosis. The WHO HIV testing strategy recommends the use of two or three rapid diagnostic tests (RDTs) combined in an algorithm and assume a population is serologically stable over time. Yet RDTs are prone to cross reactivity which can lead to false positive or discordant results. This paper uses discordancy data from Médecins Sans Frontières (MSF) programmes to test the hypothesis…

【数据结构与技术规格】

文件数 6 个,合计 715.25 KB。Annexe_S1.doc:application/msword,38.40 KB。Annexe_S2.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,17.70 KB。Figure_S1.tif:image/tiff,365.39 KB。数据集 DOI:10.1371/journal.pone.0081656。

【主题与分类】

源站学科分类:Biological Sciences。主题标签:specificity、hiv、diagnostic、discordancy、bayesian。

【适用方向】

结构化表格数据可直接用于统计建模、特征工程与队列分析。

【获取与许可】

源站页面:https://plos.figshare.com/articles/dataset/_Variation_in_Specificity_of_HIV_Rapid_Diagnostic_Tests_over_Place_and_Time_An_Analysis_of_Discordancy_Data_Using_a_Bayesian_Approach_/861890

使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。

规范引用:Klarkowski, Derryck; Glass, Kathryn; O’Brien, Daniel; Lokuge, Kamalini; Piriou, Erwan; Shanks, Leslie (2016). Variation in Specificity of HIV Rapid Diagnostic Tests over Place and Time: An Analysis of Discordancy Data Using a Bayesian Approach. PLOS ONE. Dataset

【使用注意】

· 源站最后修改于 2023-06-02,引用时请注意版本时效。

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下载信息

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使用方式

数据集获取(Figshare)

命令行下载

curl -L -o "Annexe_S1.doc" "https://ndownloader.figshare.com/files/1294920"
curl -L -o "Annexe_S2.docx" "https://ndownloader.figshare.com/files/1294921"
curl -L -o "Figure_S1.tif" "https://ndownloader.figshare.com/files/1294922"
curl -L -o "Figure_S2.tif" "https://ndownloader.figshare.com/files/1294923"
curl -L -o "Figure_S3.tif" "https://ndownloader.figshare.com/files/1294924"
curl -L -o "Figure_S4.tif" "https://ndownloader.figshare.com/files/1294925"

文件清单

  • Annexe_S1.doc(38.40 KB)
  • Annexe_S2.docx(17.70 KB)
  • Figure_S1.tif(365.39 KB)
  • Figure_S2.tif(45.82 KB)
  • Figure_S3.tif(133.01 KB)
  • Figure_S4.tif(114.93 KB)

文件总体积 715.25 KB(源站 API 实测)。

数据说明

Background
Recent trends to earlier access to anti-retroviral treatment underline the importance of accurate HIV diagnosis. The WHO HIV testing strategy recommends the use of two or three rapid diagnostic tests (RDTs) combined in an algorithm and assume a population is serologically stable over time. Yet RDTs are prone to cross reactivity which can lead to false positive or discordant results. This paper uses discordancy data from Médecins Sans Frontières (MSF) programmes to test the hypothesis that the specificity of RDTs change over place and time.
Methods
Data was drawn from all MSF test centres in 2007-8 using a parallel testing algorithm. A Bayesian approach was used to derive estimates of disease prevalence, and of test sensitivity and specificity using the software WinBUGS. A comparison of models with different levels of complexity was performed to assess the evidence for changes in test characteristics by location and over time.
Results
106, 035 individuals were included from 51 centres in 10 countries using 7 different RDTs. Discordancy patterns were found to vary by location and time. Model fit statistics confirmed this, with improved fit to the data when test specificity and sensitivity were allowed to vary by centre and over time. Two examples show evidence of variation in specificity between different testing locations within a single country. Finally, within a single test centre, variation in specificity was seen over time with one test becoming more specific and the other less specific.
Conclusion
This analysis demonstrates the variable specificity of multiple HIV RDTs over geographic location and time. This variability suggests that cross reactivity is occurring and indicates a higher than previously appreciated risk of false positive HIV results using the current WHO testing guidelines. Given the significant consequences of false HIV diagnosis, we suggest that current testing and evaluation strategies be reviewed.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0081656(source: https://plos.figshare.com/articles/dataset/_Variation_in_Specificity_of_HIV_Rapid_Diagnostic_Tests_over_Place_and_Time_An_Analysis_of_Discordancy_Data_Using_a_Bayesian_Approach_/861890)。

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