BD FACSPresto™在埃塞俄比亚的CD4 T细胞计数、CD4%及血红蛋白浓度测试性能

评估BD FACSPresto™在埃塞俄比亚进行CD4 T细胞计数、CD4%和血红蛋白浓度测试性能的数值数据集。

Figshare
2017-04-28 更新
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表格BDCD 4 T-cell countcapillary blood325 study participantstudy health facilitiesSysmex XT -1800iFACSPrestoCD 4 assayLOAHIV reference laboratoryvenous bloodhemoglobin concentration test
The performance of BD FACSPresto™ for CD4 T-cell count, CD4% and hemoglobin concentration test in Ethiopia

基本信息

模态
表格
大小
0.001669162 GB
许可
CC BY 4.0
创建/更新时间
2017-04-28
版本
v1

资源简介

BD FACSPresto™在埃塞俄比亚的CD4 T细胞计数、CD4%及血红蛋白浓度测试性能

【数据集背景】

本数据集源站标题为《The performance of BD FACSPresto™ for CD4 T-cell count, CD4% and hemoglobin concentration test in Ethiopia》。配套论文《The performance of BD FACSPresto™ for CD4 T-cell count, CD4% and hemoglobin concentration test in Ethiopia》发表于 PLOS ONE(2017),DOI:10.1371/journal.pone.0176323。源站首次发布:2017-04-27。

【数据内容】

源站原始描述:Introduction In Ethiopia, CD4+ T-cell counting is still required for all patients at baseline before antiretroviral therapy (ART) and to determine eligibility and follow-up of opportunistic infection prophylaxis. However, access to CD4+ T cell count in rural health facilities remains a major challenge in Ethiopia like other resource-limited settings. Methodology Both capillary and venous blood was drawn from each of 325 study participant recruited in Addis Ababa and surroundings. The CD4+ T-cell…

【数据结构与技术规格】

文件数 3 个,合计 1.67 MB。S1 Fig.tif:image/tiff,1.55 MB。S1 Table.doc:application/msword,31.74 KB。S1 Data.xls:application/vnd.ms-excel,87.04 KB。数据集 DOI:10.1371/journal.pone.0176323。

【主题与分类】

源站学科分类:Biochemistry、Medicine、Cell Biology、Physiology、Biotechnology、Immunology。主题标签:BD、CD 4 T-cell count、capillary blood、325 study participant、study health facilities、Sysmex XT -1800i、FACSPresto、CD 4 assay、LOA、HIV reference laboratory。

【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/The_performance_of_BD_FACSPresto_for_CD4_T-cell_count_CD4_and_hemoglobin_concentration_test_in_Ethiopia/4926668

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

规范引用:Gebremicael, Gebremedhin; Belay, Yohanes; Girma, Fitsum; Abreha, Yemane; Gebreegziabxier, Atsbeha; Tesfaye, Simret; et al. (2017). The performance of BD FACSPresto™ for CD4 T-cell count, CD4% and hemoglobin concentration test in Ethiopia. PLOS ONE. Dataset

【使用注意】

· 源站最后修改于 2023-06-03,引用时请注意版本时效。

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下载信息

注册下载

需要注册 Kaggle 账号并登录后下载,适合需要跟踪下载记录和使用 API 的用户。

暂未开放

公开下载

无需注册即可直接获取公开样本或文档,适合快速预览和评估数据集质量。

免登录

有偿下载

公开数据集受托下载与技术交付服务。

提供高速下载与技术交付服务(收技术服务费,非数据销售)

暂未开放

当前数据集主要来源为 Kaggle 公开托管,完整影像包建议通过原始链接或 Kaggle API 获取。

使用方式

数据集获取(Figshare)

命令行下载

curl -L -o "S1 Fig.tif" "https://ndownloader.figshare.com/files/8322026"
curl -L -o "S1 Table.doc" "https://ndownloader.figshare.com/files/8322032"
curl -L -o "S1 Data.xls" "https://ndownloader.figshare.com/files/8322056"

文件清单

  • S1 Fig.tif(1.55 MB)
  • S1 Table.doc(31.74 KB)
  • S1 Data.xls(87.04 KB)

文件总体积 1.67 MB(源站 API 实测)。

数据加载示例(图像类)

from PIL import Image
import glob, os

files = (glob.glob(os.path.join(path, "**", "*.png"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.jpg"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.tif"), recursive=True))
print("图像文件数:", len(files))
img = Image.open(files[0]); print("尺寸/模式:", img.size, img.mode)

# torchvision Dataset 方式:
# from torchvision import datasets
# ds = datasets.ImageFolder(path)  # 要求 子目录=类别

目录组织与标注格式以源站说明和下载后实际文件为准。

数据说明

Introduction
In Ethiopia, CD4+ T-cell counting is still required for all patients at baseline before antiretroviral therapy (ART) and to determine eligibility and follow-up of opportunistic infection prophylaxis. However, access to CD4+ T cell count in rural health facilities remains a major challenge in Ethiopia like other resource-limited settings.
Methodology
Both capillary and venous blood was drawn from each of 325 study participant recruited in Addis Ababa and surroundings. The CD4+ T-cell count, CD4%, and hemoglobin (Hgb) were tested at one of the four study health facilities using capillary blood and BD FACSPresto™ device. These tests were also done at the national HIV reference laboratory, using venous blood with BD FACSCalibur™, Sysmex XT-1800i™, and BD FACSPresto™.
Results
BD FACSPresto™ had an absolute mean bias of -13.3 cells/ul (-2.99%) and 28.3 cells/μl (6.4%) using venous and capillary blood, respectively, compared with BD FACSCalibur™. The absolute CD4 assay on the BD FACSPresto™ had a regression coefficient (R2) of 0.87 and 0.92 using capillary blood and venous blood samples, respectively, compared with BD FACSCalibur™. The percentage similarity of the BD FACSPresto™ using capillary and venous blood was 105.2% and 99.3%, respectively. The sensitivity of the FACSPresto™ using threshold of 500 cells/μl for ART eligibility using capillary and venous blood was 87.9 and 94.3%, while the specificity was 91.4 and 83.8%, respectively. Furthermore, the BD FACSPresto™ had an absolute mean bias of -0.2 dl/μl (0.0%) (95% LOA: -1.7, 1.3) and -0.59 dl/μl (0.1%) (95% LOA: -1.49, 0.31) for Hgb using capillary and venous blood compared with the Sysmex XT-1800i™, respectively.
Conclusion
Our results showed acceptable agreement between the BD FACSPresto™ and BD FACSCalibur™ for CD4+ T-cell counting and CD4%; and between the BD FACSPresto™ and Sysmex XT-1800i™for measuring Hgb concentration.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0176323(source: https://plos.figshare.com/articles/dataset/The_performance_of_BD_FACSPresto_for_CD4_T-cell_count_CD4_and_hemoglobin_concentration_test_in_Ethiopia/4926668)。

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⚡️ 需要数据支持或标注服务?立即联系我们获取专业方案。

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