中国耐多药结核病患者治疗前流失与延迟(2006-13):规模与风险因素
中国2006-2013年耐多药结核病患者治疗前流失与延迟的队列研究数据,用于分析风险因素。

基本信息
资源简介
中国耐多药结核病患者治疗前流失与延迟(2006-13):规模与风险因素
【一句话概览】
本数据集是 figshare 公开的结构化表格数据集,收录 2 个文件、合计 14.33 MB,主题涵盖 log binomial regression、Long diagnosis delay、dose response relationship、TB patients、78 564 presumptive MDR-TB patients,可用于统计建模、特征工程与队列分析,CC BY 4.0 许可开放获取。
【数据集背景】
本数据集源站标题为《Attrition and delays before treatment initiation among patients with MDR-TB in China (2006-13): Magnitude and risk factors》。配套论文《Attrition and delays before treatment initiation among patients with MDR-TB in China (2006-13): Magnitude and risk factors》发表于 PLOS ONE(2019),DOI:10.1371/journal.pone.0214943。源站首次发布:2019-04-08。
【数据内容】
源站原始描述:Background China’s national tuberculosis programme does not have cohort wise information regarding attrition and delays in the multidrug resistant tuberculosis (MDR-TB) diagnosis and treatment pathway. Objective Under the Global Fund programmatic management of drug-resistant TB (2006–13), we assessed the attrition and delay in the pathway and the factors associated. Methods Cohort study involving secondary programme data. All patients identified as presumptive MDR-TB (defined as i) previously tr…
【数据结构与技术规格】
文件数 2 个,合计 14.33 MB。pone.0214943.s001.tif:image/tiff,1.51 MB。数据集 DOI:10.1371/journal.pone.0214943。
【主题与分类】
源站学科分类:Medicine、Cell Biology、Molecular Biology、Pharmacology、Biotechnology、Immunology。主题标签:log binomial regression、Long diagnosis delay、dose response relationship、TB patients、78 564 presumptive MDR-TB patients、diagnosis delay、Methods Cohort study、Short diagnosis delay、west region、pre-treatment attrition。
【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/Attrition_and_delays_before_treatment_initiation_among_patients_with_MDR-TB_in_China_2006-13_Magnitude_and_risk_factors/7965536
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Xu, Caihong; Li, Renzhong; Deepak Shewade, Hemant; Jeyashree, Kathiresan; Ruan, Yunzhou; Zhang, Canyou; et al. (2019). Attrition and delays before treatment initiation among patients with MDR-TB in China (2006-13): Magnitude and risk factors. PLOS ONE. Dataset
【使用注意】
· 源站最后修改于 2023-05-31,引用时请注意版本时效。
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)
- 源站标题:Attrition and delays before treatment initiation among patients with MDR-TB in China (2006-13): Magnitude and risk factors
- DOI:10.1371/journal.pone.0214943
- 发布日期:2019-04-08
- 文件数:2 个
- 文件总体积:14.33 MB
- 源站页面:https://plos.figshare.com/articles/dataset/Attrition_and_delays_before_treatment_initiation_among_patients_with_MDR-TB_in_China_2006-13_Magnitude_and_risk_factors/7965536
命令行下载
curl -L -o "pone.0214943.s001.tif" "https://ndownloader.figshare.com/files/14832443"
curl -L -o "pone.0214943.s002.xlsx" "https://ndownloader.figshare.com/files/14832446"
文件清单
pone.0214943.s001.tif(1.51 MB)pone.0214943.s002.xlsx(12.82 MB)
文件总体积 14.33 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
Background
China’s national tuberculosis programme does not have cohort wise information regarding attrition and delays in the multidrug resistant tuberculosis (MDR-TB) diagnosis and treatment pathway.
Objective
Under the Global Fund programmatic management of drug-resistant TB (2006–13), we assessed the attrition and delay in the pathway and the factors associated.
Methods
Cohort study involving secondary programme data. All patients identified as presumptive MDR-TB (defined as i) previously treated TB patients which included recurrent TB, return after loss to follow up, treatment after failure and ii) new TB patients that were non-converters at three months of treatment or in close contact with a known MDR-TB patient) during October 2006 to June 2013 were eligible for phenotypic drug susceptibility testing (DST). Pre-diagnosis attrition (presumptive MDR-TB not undergoing culture and DST) and pre-treatment attrition (confirmed MDR-TB patients not initiated on treatment) was calculated. Diagnosis delay was the time interval from DST eligibility to DST result, treatment initiation delay was fom DST result to treatment initiation and total delay was from DST eligbility to treatment initiation. Factors associated with attrition and delay were identified using log binomial regression and linear regression, respectively.
Results
Of 78 564 presumptive MDR-TB patients, 2 470 (3.1%) underwent pre-diagnosis attrition. Of 9 283 MDR-TB patients, 3 361 (36.2%) underwent pre-treatment attrition. Median(IQR) diagnosis delay was 84 (64, 114) days; treatment initation delay was 23(6,68) days and total delay was 117(77,187) days. Long diagnosis delay was an independent predictor of pre-treatment attrition in a dose response relationship. While pre-treatment attrition was less likely among presumptive criterion ‘previously treated’ and with increasing time period, it was more likey among elderly and in east and west region. While the diagnosis delay increased with time period, treatment initiation delay and total delay reduced with time period. Short diagnosis delay was associated with west region, smear negative patients and presumptive criterion ‘treatment after lost to follow
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0214943(source: https://plos.figshare.com/articles/dataset/Attrition_and_delays_before_treatment_initiation_among_patients_with_MDR-TB_in_China_2006-13_Magnitude_and_risk_factors/7965536)。
数据缺失?
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