耐药结核病治疗结果数据

包含271例耐药结核病患者治疗结果及预测因素的前瞻性观察数据。

NIAID Data Ecosystem
浏览 14
表格preventable infectious diseasepaying special attentionpatient &# 8217mean &# 177baseline lung cavitation82 &# 8211005 &# 8211treatment success rateremaining 84 patientspatients &# 8217high burden country75 &# 177
S1 Data

基本信息

模态
表格
大小
0.000038134 GB
许可
CC BY 4.0
创建/更新时间
2026-10-07
版本
v1

资源简介

耐药结核病治疗结果数据

【一句话概览】

本数据集是 figshare 公开的结构化表格数据集,收录 1 个文件、合计 38.13 KB,主题涵盖 preventable infectious disease、paying special attention、patient &# 8217、mean &# 177、baseline lung cavitation,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《S1 Data -》。源站首次发布:2023-08-10。

【数据内容】

源站原始描述:Introduction Tuberculosis (TB), a curable and preventable infectious disease, becomes difficult to treat if resistance against most effective and tolerable first line anti-TB drugs is developed. The objective of the present study was to evaluate the treatment outcomes and predictors of poor outcomes among drug-resistant tuberculosis (DR-TB) patients treated at a programmatic management unit of drug resistant tuberculosis (PMDT) unit, Punjab, Pakistan. Methods This prospective observational study…

【数据结构与技术规格】

文件数 1 个,合计 38.13 KB。pone.0287966.s001.xlsx:undefined,38.13 KB。数据集 DOI:10.1371/journal.pone.0287966.s001。

【主题与分类】

源站学科分类:Medicine、Cell Biology、Pharmacology、Biotechnology、Cancer、Infectious Diseases。主题标签:preventable infectious disease、paying special attention、patient &# 8217、mean &# 177、baseline lung cavitation、82 &# 8211、005 &# 8211、treatment success rate、remaining 84 patients、patients &# 8217。

【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/S1_Data_-/23928370

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

规范引用:Massud, Asif; Khan, Amer Hayat; Sulaiman, Syed Azhar Syed; Ahmad, Nafees; Shafqat, Muhammad; Ming, Long Chiau (2023). S1 Data -. PLOS ONE. Dataset

官方服务

专家保障全链路合规授权与标注交付

陕川双基地 × 超十家三甲医院直连

从合规授权、采集治理、专业标注到数据集交付,我们提供全链路闭环服务,让高质量临床数据即拿即用。

⚡️ 需要原始数据或标注支持?联系我们获取定制方案。

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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 "pone.0287966.s001.xlsx" "https://ndownloader.figshare.com/files/41965096"

文件清单

  • pone.0287966.s001.xlsx(38.13 KB)

文件总体积 38.13 KB(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
Tuberculosis (TB), a curable and preventable infectious disease, becomes difficult to treat if resistance against most effective and tolerable first line anti-TB drugs is developed. The objective of the present study was to evaluate the treatment outcomes and predictors of poor outcomes among drug-resistant tuberculosis (DR-TB) patients treated at a programmatic management unit of drug resistant tuberculosis (PMDT) unit, Punjab, Pakistan.
Methods
This prospective observational study was conducted at a a PMDT unit in Multan, Punjab, Pakistan. A total of 271 eligible culture positive DR-TB patients enrolled for treatment at the study site between January 2016 and May 2017 were followed till their treatment outcomes were recorded. World Health Organization’s (WHO) defined criteria was used for categorizing treatment outcomes. The outcomes of cured and treatment completed were collectively placed as successful outcomes, while death, lost to follow-up (LTFU) and treatment failure were grouped as unsuccessful outcomes. Multivariable binary logistic regression analysis was employed for getting predictors of unsuccessful treatment outcomes. A p-value Results
Of the 271 DR-TB patients analysed, nearly half (51.3%) were males. The patient’s (Mean ± SD) age was 36.75 ± 15.69 years. A total of 69% patients achieved successful outcomes with 185 (68.2%) patients being cured and 2 (0.7%) completed therapy. Of the remaining 84 patients with unsuccessful outcomes, 48 (17.7%) died, 2 (0.7%) were declared treatment failure, 34 (12.5%) were loss to follow up. After adjusting for confounders, patients’ age > 50 years (OR 2.149 (1.005–4.592) with p-value 0.048 and baseline lung cavitation (OR 7.798 (3.82–15.919) with p-value Conclusions
The treatment success rate (69%) in the current study participants was below the target set by WHO (>75%). Paying special attention and timely intervention in patients with high risk of unsuccessful treatment outcomes may help in improving treatment outcomes at the study site.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0287966.s001(source: https://plos.figshare.com/articles/dataset/S1_Data_-/23928370)。

数据缺失?

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