症状性重度主动脉瓣关闭不全患者的治疗模式、差异和管理策略对临床结局的影响数据集

基于美国电子健康记录的4608名症状性重度主动脉瓣关闭不全患者数据,分析治疗模式、差异及管理策略对一年死亡率的影响。

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2021-11-22 更新
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表格Aortic regurgitationsurgical aortic valve replacementSAVR
Treatment Patterns, Disparities, and Management Strategies Impact Clinical Outcomes in Patients with Symptomatic Severe Aortic Regurgitation

基本信息

模态
表格
大小
0.005932323 GB
许可
CC BY 4.0
创建/更新时间
2021-11-22
版本
v1

资源简介

症状性重度主动脉瓣关闭不全患者的治疗模式、差异和管理策略对临床结局的影响数据集

【数据集背景】

本数据集源站标题为《Treatment Patterns, Disparities, and Management Strategies Impact Clinical Outcomes in Patients with Symptomatic Severe Aortic Regurgitation》。配套论文《Treatment Patterns, Disparities, and Management Strategies Impact Clinical Outcomes in Patients with Symptomatic Severe Aortic Regurgitation》发表于 Structural Heart(2021),DOI:10.1080/24748706.2021.1988779。项目资助方:This research was funded by Edwards Lifesciences, but the Investigators were not remunerated. Edwards was involved only in the review and revision of this manuscript.。源站首次发布:2021-11-22。

【数据内容】

源站原始描述:Symptomatic severe aortic regurgitation (ssAR) is a Class I recommendation for surgical aortic valve replacement (SAVR). We sought to evaluate the practice patterns and drivers of ssAR patients receiving SAVR treatment. Using a US dataset of de-identified electronic health records, we identified integrated delivery network patients diagnosed with ssAR between 2008 and 2016 with ≥2 symptom-related notes (heart failure, angina, dyspnea, pre-syncope, or syncope) within six months prior to diagnosis…

【数据结构与技术规格】

文件数 5 个,合计 5.93 MB。ushj_a_1988779_sm0762.tiff:image/tiff,2.23 MB。ushj_a_1988779_sm0761.tiff:image/tiff,1.39 MB。ushj_a_1988779_sm0752.tiff:image/tiff,1.39 MB。数据集 DOI:10.6084/m9.figshare.17059818.v1。

【主题与分类】

源站学科分类:Medicine、Biotechnology、Immunology、Cancer、Science Policy。主题标签:Aortic regurgitation、surgical aortic valve replacement、SAVR。

【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://tandf.figshare.com/articles/dataset/Treatment_Patterns_Disparities_and_Management_Strategies_Impact_Clinical_Outcomes_in_Patients_with_Symptomatic_Severe_Aortic_Regurgitation/17059818

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

规范引用:Treatment Patterns, Disparities, and Management Strategies Impact Clinical Outcomes in Patients with Symptomatic Severe Aortic Regurgitation. Taylor & Francis. Thourani, Vinod H.; Brennan, J. Matthew; Edelman, J. James; Chen, Qinyu; Boero, Isabel J.; Sarkar, Reith R.; et al

【使用注意】

· 源站最后修改于 2023-05-31,引用时请注意版本时效。

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 "ushj_a_1988779_sm0762.tiff" "https://ndownloader.figshare.com/files/31547016"
curl -L -o "ushj_a_1988779_sm0761.tiff" "https://ndownloader.figshare.com/files/31547019"
curl -L -o "ushj_a_1988779_sm0752.tiff" "https://ndownloader.figshare.com/files/31547022"
curl -L -o "ushj_a_1988779_sm0750.tiff" "https://ndownloader.figshare.com/files/31547025"
curl -L -o "ushj_a_1988779_sm0463.docx" "https://ndownloader.figshare.com/files/31547028"

文件清单

  • ushj_a_1988779_sm0762.tiff(2.23 MB)
  • ushj_a_1988779_sm0761.tiff(1.39 MB)
  • ushj_a_1988779_sm0752.tiff(1.39 MB)
  • ushj_a_1988779_sm0750.tiff(857.95 KB)
  • ushj_a_1988779_sm0463.docx(57.61 KB)

文件总体积 5.93 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

Symptomatic severe aortic regurgitation (ssAR) is a Class I recommendation for surgical aortic valve replacement (SAVR). We sought to evaluate the practice patterns and drivers of ssAR patients receiving SAVR treatment.
Using a US dataset of de-identified electronic health records, we identified integrated delivery network patients diagnosed with ssAR between 2008 and 2016 with ≥2 symptom-related notes (heart failure, angina, dyspnea, pre-syncope, or syncope) within six months prior to diagnosis.
From a final cohort of 4,608 ssAR patients, 25.7% of ssAR patients underwent SAVR within 1 year of diagnosis; mortality at 1 year was 9% after SAVR, and 24% for those untreated. Using multilevel, multivariable, cause-specific models, women and patients >80 years old were found to be treated significantly less likely [hazard ratios (HR) 0.79 (95% confidence interval [CI]: 0.69–0.90) and 0.28 (0.22–0.37), respectively]. Patients with concomitant moderate/severe aortic stenosis [1.70 (1.43–2.03)], bicuspid aortic valve disease [1.33 (1.13–1.56)], and endocarditis [2.70 (1.04–3.57)] were more likely to be treated. Using multivariable Cox proportional hazard models, ssAR patients managed by cardiologists in the highest SAVR treatment rate tertile had a 23% lower risk of 1-year mortality compared to patients managed by cardiologists in the lowest SAVR treatment rate tertile [0.77 (0.60–0.98)].
We identified significant disparities in the treatment of ssAR patients, specifically women, older patients, and patients managed by cardiologists with a lower SAVR treatment rate. These gaps should be addressed to level the quality of care delivered to all ssAR patients.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.6084/m9.figshare.17059818.v1(source: https://tandf.figshare.com/articles/dataset/Treatment_Patterns_Disparities_and_Management_Strategies_Impact_Clinical_Outcomes_in_Patients_with_Symptomatic_Severe_Aortic_Regurgitation/17059818)。

数据缺失?

依托陕西、四川两大基地,我们与超过十家三甲医院建立直接合作关系,覆盖合规授权、采集治理、专业标注、数据交付的全流程,为AI医疗团队提供即拿即用的高质量临床数据。

⚡️ 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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