血尿素氮-白蛋白比值预测冠状动脉旁路移植术后患者长期死亡率:基于MIMIC-III数据库的分析
基于MIMIC-III数据库的CABG患者数据,分析血尿素氮-白蛋白比值(BAR)对术后长期死亡率的预测价值。

基本信息
资源简介
血尿素氮-白蛋白比值预测冠状动脉旁路移植术后患者长期死亡率:基于MIMIC-III数据库的分析
【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 47.10 KB,主题涵盖 coronary artery bypass grafting、blood urea nitrogen、albumin、mortality、MIMIC III database,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《Table_1_Blood Urea Nitrogen-to-Albumin Ratio in Predicting Long-Term Mortality in Patients Following Coronary Artery Bypass Grafting: An Analysis of the MIMIC-III Database.DOC》。配套论文《Predictive Value of Neutrophil-Lymphocyte Ratio for Long-Term Cardiovascular Event Following Coronary Artery Bypass Grafting》发表于 Brazilian Journal of Cardiovascular Surgery(2020),DOI:10.21470/1678-9741-2018-0362。源站首次发布:2022-02-18。
【数据内容】
源站原始描述:BackgroundThis study examined the role of blood urea nitrogen-to-albumin ratio (BAR) in predicting long-term mortality in patients undergoing coronary artery bypass grafting (CABG). MethodsIn this retrospective cohort study, patients undergoing CABG were enrolled from the Medical Information Mart for Intensive Care III (MIMIC III) database. Patients were divided into the three groups according to the optimal cutoff values of BAR determined by X-tile software. The survival curve was constructed b…
【数据结构与技术规格】
文件数 1 个,合计 47.10 KB。Table_1_Blood Urea Nitrogen-to-Albumin Ratio in Predicting Long-Term Mortality in Patients Following Coronary Artery Bypass Grafting: An Analysis of t.DOC:application/msword,47.10 KB。数据集 DOI:10.3389/fsurg.2022.801708.s001。
【主题与分类】
源站学科分类:Surgery、Oral and Maxillofacial Surgery、Medical Biochemistry: Proteins and Peptides (incl. Medical Proteomics)。主题标签:coronary artery bypass grafting、blood urea nitrogen、albumin、mortality、MIMIC III database。
【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://frontiersin.figshare.com/articles/dataset/Table_1_Blood_Urea_Nitrogen-to-Albumin_Ratio_in_Predicting_Long-Term_Mortality_in_Patients_Following_Coronary_Artery_Bypass_Grafting_An_Analysis_of_the_MIMIC-III_Database_DOC/19194842
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Zhao, Diming; Chen, Shanghao; Liu, Yilin; Xu, Zhenqiang; Shen, Hechen; Zhang, Shijie; et al. (2022). Table_1_Blood Urea Nitrogen-to-Albumin Ratio in Predicting Long-Term Mortality in Patients Following Coronary Artery Bypass Grafting: An Analysis of the MIMIC-III Database.DOC. Frontiers. Dataset
【使用注意】
· 源站最后修改于 2023-05-30,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:Table_1_Blood Urea Nitrogen-to-Albumin Ratio in Predicting Long-Term Mortality in Patients Following Coronary Artery Bypass Grafting: An Analysis of the MIMIC-III Database.DOC
- DOI:10.3389/fsurg.2022.801708.s001
- 发布日期:2022-02-18
- 文件数:1 个
- 文件总体积:47.10 KB
- 源站页面:https://frontiersin.figshare.com/articles/dataset/Table_1_Blood_Urea_Nitrogen-to-Albumin_Ratio_in_Predicting_Long-Term_Mortality_in_Patients_Following_Coronary_Artery_Bypass_Grafting_An_Analysis_of_the_MIMIC-III_Database_DOC/19194842
命令行下载
curl -L -o "Table_1_Blood Urea Nitrogen-to-Albumin Ratio in Predicting Long-Term Mortality in Patients Following Coronary Artery Bypass Grafting: An Analysis of t.DOC" "https://ndownloader.figshare.com/files/34103075"
文件清单
Table_1_Blood Urea Nitrogen-to-Albumin Ratio in Predicting Long-Term Mortality in Patients Following Coronary Artery Bypass Grafting: An Analysis of t.DOC(47.10 KB)
文件总体积 47.10 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
BackgroundThis study examined the role of blood urea nitrogen-to-albumin ratio (BAR) in predicting long-term mortality in patients undergoing coronary artery bypass grafting (CABG).
MethodsIn this retrospective cohort study, patients undergoing CABG were enrolled from the Medical Information Mart for Intensive Care III (MIMIC III) database. Patients were divided into the three groups according to the optimal cutoff values of BAR determined by X-tile software. The survival curve was constructed by the Kaplan–Meier method and multivariate Cox regression analysis was performed to explore the independent prognostic factors of 1- and 4-year mortality after CABG. The receiver operating characteristic (ROC) curves and the areas under the ROC curves (AUCs) were calculated to estimate the accuracy of BAR in predicting the outcomes. Subgroup analyses were also carried out.
ResultsA total of 1,462 patients at 4-year follow-up were included, of which 933, 293, and 236 patients were categorized into the group 1 (≤ 6.45 mg/g), group 2 (>6.45 and ≤ 10.23 mg/g), and group 3 (>10.23 mg/g), respectively. Non-survivors showed an increased level of BAR at both 1- (p This report provided evidence of an independent association between 1- and 4-year mortality after CABG and BAR. A higher BAR was associated with a higher risk of long-term mortality and could serve as a prognostic predictor in patients following CABG.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.3389/fsurg.2022.801708.s001(source: https://frontiersin.figshare.com/articles/dataset/Table_1_Blood_Urea_Nitrogen-to-Albumin_Ratio_in_Predicting_Long-Term_Mortality_in_Patients_Following_Coronary_Artery_Bypass_Grafting_An_Analysis_of_the_MIMIC-III_Database_DOC/19194842)。
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