动脉瘤性蛛网膜下腔出血预后列线图数据表

包含213例aSAH血管内治疗患者临床数据的表格,用于构建预测3个月不良预后的列线图。

NIAID Data Ecosystem
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表格endovascular treatmentclinical outcomenomogramfree fatty acidaneurysmal subarachnoid hemorrhage
Data_Sheet_1_Development and Clinical Translation of a Perioperative Nomogram Incorporating Free Fatty Acids to Predict Poor Outcome of Aneurysmal Subarachnoid Hemorrhage Following Endovascular Treatment

基本信息

模态
表格
大小
0.001254393 GB
许可
CC BY 4.0
创建/更新时间
2026-10-08
版本
v1

资源简介

动脉瘤性蛛网膜下腔出血预后列线图数据表

【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 1.25 MB,主题涵盖 endovascular treatment、clinical outcome、nomogram、free fatty acid、aneurysmal subarachnoid hemorrhage,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《Data_Sheet_1_Development and Clinical Translation of a Perioperative Nomogram Incorporating Free Fatty Acids to Predict Poor Outcome of Aneurysmal Subarachnoid Hemorrhage Following Endovascular Treatment.PDF》。配套论文《Poor-Grade Aneurysmal Subarachnoid Hemorrhage: Risk Factors Affecting Clinical Outcomes in Intracranial Aneurysm Patients in a Multi-Center Study》发表于 Frontiers in Neurology(2019),DOI:10.3389/fneur.2019.00123。源站首次发布:2021-07-26。

【数据内容】

源站原始描述:Objective: A reliable prediction of clinical outcome is important for clinicians to set appropriate medical strategies in treating patients with aneurysmal subarachnoid hemorrhage (aSAH). In this study, we aim to establish a perioperative nomogram involving serum lipid signatures for predicting poor outcomes at 3 months in patients with aSAH following endovascular therapy. Methods: Data of patients with aSAH receiving endovascular therapy were collected. Univariable and multivariable analyses we…

【数据结构与技术规格】

文件数 1 个,合计 1.25 MB。Data_Sheet_1_Development and Clinical Translation of a Perioperative Nomogram Incorporating Free Fatty Acids to Predict Poor Outcome of Aneurysmal Sub.PDF:application/pdf,1.25 MB。数据集 DOI:10.3389/fneur.2021.629997.s001。

【主题与分类】

源站学科分类:Neurology and Neuromuscular Diseases、Neurogenetics。主题标签:endovascular treatment、clinical outcome、nomogram、free fatty acid、aneurysmal subarachnoid hemorrhage。

【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/Data_Sheet_1_Development_and_Clinical_Translation_of_a_Perioperative_Nomogram_Incorporating_Free_Fatty_Acids_to_Predict_Poor_Outcome_of_Aneurysmal_Subarachnoid_Hemorrhage_Following_Endovascular_Treatment_PDF/15052776

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

规范引用:Wang, Yongyi; Xie, Yongfan; Wang, Houzhong; Zhang, Jifang; Li, Chuanfeng; Chen, Feng; et al. (2021). Data_Sheet_1_Development and Clinical Translation of a Perioperative Nomogram Incorporating Free Fatty Acids to Predict Poor Outcome of Aneurysmal Subarachnoid Hemorrhage Following Endovascular Treat…

【使用注意】

· 源站最后修改于 2023-06-01,引用时请注意版本时效。

官方服务

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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 "Data_Sheet_1_Development and Clinical Translation of a Perioperative Nomogram Incorporating Free Fatty Acids to Predict Poor Outcome of Aneurysmal Sub.PDF" "https://ndownloader.figshare.com/files/28949499"

文件清单

  • Data_Sheet_1_Development and Clinical Translation of a Perioperative Nomogram Incorporating Free Fatty Acids to Predict Poor Outcome of Aneurysmal Sub.PDF(1.25 MB)

文件总体积 1.25 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

Objective: A reliable prediction of clinical outcome is important for clinicians to set appropriate medical strategies in treating patients with aneurysmal subarachnoid hemorrhage (aSAH). In this study, we aim to establish a perioperative nomogram involving serum lipid signatures for predicting poor outcomes at 3 months in patients with aSAH following endovascular therapy.
Methods: Data of patients with aSAH receiving endovascular therapy were collected. Univariable and multivariable analyses were performed to screen independent predictors related to unfavorable outcomes defined by the modified Rankin Scale (mFS) ≥3. A novel nomogram based on these significant features was conducted. The clinical application of this nomogram was assessed by decision curve analysis (DCA) and clinical impact curve.
Results: A total number of patients included in this study were 213 (average age 58.9 years, 65.7% female), representing a poor 3-month outcome rate of 48.8%. Free fatty acid (FFA) levels on admission were efficient in predicting poor outcomes compared with other contents in serum lipids. Univariable and multivariable analyses revealed advanced age (P = 0.034), poor Hunt Hess (HH) (odds ratio, OR = 3.7, P Conclusion: Nomogram involving age, HH grade, mFS, aneurysm location, and serum FFA levels was sufficient to provide an individualized prediction of 3-month poor outcome for each patient with aSAH who underwent endovascular therapy.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.3389/fneur.2021.629997.s001(source: https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Development_and_Clinical_Translation_of_a_Perioperative_Nomogram_Incorporating_Free_Fatty_Acids_to_Predict_Poor_Outcome_of_Aneurysmal_Subarachnoid_Hemorrhage_Following_Endovascular_Treatment_PDF/15052776)。

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