胰腺癌放疗护理模式与设施治疗量数据集

包含17,053名胰腺癌放疗患者的回顾性队列数据,分析设施治疗量(低/中/高)对总生存期的影响,涵盖患者特征和放疗类型。

NIAID Data Ecosystem
浏览 12
表格radiotherapypancreatic cancerstereotactic body radiotherapy (SBRT)facility volumeoverall survival (OS)
Patterns of care in pancreatic cancer radiotherapy: impact of facility volume on outcomes

基本信息

模态
表格
大小
0.000014711 GB
许可
CC BY 4.0
创建/更新时间
2026-10-09
版本
v1

资源简介

胰腺癌放疗护理模式与设施治疗量数据集

【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 14.71 KB,主题涵盖 radiotherapy、pancreatic cancer、stereotactic body radiotherapy (SBRT)、facility volume、overall survival (OS),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_Patterns of care in pancreatic cancer radiotherapy: impact of facility volume on outcomes.docx》。配套论文《Impact of facility volume on therapy and survival for locally advanced cervical cancer》发表于 Gynecologic Oncology(2014),DOI:10.1016/j.ygyno.2013.12.013。源站首次发布:2025-12-05。

【数据内容】

源站原始描述:ObjectivesRadiotherapy (RT), particularly stereotactic body radiotherapy (SBRT), is a promising treatment for borderline resectable or locally advanced pancreatic cancer (PC). This study evaluated the association of RT facility volume with overall survival (OS) and examined patterns of care for patients with PC. MethodsA retrospective cohort study using National Cancer Database (NCDB) data (2004-2019) included 17,053 PC patients treated with RT, excluding those with metastatic or stage IV diseas…

【数据结构与技术规格】

文件数 1 个,合计 14.71 KB。Table 1_Patterns of care in pancreatic cancer radiotherapy: impact of facility volume on outcomes.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,14.71 KB。数据集 DOI:10.3389/fonc.2025.1654223.s001。

【主题与分类】

源站学科分类:Oncology and Carcinogenesis not elsewhere classified。主题标签:radiotherapy、pancreatic cancer、stereotactic body radiotherapy (SBRT)、facility volume、overall survival (OS)。

【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_Patterns_of_care_in_pancreatic_cancer_radiotherapy_impact_of_facility_volume_on_outcomes_docx/30796691

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

规范引用:Rajan, Arvind; Gleeson, Elizabeth M.; Pham, Veronica; Goodman, Karyn A. (2025). Table 1_Patterns of care in pancreatic cancer radiotherapy: impact of facility volume on outcomes.docx. Frontiers. 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 "Table 1_Patterns of care in pancreatic cancer radiotherapy: impact of facility volume on outcomes.docx" "https://ndownloader.figshare.com/files/60119822"

文件清单

  • Table 1_Patterns of care in pancreatic cancer radiotherapy: impact of facility volume on outcomes.docx(14.71 KB)

文件总体积 14.71 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

ObjectivesRadiotherapy (RT), particularly stereotactic body radiotherapy (SBRT), is a promising treatment for borderline resectable or locally advanced pancreatic cancer (PC). This study evaluated the association of RT facility volume with overall survival (OS) and examined patterns of care for patients with PC.
MethodsA retrospective cohort study using National Cancer Database (NCDB) data (2004-2019) included 17,053 PC patients treated with RT, excluding those with metastatic or stage IV disease. RT facility volumes were categorized as low- (20 cases/year). Predictors of OS, including facility volume, RT type, and patient/treatment factors, were evaluated.
ResultsAmong 17,053 patients (median age 67 years, 51.4% male), 17.6% received SBRT, and 27.1% were treated at high-volume centers. Treatment at high-volume centers (HR 0.863, pHigh-volume RT centers are associated with significantly better survival outcomes in PC patients, particularly those receiving SBRT. These findings emphasize the need to expand access to high-volume centers and develop standardized treatment protocols to improve care and outcomes for all patients.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.3389/fonc.2025.1654223.s001(source: https://frontiersin.figshare.com/articles/dataset/Table_1_Patterns_of_care_in_pancreatic_cancer_radiotherapy_impact_of_facility_volume_on_outcomes_docx/30796691)。

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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