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。

基本信息
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
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_Patterns of care in pancreatic cancer radiotherapy: impact of facility volume on outcomes.docx
- DOI:10.3389/fonc.2025.1654223.s001
- 发布日期:2025-12-05
- 文件数:1 个
- 文件总体积:14.71 KB
- 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
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。
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