急性髓系白血病资源利用回顾性分析
基于MarketScan数据库,回顾性分析美国AML患者从一线诱导到缓解及复发的医疗资源利用与费用。

基本信息
资源简介
急性髓系白血病资源利用回顾性分析
【数据集背景】
本数据集源站标题为《Acute myeloid leukemia: a retrospective claims analysis of resource utilization and expenditures for newly diagnosed patients from first-line induction to remission and relapse》。配套论文《Acute myeloid leukemia: a retrospective claims analysis of resource utilization and expenditures for newly diagnosed patients from first-line induction to remission and relapse》发表于 Current Medical Research and Opinion(2016),DOI:10.1080/03007995.2016.1267615。源站首次发布:2016-12-14。
【数据内容】
源站原始描述:Objective: The objective of this study was to estimate resource utilization and expenditures for patients with acute myeloid leukemia (AML) in a real-world claims database. Research design and methods: AML patients were identified in MarketScan claims databases between 1 January 2009 and 31 January 2015. Patients had a minimum of two AML diagnosis codes, hospitalization within 14 days after initial diagnosis, and ≥6 months of enrollment before initial diagnosis. Patients were monitored from firs…
【数据结构与技术规格】
文件数 2 个,合计 92.36 KB。icmo_a_1267615_sm9833.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,31.20 KB。icmo_a_1267615_sm2310.pdf:application/pdf,61.16 KB。数据集 DOI:10.6084/m9.figshare.4315841.v1。
【主题与分类】
源站学科分类:Medicine、Cell Biology、Molecular Biology、Biotechnology、Cancer、Hematology。主题标签:Acute myeloid leukemia、Expenditures、Induction、Relapse、Remission、Utilization。
【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/Acute_myeloid_leukemia_a_retrospective_claims_analysis_of_resource_utilization_and_expenditures_for_newly_diagnosed_patients_from_first-line_induction_to_remission_and_relapse/4315841
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Acute myeloid leukemia: a retrospective claims analysis of resource utilization and expenditures for newly diagnosed patients from first-line induction to remission and relapse. Taylor & Francis. Irish, William; Ryan, Michael; Gache, Larry; Gunnarsson, Candace; Bell, Timothy; Shapiro, Mark
【使用注意】
· 源站最后修改于 2023-06-01,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:Acute myeloid leukemia: a retrospective claims analysis of resource utilization and expenditures for newly diagnosed patients from first-line induction to remission and relapse
- DOI:10.6084/m9.figshare.4315841.v1
- 发布日期:2016-12-14
- 文件数:2 个
- 文件总体积:92.36 KB
- 源站页面:https://tandf.figshare.com/articles/dataset/Acute_myeloid_leukemia_a_retrospective_claims_analysis_of_resource_utilization_and_expenditures_for_newly_diagnosed_patients_from_first-line_induction_to_remission_and_relapse/4315841
命令行下载
curl -L -o "icmo_a_1267615_sm9833.docx" "https://ndownloader.figshare.com/files/7039322"
curl -L -o "icmo_a_1267615_sm2310.pdf" "https://ndownloader.figshare.com/files/7039325"
文件清单
icmo_a_1267615_sm9833.docx(31.20 KB)icmo_a_1267615_sm2310.pdf(61.16 KB)
文件总体积 92.36 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
Objective: The objective of this study was to estimate resource utilization and expenditures for patients with acute myeloid leukemia (AML) in a real-world claims database.
Research design and methods: AML patients were identified in MarketScan claims databases between 1 January 2009 and 31 January 2015. Patients had a minimum of two AML diagnosis codes, hospitalization within 14 days after initial diagnosis, and ≥6 months of enrollment before initial diagnosis. Patients were monitored from first-line induction to a record of remission. A subset had a record of a second treatment period, defined as time from relapse to remission. Patient demographics, AML risk factors, and comorbidities were recorded. Descriptive analysis of utilization and expenditures (in 2014 $US) were reported for each cohort.
Results: The inclusion criteria were met in 1597 patients (mean age, 58.4 years; 51.0% male). Ninety percent of patients had ≥1 risk factor for AML. Mean (SD) healthcare expenditures for patients from first-line induction to remission (n = 681) were $208,857 ($152,090). Of the 157 who had a record of relapse, 70 had a record of a second remission. Expenditures for these patients (n = 70) from relapse to remission were $142,569 ($208,307); 60% were admitted to a hospital for a mean of 18.5 hospital days, and 20% had ≥1 emergency room visit.
Conclusions: Although this claims-based analysis is limited by a lack of generalizability to noninsured populations and potential underreporting of certain events and diagnoses, we found that treating AML patients poses a significant healthcare burden, during both first-line induction and relapse. With people living longer, the number of cases of AML is expected to increase in the future.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.4315841.v1(source: https://tandf.figshare.com/articles/dataset/Acute_myeloid_leukemia_a_retrospective_claims_analysis_of_resource_utilization_and_expenditures_for_newly_diagnosed_patients_from_first-line_induction_to_remission_and_relapse/4315841)。
需要用于商业化训练或医疗器械注册(NMPA/FDA)?
公开数据往往缺乏完整的病理回证与专家标注。千方医数集依托陕川双基地与超十家三甲医院直连,提供完全合规、去标识化、支持注册级质控的专病数据集交易服务。




