使用新型对比剂磁共振成像用于阿尔茨海默病早期诊断的成本效益分析
评估新型对比剂MRI+CLP用于阿尔茨海默病早期诊断的成本效益,包含模型参数和成本数据。

基本信息
资源简介
使用新型对比剂磁共振成像用于阿尔茨海默病早期诊断的成本效益分析
【数据集背景】
本数据集源站标题为《Cost-Effectiveness of Magnetic Resonance Imaging with a New Contrast Agent for the Early Diagnosis of Alzheimer''s Disease》。配套论文《Cost-Effectiveness of Magnetic Resonance Imaging with a New Contrast Agent for the Early Diagnosis of Alzheimer''s Disease》发表于 PLoS ONE(2012),DOI:10.1371/journal.pone.0035559。源站首次发布:2012-04-20。
【数据内容】
源站原始描述:Background Used as contrast agents for brain magnetic resonance imaging (MRI), markers for beta-amyloid deposits might allow early diagnosis of Alzheimer''s disease (AD). We evaluated the cost-effectiveness of such a diagnostic test, MRI+CLP (contrastophore-linker-pharmacophore), should it become clinically available. Methodology/Principal Findings We compared the cost-effectiveness of MRI+CLP to that of standard diagnosis using currently available cognition tests and of standard MRI, and investi…
【数据结构与技术规格】
文件数 10 个,合计 26.34 MB。Figure_S1.tif:image/tiff,3.51 MB。Figure_S2.tif:image/tiff,1.70 MB。数据集 DOI:10.1371/journal.pone.0035559。
【主题与分类】
源站学科分类:Medicine、Cell Biology、Neuroscience。主题标签:cost-effectiveness、resonance、imaging。
【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://plos.figshare.com/articles/dataset/Cost_Effectiveness_of_Magnetic_Resonance_Imaging_with_a_New_Contrast_Agent_for_the_Early_Diagnosis_of_Alzheimer_s_Disease/126362
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Biasutti, Maria; Dufour, Natacha; Ferroud, Clotilde; Dab, William; Temime, Laura (2016). Cost-Effectiveness of Magnetic Resonance Imaging with a New Contrast Agent for the Early Diagnosis of Alzheimer''s Disease. PLOS ONE. 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:Cost-Effectiveness of Magnetic Resonance Imaging with a New Contrast Agent for the Early Diagnosis of Alzheimer’'s Disease
- DOI:10.1371/journal.pone.0035559
- 发布日期:2012-04-20
- 文件数:10 个
- 文件总体积:26.34 MB
- 源站页面:https://plos.figshare.com/articles/dataset/Cost_Effectiveness_of_Magnetic_Resonance_Imaging_with_a_New_Contrast_Agent_for_the_Early_Diagnosis_of_Alzheimer_s_Disease/126362
命令行下载
curl -L -o "Figure_S1.tif" "https://ndownloader.figshare.com/files/335912"
curl -L -o "Figure_S2.tif" "https://ndownloader.figshare.com/files/335928"
curl -L -o "Figure_S3.tif" "https://ndownloader.figshare.com/files/335950"
curl -L -o "Figure_S4.tif" "https://ndownloader.figshare.com/files/335979"
curl -L -o "Figure_S5.tif" "https://ndownloader.figshare.com/files/336003"
curl -L -o "Figure_S6.tif" "https://ndownloader.figshare.com/files/336025"
curl -L -o "File_S1.docx" "https://ndownloader.figshare.com/files/336049"
curl -L -o "Table_S1.docx" "https://ndownloader.figshare.com/files/336063"
文件清单
Figure_S1.tif(3.51 MB)Figure_S2.tif(1.70 MB)Figure_S3.tif(6.26 MB)Figure_S4.tif(1.61 MB)Figure_S5.tif(8.55 MB)Figure_S6.tif(4.63 MB)File_S1.docx(14.32 KB)Table_S1.docx(25.25 KB)Table_S2.docx(19.67 KB)Table_S3.docx(20.45 KB)
文件总体积 26.34 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
Background
Used as contrast agents for brain magnetic resonance imaging (MRI), markers for beta-amyloid deposits might allow early diagnosis of Alzheimer’'s disease (AD). We evaluated the cost-effectiveness of such a diagnostic test, MRI+CLP (contrastophore-linker-pharmacophore), should it become clinically available.
Methodology/Principal Findings
We compared the cost-effectiveness of MRI+CLP to that of standard diagnosis using currently available cognition tests and of standard MRI, and investigated the impact of a hypothetical treatment efficient in early AD. The primary analysis was based on the current French context for 70-year-old patients with Mild Cognitive Impairment (MCI). In alternative “screen and treat” scenarios, we analyzed the consequences of systematic screenings of over-60 individuals (either population-wide or restricted to the ApoE4 genotype population). We used a Markov model of AD progression; model parameters, as well as incurred costs and quality-of-life weights in France were taken from the literature. We performed univariate and probabilistic multivariate sensitivity analyses.
The base-case preferred strategy was the standard MRI diagnosis strategy. In the primary analysis however, MRI+CLP could become the preferred strategy under a wide array of scenarios involving lower cost and/or higher sensitivity or specificity. By contrast, in the “screen and treat” analyses, the probability of MRI+CLP becoming the preferred strategy remained lower than 5%.
Conclusions/Significance
It is thought that anti-beta-amyloid compounds might halt the development of dementia in early stage patients. This study suggests that, even should such treatments become available, systematically screening the over-60 population for AD would only become cost-effective with highly specific tests able to diagnose early stages of the disease. However, offering a new diagnostic test based on beta-amyloid markers to elderly patients with MCI might prove cost-effective.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0035559(source: https://plos.figshare.com/articles/dataset/Cost_Effectiveness_of_Magnetic_Resonance_Imaging_with_a_New_Contrast_Agent_for_the_Early_Diagnosis_of_Alzheimer_s_Disease/126362)。
需要用于商业化训练或医疗器械注册(NMPA/FDA)?
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