甲状腺结节应变比与弹性评分数据集

甲状腺结节超声弹性成像应变比与弹性评分数据集,含144个结节及病理结果,用于评估联合诊断效能。

SciELO journalsSciELO journals
DataCite Commons
2022-06-07 更新
浏览 23
表格Thyroid noduleStrain elastographyStrain ratioElastography scoreMalignancy
Can the unnecessary operations for suspected thyroid nodules be avoided by the combined use of the strain ratio and elastography score?

基本信息

模态
表格
大小
0.205358088 GB
许可
CC BY 4.0
创建/更新时间
2022-06-07
版本
v1

资源简介

甲状腺结节应变比与弹性评分数据集

【一句话概览】

本数据集是 figshare 公开的结构化表格数据集,收录 36 个文件、合计 205.36 MB,主题涵盖 Thyroid nodule、Strain elastography、Strain ratio、Elastography score、Malignancy,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《Can the unnecessary operations for suspected thyroid nodules be avoided by the combined use of the strain ratio and elastography score?》。配套论文《Can the unnecessary operations for suspected thyroid nodules be avoided by the combined use of the strain ratio and elastography score?》发表于 Brazilian Journal of Otorhinolaryngology(2021),DOI:10.1016/j.bjorl.2020.05.017。源站首次发布:2022-06-07。

【数据内容】

源站原始描述:Abstract Introduction Only 5%-15% of thyroid surgical specimens are reported as malignant. Most of the operations are performed due to suspicion of malignancy as a result of fine needle aspiration biopsy but invasiveness, non-diagnostic results and potential repeat biopsies are disadvantages of fine needle aspiration biopsy. Objective The aim of this study was to investigate the effectiveness of simultaneously using both the strain ratio and elasticity score in the differential diagnosis of thyr…

【数据结构与技术规格】

文件数 36 个,合计 205.36 MB。数据集 DOI:10.6084/m9.figshare.20015057.v1。

【主题与分类】

源站学科分类:Otorhinolaryngology。主题标签:Thyroid nodule、Strain elastography、Strain ratio、Elastography score、Malignancy。

【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://scielo.figshare.com/articles/dataset/Can_the_unnecessary_operations_for_suspected_thyroid_nodules_be_avoided_by_the_combined_use_of_the_strain_ratio_and_elastography_score_/20015057

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

规范引用:Görgülü, Orhan; Görgülü, Feride Fatma; Koç, Ayşe Selcan (2021). Can the unnecessary operations for suspected thyroid nodules be avoided by the combined use of the strain ratio and elastography score?. SciELO journals. Dataset

【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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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 "b5f2933c874ab45db05b4402aa546876d3646ac4.tif" "https://ndownloader.figshare.com/files/35674004"
curl -L -o "e92ffa648c8988b79f873103899d0af17fbda961.png" "https://ndownloader.figshare.com/files/35674007"
curl -L -o "b7684e8402da0fe327b58a7ac8bd279cea36c316.jpg" "https://ndownloader.figshare.com/files/35674010"
curl -L -o "658aa2f47b0fab10713ced14c4265c7b9c8abd2a.tif" "https://ndownloader.figshare.com/files/35674013"
curl -L -o "d9e2546cd6ca6d70723ef066e9ae1aebdbaccc11.png" "https://ndownloader.figshare.com/files/35674016"
curl -L -o "1333e87a84db31298ff335e7b1f624f8a91eb031.jpg" "https://ndownloader.figshare.com/files/35674019"
curl -L -o "569bb585557aaa76d7f99da32eb3795f41c9e334.tif" "https://ndownloader.figshare.com/files/35674022"
curl -L -o "59d344a8c17980bfacff48bc8ca65eb8e5805de5.png" "https://ndownloader.figshare.com/files/35674025"

文件清单

  • b5f2933c874ab45db05b4402aa546876d3646ac4.tif(15.99 MB)
  • e92ffa648c8988b79f873103899d0af17fbda961.png(1.97 MB)
  • b7684e8402da0fe327b58a7ac8bd279cea36c316.jpg(7.14 KB)
  • 658aa2f47b0fab10713ced14c4265c7b9c8abd2a.tif(15.80 MB)
  • d9e2546cd6ca6d70723ef066e9ae1aebdbaccc11.png(2.21 MB)
  • 1333e87a84db31298ff335e7b1f624f8a91eb031.jpg(7.65 KB)
  • 569bb585557aaa76d7f99da32eb3795f41c9e334.tif(11.98 MB)
  • 59d344a8c17980bfacff48bc8ca65eb8e5805de5.png(723.66 KB)
  • 9bc4bcae04e8162fbec60ed1ab00f71b5f0cb916.jpg(8.64 KB)
  • 7c563a066fe2f577f90eef449745dcdf7ee15519.tif(15.96 MB)
  • e916140f79bc8935edbfe95086b444a5b6b727f1.png(692.17 KB)
  • c106010668f960d53f376474d4e9fae2dd75c6fb.jpg(3.71 KB)
  • a061ab9322cbf4e0fd5850d0a480d22cf491066e.tif(16.64 MB)
  • 0f6c2ec986eae167bf1ff12d768fcf13757a56e9.png(648.57 KB)
  • 923de067ea6be6d5967ce4333848f781e3f5d7bd.jpg(3.59 KB)
  • 526521f3ec8be791e0deea516906568f00465fd2.tif(19.45 MB)
  • 107e92a43c058b20cdaec8077ff67dfaed898724.png(643.01 KB)
  • 81d9aa58e80396f7e7492ffbb10ab80b6ba09416.jpg(3.59 KB)
  • 9aebf149a79b9f948af6ba29645c6eed7900bffb.tif(15.99 MB)
  • 7ae33b40eadf9a7377d96d5fd793fdd67af5c303.png(1.97 MB)

文件总体积 205.36 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

Abstract Introduction Only 5%-15% of thyroid surgical specimens are reported as malignant. Most of the operations are performed due to suspicion of malignancy as a result of fine needle aspiration biopsy but invasiveness, non-diagnostic results and potential repeat biopsies are disadvantages of fine needle aspiration biopsy. Objective The aim of this study was to investigate the effectiveness of simultaneously using both the strain ratio and elasticity score in the differential diagnosis of thyroid nodules, as well as to assess the compatibility of these two methods. Methods A total of 144 nodules were included in the study. The final histopathologic diagnosis was used as the reference standard. The area under the curve sensitivity, specificity, and cut-off values of the strain ratio and elasticity score were determined using receiver operating characteristic curve analysis. The compatibility and comparison of strain ratio and elasticity score were also performed. Results Twenty eight nodules (19.4%) were malignant. The strain ratio and elasticity score results were found to be significantly successful in predicting thyroid malignancy (p < 0.001 for both). Moreover, the area under the curve for the strain ratio and elasticity score were found to be 0.944 and 0.960, respectively. The diagnostic accuracy of the elasticity score was found to be superior to that of the strain ratio, but this difference was not statistically significant (p = 0.456). When the compatibility of the strain ratio and elasticity score was examined, the two evaluations were revealed to be statistically consistent with each other (Kappa = 0.767; p < 0.001). When the strain ratio and the elasticity score were used together, the specificity of capturing the correct diagnosis increased from 84.5% to 93.1%. Conclusion When the strain ratio an elasticity score were used together for the differential diagnosis of thyroid nodules, more accurate results were obtained. Thus, combining both methods may be a promising alternative to fine needle aspiration biopsy in order to prevent unnecessary surgical interventions for suspected thyroid nodules.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.6084/m9.figshare.20015057.v1(source: https://scielo.figshare.com/articles/dataset/Can_the_unnecessary_operations_for_suspected_thyroid_nodules_be_avoided_by_the_combined_use_of_the_strain_ratio_and_elastography_score_/20015057)。

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