• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

评估来自 Digital Mammographic Imaging Screening Trial 的癌症病例的计算机辅助检测的独立敏感性。

Assessing the stand-alone sensitivity of computer-aided detection with cancer cases from the Digital Mammographic Imaging Screening Trial.

机构信息

Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC 29425-3230, USA.

出版信息

AJR Am J Roentgenol. 2012 Sep;199(3):W392-401. doi: 10.2214/AJR.11.7255.

DOI:10.2214/AJR.11.7255
PMID:22915432
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3649852/
Abstract

OBJECTIVE

The purpose of this study was to assess the sensitivities and false-detection rates of two computer-aided detection (CADe) systems when applied to digital or film-screen mammograms in detecting the known breast cancer cases from the Digital Mammographic Imaging Screening Trial (DMIST) breast cancer screening population.

MATERIALS AND METHODS

Available film-screen and digital mammograms of 161 breast cancer cases from DMIST were analyzed by two CADe systems, iCAD Second-Look and R2 ImageChecker. Three experienced breast-imaging radiologists reviewed the CADe marks generated for each available cancer case, recording the number and locations of CADe marks and whether each CADe mark location corresponded with the known location of the cancer.

RESULTS

For the 161 cancer cases included in this study, the sensitivities of the DMIST reader without CAD were 0.43 (69/161, 95% CI 0.35-0.51) for digital and 0.41 (66/161, 0.33-0.49) for film-screen mammography. The sensitivities of iCAD were 0.74 (119/161, 0.66-0.81) for digital and 0.69 (111/161, 0.61-0.76) for film-screen mammography, both significantly higher than the DMIST study sensitivities (p < 0.0001 for both). The average number of false CADe marks per case of iCAD was 2.57 (SD, 1.92) for digital and 3.06(1.72) for film-screen mammography. The sensitivity of R2 was 0.74 (119/161, 0.66-0.81) for digital, and 0.60 (97/161, 0.52-0.68) for film-screen mammography, both significantly higher than the DMIST study sensitivities (p < 0.0001 for both). The average number of false CADe marks per case of R2 was 2.07 (1.57) for digital and 1.52 (1.45) for film-screen mammography.

CONCLUSION

Our results suggest the use of CADe in interpretation of digital and film-screen mammograms could lead to improvements in cancer detection.

摘要

目的

本研究旨在评估两种计算机辅助检测(CADe)系统在检测 Digital Mammographic Imaging Screening Trial(DMIST)乳腺癌筛查人群中已知乳腺癌病例时,应用于数字或胶片乳腺 X 线摄影的敏感性和假阳性检出率。

材料和方法

对 DMIST 中 161 例乳腺癌病例的现有胶片和数字乳腺 X 线摄影进行分析,使用 iCAD Second-Look 和 R2 ImageChecker 两种 CADe 系统。三位经验丰富的乳腺影像学放射科医生对每个可用癌症病例生成的 CADe 标记进行了回顾,记录 CADe 标记的数量和位置,以及每个 CADe 标记位置是否与癌症的已知位置相对应。

结果

在本研究中纳入的 161 例癌症病例中,DMIST 无 CAD 读者的敏感性为数字乳腺 X 线摄影 0.43(69/161,95%CI 0.35-0.51),胶片乳腺 X 线摄影 0.41(66/161,0.33-0.49)。iCAD 的敏感性为数字乳腺 X 线摄影 0.74(119/161,0.66-0.81),胶片乳腺 X 线摄影 0.69(111/161,0.61-0.76),均显著高于 DMIST 研究的敏感性(均 p < 0.0001)。iCAD 每个病例的平均假 CADe 标记数为数字乳腺 X 线摄影 2.57(SD,1.92),胶片乳腺 X 线摄影 3.06(1.72)。R2 的敏感性为数字乳腺 X 线摄影 0.74(119/161,0.66-0.81),胶片乳腺 X 线摄影 0.60(97/161,0.52-0.68),均显著高于 DMIST 研究的敏感性(均 p < 0.0001)。R2 每个病例的平均假 CADe 标记数为数字乳腺 X 线摄影 2.07(1.57),胶片乳腺 X 线摄影 1.52(1.45)。

结论

我们的结果表明,在数字和胶片乳腺 X 线摄影的解读中使用 CADe 可能会提高癌症检测的敏感性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0ae2/3649852/0ab91ea55492/nihms-462758-f0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0ae2/3649852/4c71f74568a2/nihms-462758-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0ae2/3649852/b7524dcbb0dd/nihms-462758-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0ae2/3649852/0ab91ea55492/nihms-462758-f0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0ae2/3649852/4c71f74568a2/nihms-462758-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0ae2/3649852/b7524dcbb0dd/nihms-462758-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0ae2/3649852/0ab91ea55492/nihms-462758-f0003.jpg

相似文献

1
Assessing the stand-alone sensitivity of computer-aided detection with cancer cases from the Digital Mammographic Imaging Screening Trial.评估来自 Digital Mammographic Imaging Screening Trial 的癌症病例的计算机辅助检测的独立敏感性。
AJR Am J Roentgenol. 2012 Sep;199(3):W392-401. doi: 10.2214/AJR.11.7255.
2
Accuracy of soft-copy digital mammography versus that of screen-film mammography according to digital manufacturer: ACRIN DMIST retrospective multireader study.根据数字制造商比较软拷贝数字乳腺摄影与屏-片乳腺摄影的准确性:ACRIN DMIST回顾性多阅片者研究
Radiology. 2008 Apr;247(1):38-48. doi: 10.1148/radiol.2471070418.
3
Impact of computer-aided detection systems on radiologist accuracy with digital mammography.计算机辅助检测系统对放射科医生在数字化乳腺摄影中准确性的影响。
AJR Am J Roentgenol. 2014 Oct;203(4):909-16. doi: 10.2214/AJR.12.10187.
4
Cancer cases from ACRIN digital mammographic imaging screening trial: radiologist analysis with use of a logistic regression model.来自ACRIN数字化乳腺钼靶成像筛查试验的癌症病例:使用逻辑回归模型的放射科医生分析
Radiology. 2009 Aug;252(2):348-57. doi: 10.1148/radiol.2522081457.
5
Effect of computer-aided detection on independent double reading of paired screen-film and full-field digital screening mammograms.计算机辅助检测对配对的屏-片乳腺钼靶和全视野数字化乳腺钼靶独立双人阅片的影响。
AJR Am J Roentgenol. 2007 Feb;188(2):377-84. doi: 10.2214/AJR.05.2207.
6
Diagnostic accuracy of digital versus film mammography: exploratory analysis of selected population subgroups in DMIST.数字乳腺摄影与胶片乳腺摄影的诊断准确性:DMIST中选定人群亚组的探索性分析。
Radiology. 2008 Feb;246(2):376-83. doi: 10.1148/radiol.2461070200.
7
American College of Radiology Imaging Network digital mammographic imaging screening trial: objectives and methodology.美国放射学会影像网络数字化乳腺X线摄影筛查试验:目标与方法
Radiology. 2005 Aug;236(2):404-12. doi: 10.1148/radiol.2362050440. Epub 2005 Jun 16.
8
Screening mammography-detected cancers: sensitivity of a computer-aided detection system applied to full-field digital mammograms.乳腺钼靶筛查发现的癌症:应用于全视野数字化乳腺钼靶片的计算机辅助检测系统的敏感性
Radiology. 2007 Jul;244(1):104-11. doi: 10.1148/radiol.2441060756. Epub 2007 May 16.
9
Computer-aided detection in full-field digital mammography: sensitivity and reproducibility in serial examinations.全视野数字乳腺摄影中的计算机辅助检测:系列检查中的敏感性和可重复性
Radiology. 2008 Jan;246(1):71-80. doi: 10.1148/radiol.2461062072.
10
Clinical comparison of full-field digital mammography and screen-film mammography for detection of breast cancer.全视野数字化乳腺摄影与屏-片乳腺摄影在乳腺癌检测中的临床比较
AJR Am J Roentgenol. 2002 Sep;179(3):671-7. doi: 10.2214/ajr.179.3.1790671.

引用本文的文献

1
A Semiautonomous Deep Learning System to Reduce False Positives in Screening Mammography.一种用于降低筛检性乳房 X 光摄影中假阳性的半自动深度学习系统。
Radiol Artif Intell. 2024 May;6(3):e230033. doi: 10.1148/ryai.230033.
2
The Systematic Review of Artificial Intelligence Applications in Breast Cancer Diagnosis.人工智能在乳腺癌诊断中的应用系统评价
Diagnostics (Basel). 2022 Dec 23;13(1):45. doi: 10.3390/diagnostics13010045.
3
Artificial Intelligence for Mammography and Digital Breast Tomosynthesis: Current Concepts and Future Perspectives.

本文引用的文献

1
Computer-aided detection system applied to full-field digital mammograms.应用于全场数字化乳腺X线摄影的计算机辅助检测系统。
Acta Radiol. 2010 Dec;51(10):1086-92. doi: 10.3109/02841851.2010.520024. Epub 2010 Oct 1.
2
Breast cancer screening results 5 years after introduction of digital mammography in a population-based screening program.在一项基于人群的筛查项目中引入数字乳腺摄影5年后的乳腺癌筛查结果。
Radiology. 2009 Nov;253(2):353-8. doi: 10.1148/radiol.2532090225. Epub 2009 Jul 31.
3
Investigation of reading mode and relative sensitivity as factors that influence reader performance when using computer-aided detection software.
人工智能在乳腺 X 线摄影和数字乳腺断层合成中的应用:现状与未来展望。
Radiology. 2019 Nov;293(2):246-259. doi: 10.1148/radiol.2019182627. Epub 2019 Sep 24.
4
Palpable Breast Lump Triage by Minimally Trained Operators in Mexico Using Computer-Assisted Diagnosis and Low-Cost Ultrasound.墨西哥经过最低限度培训的操作人员利用计算机辅助诊断和低成本超声对可触及乳腺肿块进行分类
J Glob Oncol. 2018 Aug;4:1-9. doi: 10.1200/JGO.17.00222.
5
Using breast radiographers' reports as a second opinion for radiologists' readings of microcalcifications in digital mammography.将乳腺放射技师的报告用作放射科医生对数字化乳腺摄影中微钙化解读的第二种意见。
Br J Radiol. 2015 Mar;88(1047):20140565. doi: 10.1259/bjr.20140565. Epub 2014 Dec 23.
6
Impact of computer-aided detection systems on radiologist accuracy with digital mammography.计算机辅助检测系统对放射科医生在数字化乳腺摄影中准确性的影响。
AJR Am J Roentgenol. 2014 Oct;203(4):909-16. doi: 10.2214/AJR.12.10187.
7
Effect of radiologists' diagnostic work-up volume on interpretive performance.放射科医生的诊断检查工作量对解读表现的影响。
Radiology. 2014 Nov;273(2):351-64. doi: 10.1148/radiol.14132806. Epub 2014 Jun 24.
研究阅读模式和相对敏感度作为使用计算机辅助检测软件时影响读者表现的因素。
Acad Radiol. 2009 Sep;16(9):1095-107. doi: 10.1016/j.acra.2009.03.024. Epub 2009 Jun 11.
4
Detection of breast cancer with full-field digital mammography and computer-aided detection.全视野数字化乳腺摄影及计算机辅助检测在乳腺癌检测中的应用
AJR Am J Roentgenol. 2009 Feb;192(2):337-40. doi: 10.2214/AJR.07.3884.
5
Studies comparing screen-film mammography and full-field digital mammography in breast cancer screening: updated review.乳腺癌筛查中屏-片乳腺摄影与全视野数字化乳腺摄影的比较研究:最新综述。
Acta Radiol. 2009 Jan;50(1):3-14. doi: 10.1080/02841850802563269.
6
Diagnostic accuracy of digital versus film mammography: exploratory analysis of selected population subgroups in DMIST.数字乳腺摄影与胶片乳腺摄影的诊断准确性:DMIST中选定人群亚组的探索性分析。
Radiology. 2008 Feb;246(2):376-83. doi: 10.1148/radiol.2461070200.
7
Full-field digital versus screen-film mammography: comparative accuracy in concurrent screening cohorts.全视野数字化乳腺摄影与屏-片乳腺摄影:同期筛查队列中的比较准确性
AJR Am J Roentgenol. 2007 Oct;189(4):860-6. doi: 10.2214/AJR.07.2303.
8
Full-field digital mammography compared to screen film mammography in the prevalent round of a population-based screening programme: the Vestfold County Study.在一项基于人群的筛查项目的现患轮次中,全视野数字乳腺摄影与屏-片乳腺摄影的比较:韦斯特福尔郡研究
Eur Radiol. 2008 Jan;18(1):183-91. doi: 10.1007/s00330-007-0730-y. Epub 2007 Aug 7.
9
Screening mammography-detected cancers: sensitivity of a computer-aided detection system applied to full-field digital mammograms.乳腺钼靶筛查发现的癌症:应用于全视野数字化乳腺钼靶片的计算机辅助检测系统的敏感性
Radiology. 2007 Jul;244(1):104-11. doi: 10.1148/radiol.2441060756. Epub 2007 May 16.
10
Digital versus screen-film mammography: a retrospective comparison in a population-based screening program.数字化乳腺钼靶摄影与屏-片乳腺钼靶摄影:基于人群的筛查项目中的回顾性比较
Eur J Radiol. 2007 Dec;64(3):419-25. doi: 10.1016/j.ejrad.2007.02.030. Epub 2007 Mar 26.