The Potential of Deep Learning to Revolutionize Current Breast MRI Practice

HomeRadiologyVol. 306, No. 3 PreviousNext Reviews and CommentaryEditorialThe Potential of Deep Learning to Revolutionize Current Breast MRI PracticePriscilla J. Slanetz Priscilla J. Slanetz Author AffiliationsFrom the Division of Breast Imaging, Department of Radiology, Boston University Medical Center, 820 Harrison Ave, FGH-4, Boston, MA 02118; and Boston University Chobanian & Avedisian School of Medicine, Boston, Mass.Address correspondence to the author (email: [email protected]).Priscilla J. Slanetz Published Online:Nov 15 2022https://doi.org/10.1148/radiol.222527MoreSectionsFull textPDF ToolsImage ViewerAdd to favoritesCiteTrack CitationsPermissionsReprints ShareShare onFacebookTwitterLinked In References1. ACR Practice Parameter for the performance of contrast-enhanced magnetic resonance imaging (MRI) of the breast. https://www.acr.org/-/media/acr/files/practice-parameters/mr-contrast-breast.pdf. Published 2018. Accessed October 2, 2022. Google Scholar2. Mann RM, Kuhl CK, Moy L. Contrast-enhanced MRI for breast cancer screening. J Magn Reson Imaging 2019;50(2):377–390. Crossref, Medline, Google Scholar3. Kuhl C. The current status of breast MR imaging. Part I. Choice of technique, image interpretation, diagnostic accuracy, and transfer to clinical practice. Radiology 2007;244(2):356–378. Link, Google Scholar4. McDonald RJ, Levine D, Weinreb J, et al. Gadolinium retention: a research roadmap from the 2018 NIH/ACR/RSNA workshop on gadolinium chelates. Radiology 2018;289(2):517–534. Link, Google Scholar5. Reig B, Heacock L, Geras KJ, Moy L. Machine learning in breast MRI. J Magn Reson Imaging 2020;52(4):998–1018. Crossref, Medline, Google Scholar6. Balkenende L, Teuwen J, Mann RM. Application of deep learning in breast cancer imaging. Semin Nucl Med 2022;52(5):584–596. Crossref, Medline, Google Scholar7. Portnoi T, Yala A, Schuster T, et al. Deep learning model to assess cancer risk on the basis of a breast MR image alone. AJR Am J Roentgenol 2019;213(1):227–233. Crossref, Medline, Google Scholar8. Verburg E, van Gils CH, van der Velden BHM, et al. Deep learning for automated triaging of 4581 breast MRI examinations from the DENSE trial. Radiology 2022;302(1):29–36. Link, Google Scholar9. Chung M, Calabrese E, Mongan J, et al. Deep learning to simulate contrast-enhanced breast MRI of invasive breast cancer. Radiology 2023;306(3):e213199. https://doi.org/10.1148/radiol.213199. Published online November 15, 2022. Google Scholar10. Calabrese E, Rudie JD, Rauschecker AM, Villanueva-Meyer JE, Cha S. Feasibility of simulated postcontrast MRI of glioblastomas and lower-grade gliomas by using three-dimensional fully convolutional neural networks. Radiol Artif Intell 2021;3(5):e200276. Link, Google ScholarArticle HistoryReceived: Oct 2 2022Revision requested: Oct 18 2022Revision received: Oct 21 2022Accepted: Oct 21 2022Published online: Nov 15 2022 FiguresReferencesRelatedDetailsAccompanying This ArticleDeep Learning to Simulate Contrast-enhanced Breast MRI of Invasive Breast CancerNov 15 2022RadiologyRecommended Articles Breast Cancer Risk Prediction Using Deep LearningRadiology2021Volume: 301Issue: 3pp. 559-560AI to Dismiss Normal Breast MRI Scans and Reduce WorkloadRadiology2021Volume: 302Issue: 1pp. 37-38New Screening Performance Metrics for Digital Breast Tomosynthesis in U.S. Community Practice from the Breast Cancer Surveillance ConsortiumRadiology2023Volume: 307Issue: 4Digital Mammography Is Similar to Screen-Film Mammography for Women with Personal History of Breast CancerRadiology2021Volume: 300Issue: 2pp. 301-302Breast Cancer Screening with Digital Breast Tomosynthesis Improves Performance of Mammography ScreeningRadiology2023Volume: 307Issue: 3See More RSNA Education Exhibits Breast Imaging and Intervention During Pregnancy and LactationDigital Posters2022Pregnancy-associated Breast Cancer and the Role of Imaging in the Pregnant and Lactating PatientDigital Posters2022Non-Contrast-Enhanced Breast MR Screening for Women with Dense BreastsDigital Posters2019 RSNA Case Collection Hyperplastic Residual Breast TissueRSNA Case Collection2022Multifocal breast cancerRSNA Case Collection2020Malignancy on abbreviated screening breast MRIRSNA Case Collection2020 Vol. 306, No. 3 Metrics Altmetric Score PDF download