Deep Learning Unveils Hidden Angiography in Noncontrast CT Scans

HomeRadiologyVol. 309, No. 2 PreviousNext Reviews and CommentaryEditorialDeep Learning Unveils Hidden Angiography in Noncontrast CT ScansRan Zhang, Baris Turkbey Ran Zhang, Baris Turkbey Author AffiliationsFrom the Department of Radiology, University of Wisconsin–Madison, Madison, Wis (R.Z.); and Molecular Imaging Branch, National Cancer Institute, National Institutes of Health, 10 Center Dr, Room B3B85, Bethesda, MD 20892 (B.T.).Address correspondence to B.T. (email: [email protected]).Ran ZhangBaris Turkbey Published Online:Nov 14 2023https://doi.org/10.1148/radiol.232784See related articleMoreSectionsFull textPDF ToolsAdd to favoritesCiteTrack CitationsPermissionsReprints ShareShare onFacebookXLinked In References1. Singh J, Daftary A. Iodinated contrast media and their adverse reactions. J Nucl Med Technol 2008;36(2):69–74; quiz 76–77. Crossref, Medline, Google Scholar2. Dekker HM, Stroomberg GJ, Prokop M. Tackling the increasing contamination of the water supply by iodinated contrast media. Insights Imaging 2022;13(1):30. Crossref, Medline, Google Scholar3. Mirza M, Osindero S. Conditional generative adversarial nets. arXiv 1411.1784 [preprint] https://arxiv.org/abs/1411.1784. Published November 16, 2014. Accessed October 5, 2023. Google Scholar4. Lyu J, Fu Y, Yang M, et al. Generative adversarial network–based noncontrast CT angiography for aorta and carotid arteries. Radiology 2023;309(2):e230681. Link, Google Scholar5. Chandrashekar A, Handa A, Lapolla P, et al. A deep learning approach to visualize aortic aneurysm morphology without the use of intravenous contrast agents. Ann Surg 2023;277(2):e449–e459. Crossref, Medline, Google Scholar6. Hu T, Oda M, Hayashi Y, et al. Aorta-aware GAN for non-contrast to artery contrasted CT translation and its application to abdominal aortic aneurysm detection. Int J Comput Assist Radol Surg 2022;17(1):97–105. Crossref, Medline, Google Scholar7. Song Y, Sohl-Dickstein J, Kingma DP, Kumar A, Ermon S, Poole B. Score-based generative modeling through stochastic differential equations. arXiv 2011.13456 [preprint] https://arxiv.org/abs/2011.13456. Published November 26, 2020. Updated February 10, 2021. Accessed October 5, 2023. Google Scholar8. Ho J, Jain A, Abbeel P. Denoising diffusion probabilistic models. In: Larochelle H, Ranzato M, Hadsell R, Balcan MF, Lin H, eds. Advances in neural information processing systems 33 (NeurIPS 2020). Red Hook, NY: Curran Associates, 2020;33:6840–6851. Google Scholar9. Dhariwal P, Nichol A. Diffusion models beat GANs on image synthesis. In: Ranzato M, Beygelzimer A, Dauphin Y, Liang PS, Wortman J, eds. Advances in neural information processing systems 34 (NeurIPS 2021). Red Hook, NY: Curran Associates, 2021;34:8780–8794. Google ScholarArticle HistoryReceived: Oct 14 2023Revision requested: Oct 23 2023Revision received: Oct 26 2023Accepted: Oct 27 2023Published online: Nov 14 2023 FiguresReferencesRelatedDetailsAccompanying This ArticleGenerative Adversarial Network–based Noncontrast CT Angiography for Aorta and Carotid ArteriesNov 14 2023RadiologyRecommended Articles Generative Adversarial Network–based Noncontrast CT Angiography for Aorta and Carotid ArteriesRadiology2023Volume: 309Issue: 2When "Deep Faking" Results Means "Improving Diagnosis"Radiology2022Volume: 303Issue: 1pp. 160-161US Molecular Imaging Sensitively Captures Acute Ileitis Therapy ResponseRadiology2018Volume: 289Issue: 1pp. 101-102HIV and Coronary Atherosclerosis: Research Separates Association from CausationRadiology2021Volume: 299Issue: 3pp. 581-582David A. Bluemke, MD, PhD, Named Editor of RadiologyRadiology2016Volume: 282Issue: 1pp. 10-11See More RSNA Education Exhibits Does Size Really Matter? Imaging in Visceral Artery AneurysmsDigital Posters2022Multimodality Approach In Evaluation Of Vascular Pathologies In Female PelvisDigital Posters2021Carotid Bulb Lesions: Reviewing Imaging Patterns and Differential DiagnosesDigital Posters2020 RSNA Case Collection Acute thrombosed basilar tip aneurysmRSNA Case Collection2021Cardiovocal SyndromeRSNA Case Collection2022Acute ischemic strokeRSNA Case Collection2020 Vol. 309, No. 2 Metrics Altmetric Score PDF download