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Deep Learning Denoising Algorithm for Improved Assessment of Coronary Arteries in Transcatheter Aortic Valve Implantation CT Imaging.

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Title: Deep Learning Denoising Algorithm for Improved Assessment of Coronary Arteries in Transcatheter Aortic Valve Implantation CT Imaging.
Authors: Lanzafame LRM; Diagnostic and Interventional Radiology Unit, BIOMORF Department, University Hospital Messina, 98124 Messina, Italy (L.R.M.L., T.D., S.M.)., Steinmetz S; Department of Neuroradiology, University Medical Center Mainz, Johannes Gutenberg University, 55131 Mainz, Germany (S.S., M.A.B., A.E.O.)., D'Angelo T; Diagnostic and Interventional Radiology Unit, BIOMORF Department, University Hospital Messina, 98124 Messina, Italy (L.R.M.L., T.D., S.M.). Electronic address: tommasodang@gmail.com., Mazziotti S; Diagnostic and Interventional Radiology Unit, BIOMORF Department, University Hospital Messina, 98124 Messina, Italy (L.R.M.L., T.D., S.M.)., Yel I; Division of Experimental Imaging, Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.); Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.)., Koch V; Division of Experimental Imaging, Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.); Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.)., Gruenewald LD; Division of Experimental Imaging, Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.); Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.)., Martin SS; Division of Experimental Imaging, Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.); Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.)., Scholtz JE; Division of Experimental Imaging, Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.); Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.)., Eichler K; Division of Experimental Imaging, Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.); Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.)., Alizadeh LS; Division of Experimental Imaging, Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.); Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.)., Vogl TJ; Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.)., Brockmann MA; Department of Neuroradiology, University Medical Center Mainz, Johannes Gutenberg University, 55131 Mainz, Germany (S.S., M.A.B., A.E.O.)., Ahn C; Research Institute, ClariPi, Seoul 03086, Republic of Korea (C.A., J.H.K.)., Kim JH; Research Institute, ClariPi, Seoul 03086, Republic of Korea (C.A., J.H.K.); Department of Radiology, Seoul National University Hospital, 101 Daehakro, Jongnogu, Seoul 03080, Republic of Korea (J.H.K.); Department of Bioengineering, Graduate School of Convergence Science and Technology, Seoul National University, Seoul 08826, Republic of Korea (J.H.K.)., Othman AE; Department of Neuroradiology, University Medical Center Mainz, Johannes Gutenberg University, 55131 Mainz, Germany (S.S., M.A.B., A.E.O.)., Booz C; Division of Experimental Imaging, Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.); Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.).
Source: Academic radiology [Acad Radiol] 2026 Feb; Vol. 33 (2), pp. 430-441. Date of Electronic Publication: 2025 Nov 07.
Publication Type: Journal Article
Journal Info: Publisher: Association Of University Radiologists Country of Publication: United States NLM ID: 9440159 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1878-4046 (Electronic) Linking ISSN: 10766332 NLM ISO Abbreviation: Acad Radiol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Deep Learning Denoising Algorithm for Improved Assessment of Coronary Arteries in Transcatheter Aortic Valve Implantation CT Imaging.
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  Data: <searchLink fieldCode="AU" term="%22Lanzafame+LRM%22">Lanzafame LRM</searchLink>; Diagnostic and Interventional Radiology Unit, BIOMORF Department, University Hospital Messina, 98124 Messina, Italy (L.R.M.L., T.D., S.M.).<br /><searchLink fieldCode="AU" term="%22Steinmetz+S%22">Steinmetz S</searchLink>; Department of Neuroradiology, University Medical Center Mainz, Johannes Gutenberg University, 55131 Mainz, Germany (S.S., M.A.B., A.E.O.).<br /><searchLink fieldCode="AU" term="%22D'Angelo+T%22">D'Angelo T</searchLink>; Diagnostic and Interventional Radiology Unit, BIOMORF Department, University Hospital Messina, 98124 Messina, Italy (L.R.M.L., T.D., S.M.). Electronic address: tommasodang@gmail.com.<br /><searchLink fieldCode="AU" term="%22Mazziotti+S%22">Mazziotti S</searchLink>; Diagnostic and Interventional Radiology Unit, BIOMORF Department, University Hospital Messina, 98124 Messina, Italy (L.R.M.L., T.D., S.M.).<br /><searchLink fieldCode="AU" term="%22Yel+I%22">Yel I</searchLink>; Division of Experimental Imaging, Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.); Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.).<br /><searchLink fieldCode="AU" term="%22Koch+V%22">Koch V</searchLink>; Division of Experimental Imaging, Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.); Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60590 Frankfurt, Germany (I.Y., V.K., L.D.G., S.S.M., J-E.S., K.E., L.S.A., C.B.).<br /><searchLink fieldCode="AU" term="%22Gruenewald+LD%22">Gruenewald LD</searchLink>; 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