Deep learning-based frame synthesis enables radiation dose reduction in digital subtraction angiography imaging: a multicenter study.

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Title: Deep learning-based frame synthesis enables radiation dose reduction in digital subtraction angiography imaging: a multicenter study.
Authors: Liu R; College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China.; Department of Neurosurgery, General Hospital of Northern Theater Command, Shenyang, China., Zhang R; College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China.; Department of Neurosurgery, General Hospital of Northern Theater Command, Shenyang, China., Qian W; College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China., Liang G; Department of Neurosurgery, General Hospital of Northern Theater Command, Shenyang, China., Chu G; Department of Neurosurgery, General Hospital of Northern Theater Command, Shenyang, China., Han Y; Department of Neurosurgery, General Hospital of Northern Theater Command, Shenyang, China., Xu X; Neurointerventional Department, 242 Hospital Affiliated to Shenyang Medical College, Shenyang, China., Jin H; Department of Neurosurgery, General Hospital of Northern Theater Command, Shenyang, China., Chen L; Department of Neurosurgery, General Hospital of Northern Theater Command, Shenyang, China., Li J; Department of Neurology, The Fourth Affiliated Hospital of China Medical University, Shenyang, China., Ma H; College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China.
Source: Frontiers in medicine [Front Med (Lausanne)] 2026 May 15; Vol. 13, pp. 1793962. Date of Electronic Publication: 2026 May 15 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Media S.A Country of Publication: Switzerland NLM ID: 101648047 Publication Model: eCollection Cited Medium: Print ISSN: 2296-858X (Print) Linking ISSN: 2296858X NLM ISO Abbreviation: Front Med (Lausanne) Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Deep learning-based frame synthesis enables radiation dose reduction in digital subtraction angiography imaging: a multicenter study.
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  Data: <searchLink fieldCode="AU" term="%22Liu+R%22">Liu R</searchLink>; College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China.; Department of Neurosurgery, General Hospital of Northern Theater Command, Shenyang, China.<br /><searchLink fieldCode="AU" term="%22Zhang+R%22">Zhang R</searchLink>; College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China.; Department of Neurosurgery, General Hospital of Northern Theater Command, Shenyang, China.<br /><searchLink fieldCode="AU" term="%22Qian+W%22">Qian W</searchLink>; College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China.<br /><searchLink fieldCode="AU" term="%22Liang+G%22">Liang G</searchLink>; Department of Neurosurgery, General Hospital of Northern Theater Command, Shenyang, China.<br /><searchLink fieldCode="AU" term="%22Chu+G%22">Chu G</searchLink>; Department of Neurosurgery, General Hospital of Northern Theater Command, Shenyang, China.<br /><searchLink fieldCode="AU" term="%22Han+Y%22">Han Y</searchLink>; Department of Neurosurgery, General Hospital of Northern Theater Command, Shenyang, China.<br /><searchLink fieldCode="AU" term="%22Xu+X%22">Xu X</searchLink>; Neurointerventional Department, 242 Hospital Affiliated to Shenyang Medical College, Shenyang, China.<br /><searchLink fieldCode="AU" term="%22Jin+H%22">Jin H</searchLink>; Department of Neurosurgery, General Hospital of Northern Theater Command, Shenyang, China.<br /><searchLink fieldCode="AU" term="%22Chen+L%22">Chen L</searchLink>; Department of Neurosurgery, General Hospital of Northern Theater Command, Shenyang, China.<br /><searchLink fieldCode="AU" term="%22Li+J%22">Li J</searchLink>; Department of Neurology, The Fourth Affiliated Hospital of China Medical University, Shenyang, China.<br /><searchLink fieldCode="AU" term="%22Ma+H%22">Ma H</searchLink>; College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Media+S%2EA%22">Frontiers Media S.A </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101648047 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Print <i>ISSN: </i>2296-858X (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%222296858X%22">2296858X </searchLink><i>NLM ISO Abbreviation: </i>Front Med (Lausanne) <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.3389/fmed.2026.1793962
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      – TitleFull: Deep learning-based frame synthesis enables radiation dose reduction in digital subtraction angiography imaging: a multicenter study.
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              Text: 2026 May 15
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