Literature DB >> 34503946

Artificial Intelligence-Based 3D Angiography for Visualization of Complex Cerebrovascular Pathologies.

S Lang1, P Hoelter2, M Schmidt2, C Strother3, C Kaethner4, M Kowarschik4, A Doerfler2.   

Abstract

BACKGROUND AND
PURPOSE: By means of artificial intelligence, 3D angiography is a novel postprocessing method for 3D imaging of cerebral vessels. Because 3D angiography does not require a mask run like the current standard 3D-DSA, it potentially offers a considerable reduction of the patient radiation dose. Our aim was an assessment of the diagnostic value of 3D angiography for visualization of cerebrovascular pathologies.
MATERIALS AND METHODS: 3D-DSA data sets of cerebral aneurysms (n CA = 10), AVMs (n AVM = 10), and dural arteriovenous fistulas (dAVFs) (n dAVF = 10) were reconstructed using both conventional and prototype software. Corresponding reconstructions have been analyzed by 2 neuroradiologists in a consensus reading in terms of image quality, injection vessel diameters (vessel diameter [VD] 1/2), vessel geometry index (VGI = VD1/VD2), and specific qualitative/quantitative parameters of AVMs (eg, location, nidus size, feeder, associated aneurysms, drainage, Spetzler-Martin score), dAVFs (eg, fistulous point, main feeder, diameter of the main feeder, drainage), and cerebral aneurysms (location, neck, size).
RESULTS: In total, 60 volumes have been successfully reconstructed with equivalent image quality. The specific qualitative/quantitative assessment of 3D angiography revealed nearly complete accordance with 3D-DSA in AVMs (eg, mean nidus size3D angiography/3D-DSA= 19.9 [SD, 10.9]/20.2 [SD, 11.2] mm; r = 0.9, P = .001), dAVFs (eg, mean diameter of the main feeder3D angiography/3D-DSA= 2.04 [SD, 0.65]/2.05 [SD, 0.63] mm; r = 0.9, P = .001), and cerebral aneurysms (eg, mean size3D angiography/3D-DSA= 5.17 [SD, 3.4]/5.12 [SD, 3.3] mm; r = 0.9, P = .001). Assessment of the geometry of the injection vessel in 3D angiography data sets did not differ significantly from that of 3D-DSA (vessel geometry indexAVM: r = 0.84, P = .003; vessel geometry indexdAVF: r = 0.82, P = .003; vessel geometry indexCA: r = 0.84, P <.001).
CONCLUSIONS: In this study, the artificial intelligence-based 3D angiography was a reliable method for visualization of complex cerebrovascular pathologies and showed results comparable with those of 3D-DSA. Thus, 3D angiography is a promising postprocessing method that provides a significant reduction of the patient radiation dose.
© 2021 by American Journal of Neuroradiology.

Entities:  

Mesh:

Year:  2021        PMID: 34503946      PMCID: PMC8562747          DOI: 10.3174/ajnr.A7252

Source DB:  PubMed          Journal:  AJNR Am J Neuroradiol        ISSN: 0195-6108            Impact factor:   4.966


  18 in total

1.  Three-dimensional reconstruction of high contrast objects using C-arm image intensifier projection data.

Authors:  M Grass; R Koppe; E Klotz; R Proksa; M H Kuhn; H Aerts; J Op de Beek; R Kemkers
Journal:  Comput Med Imaging Graph       Date:  1999 Nov-Dec       Impact factor: 4.790

2.  Radiosurgery of cerebral arteriovenous malformations: is an early angiogram needed?

Authors:  C Oppenheim; J F Meder; D Trystram; F Nataf; S Godon-Hardy; J Blustajn; L Mérienne; M Schlienger; D Frédy
Journal:  AJNR Am J Neuroradiol       Date:  1999-03       Impact factor: 3.825

3.  AHA Scientific Statement: Recommendations for the management of intracranial arteriovenous malformations: a statement for healthcare professionals from a special writing group of the Stroke Council, American Stroke Association.

Authors:  C S Ogilvy; P E Stieg; I Awad; R D Brown; D Kondziolka; R Rosenwasser; W L Young; G Hademenos
Journal:  Stroke       Date:  2001-06       Impact factor: 7.914

4.  [Radiation exposure with 3D rotational angiography of the skull].

Authors:  D Gosch; W Kurze; F Deckert; T Schulz; A Patz; T Kahn
Journal:  Rofo       Date:  2006-09

5.  Three-dimensional rotational angiography guidance for aneurysm surgery.

Authors:  Andreas Raabe; Jürgen Beck; Stefan Rohde; Joachim Berkefeld; Volker Seifert
Journal:  J Neurosurg       Date:  2006-09       Impact factor: 5.115

6.  Reducing radiation dose while maintaining diagnostic image quality of cerebral three-dimensional digital subtraction angiography: an in vivo study in swine.

Authors:  Monica S Pearl; Collin M Torok; Steven A Messina; Martin Radvany; Swati N Rao; Tina Ehtiati; Carol B Thompson; Philippe Gailloud
Journal:  J Neurointerv Surg       Date:  2013-10-11       Impact factor: 5.836

7.  Intracranial aneurysms: clinical value of 3D digital subtraction angiography in the therapeutic decision and endovascular treatment.

Authors:  R Anxionnat; S Bracard; X Ducrocq; Y Trousset; L Launay; E Kerrien; M Braun; R Vaillant; F Scomazzoni; A Lebedinsky; L Picard
Journal:  Radiology       Date:  2001-03       Impact factor: 11.105

8.  Effective dose to patient measurements in flat-detector and multislice computed tomography: a comparison of applications in neuroradiology.

Authors:  Tobias Struffert; Michael Hauer; Rosemarie Banckwitz; Christoph Köhler; Kevin Royalty; Arnd Doerfler
Journal:  Eur Radiol       Date:  2014-04-02       Impact factor: 5.315

9.  3D rotational angiography: the new gold standard in the detection of additional intracranial aneurysms.

Authors:  W J van Rooij; M E Sprengers; A N de Gast; J P P Peluso; M Sluzewski
Journal:  AJNR Am J Neuroradiol       Date:  2008-02-07       Impact factor: 3.825

10.  Radiation Dose Reduction without Compromise to Image Quality by Alterations of Filtration and Focal Spot Size in Cerebral Angiography.

Authors:  Dong Joon Kim; Min Keun Park; Da Eun Jung; Jung Han Kang; Byung Moon Kim
Journal:  Korean J Radiol       Date:  2017-05-19       Impact factor: 3.500

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