Back to Search
Start Over
Evaluation of an Artificial Intelligence-Based 3D-Angiography for Visualization of Cerebral Vasculature
- Source :
- Clinical Neuroradiology. 30:705-712
- Publication Year :
- 2019
- Publisher :
- Springer Science and Business Media LLC, 2019.
-
Abstract
- The three-dimensional digital subtraction angiography (3D DSA) technique is the current standard and is based on both mask and fill runs to enable the subtraction technique. Artificial intelligence (AI)-based 3D angiography (3DA) was developed to reduce radiation dosage because only one contrast-enhanced run of the C‑arm system is required for reconstruction of DSA-like 3D volumes. The aim was the evaluation of this algorithm regarding its diagnostic information. 3D DSA datasets without pathologic findings were reconstructed both with subtraction technique and with the AI-based algorithm. Corresponding reconstructions were evaluated by 2 neuroradiologists with respect to image quality (IQ), visualization of major segments of the circle of Willis (ICA = C4-C7; OphA; ACA = A1-A2, MCA = M1-M2; VA = V4; BA; AICA; SUCA; PCA = P1-P2), identifiability of perforators (lenticulostriate/thalamoperforating arteries) and vessel diameters (ICA = C4; MCA = M1; BA; PCA = P1). In total 15 datasets were successfully reconstructed as 3D DSA and 3DA with diagnostic image quality. All major segments of the circle of Willis and perforators were comparably visualized with 3DA. Quantitative analysis of vessel diameters in 3D DSA and 3DA datasets was equivalent and did not show relevant differences (rICA = 0.901, p = 0.001; rM1 = 0.951, p = 0.001; rBA = 0.906, p = 0.001; rP1 = 0.991, p = 0.001). The use of 3DA demonstrated reliable visualization of cerebral vasculature with respect to quantitative and qualitative parameters. Therefore, 3DA is a promising method that might help to reduce patient radiation.
- Subjects :
- Image quality
Radiation Dosage
030218 nuclear medicine & medical imaging
03 medical and health sciences
Cerebral circulation
Imaging, Three-Dimensional
0302 clinical medicine
Artificial Intelligence
medicine.artery
medicine
Humans
Radiology, Nuclear Medicine and imaging
Neuroradiology
medicine.diagnostic_test
business.industry
Subtraction
Angiography, Digital Subtraction
Brain
Intracranial Aneurysm
Digital subtraction angiography
Cerebral Angiography
Visualization
Neurology (clinical)
Artificial intelligence
3d angiography
business
030217 neurology & neurosurgery
Circle of Willis
Subjects
Details
- ISSN :
- 18691447 and 18691439
- Volume :
- 30
- Database :
- OpenAIRE
- Journal :
- Clinical Neuroradiology
- Accession number :
- edsair.doi.dedup.....33e35adbb6e4c94afde5c0a49c7fd079
- Full Text :
- https://doi.org/10.1007/s00062-019-00836-7