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Published on: June 2, 2015
Vessel Wall Imaging in 1.5 T MRI Using Deep Learning Reconstruction: Prospective Evaluation of Interchangeability
Arwed Elias Michael1, Haidara Almansour, Roman Paul
1Department of Neuroradiology, University Medical Center Mainz, Johannes Gutenberg University, Germany Langenbeckstraße 1, Mainz, Germany (A.E.M., H.A., A.B., V.S., S.A., A.O.); Institute of Medical Biostatistics, Epidemiology and Informatics, University Medical Center Mainz, Johannes Gutenberg University, Germany Langenbeckstraße 1, Mainz, Germany (R.P.); Siemens Healthineers, Erlangen, Germany (D.N., R.S.).
Deep learning reconstruction allows for vessel wall imaging using 1.5 T MRI, proving interchangeable with 3 T scanners for detecting pathologic vessel wall enhancement. This advancement enhances the clinical availability of vessel wall imaging.
Area of Science:
- Radiology and Medical Imaging
- Neuroimaging
- Vascular Imaging
Background:
- Vessel wall magnetic resonance imaging (MRI) is crucial for diagnosing intracranial vascular diseases.
- Current clinical implementation often necessitates 3 T scanners, limiting accessibility.
- Established sequences include T1 3D Sampling Perfection with Application optimized Contrast using different flip angle Evolution (SPACE).
Purpose of the Study:
- To evaluate the interchangeability of a 1.5 T MRI sequence with deep learning reconstruction against a 3 T MRI sequence.
- To compare image quality and diagnostic confidence between the two MRI systems.
- To assess the potential for improved clinical availability of vessel wall imaging.
Main Methods:
- Prospective examination of 50 participants using T1-weighted turbo spin echo sequences.
- Comparison of a 1.5 T sequence with deep learning reconstruction and a 3 T sequence (T1 3D SPACE).
- Radiologist assessment of pathologic vessel wall enhancement, image quality, and diagnostic confidence using Likert scales.
Main Results:
- The 1.5 T and 3 T sequences demonstrated interchangeability for detecting pathologic vessel wall enhancement (IEI = 0.008).
- High interreader agreement was observed for both 1.5 T (kappa = 0.72) and 3 T (kappa = 0.78) sequences.
- While image quality and diagnostic confidence were rated superior at 3 T, the 1.5 T sequence provided diagnostic quality in all cases.
Conclusions:
- Deep learning reconstruction enables diagnostic vessel wall imaging at 1.5 T MRI.
- The 1.5 T sequence is interchangeable with established 3 T sequences for detecting pathologic vessel wall enhancement.
- This technological advancement promises to significantly increase the clinical availability of vessel wall imaging.
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