Related Experiment Video
Updated: Mar 30, 2026

Oxygenation-sensitive Cardiac MRI with Vasoactive Breathing Maneuvers for the Non-invasive Assessment of Coronary Microvascular Dysfunction
Published on: August 17, 2022
Reducing breath-hold time in liver MRI: Clinical performance of deep learning-accelerated post-contrast T1 VIBE
Stephan Rau1, Anna Fink1, Vlad Sacalean1
1Department of Diagnostic and Interventional Radiology, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany.
Background:
Post-contrast liver MRI often requires long breath-holds, risking motion artifacts that can reduce diagnostic quality. We assessed whether deep learning-accelerated acquisitions can shorten breath-holds while maintaining diagnostic image quality.
Methods:
In this prospective study, patients underwent three post-contrast venous-phase T1-weighted two-point Dixon gradient-echo sequences on a 1.5 T system: a standard (18 s acquisition time) and two deep learning-accelerated sequences (10 s and 6 s). Three blinded radiologists rated overall image quality, motion artifacts, other artifacts, anatomic differentiability, and lesion conspicuity on 5-point Likert scales. Per-patient consensus was defined as the median across readers. Within-patient differences were tested with the Friedman test and Holm-adjusted Wilcoxon signed-rank tests. Non-inferiority of diagnostic acceptability (defined as Likert ≥ 3) was tested using a prespecified margin of - 5% compared with the standard sequence.
Results:
We enrolled 99 patients (mean age 61.0 ± 15.4 years, 49.5% females). The standard sequence had higher ratings for anatomic differentiability (5 vs. 4 and 4), and lesion conspicuity (5 vs. 4 and 4¸ both p < 0.001) and modestly higher overall image quality despite identical medians (4 vs. 4 and 4, p < 0.001). Motion artifact ratings did not differ across sequences. No inferiority was noted for both accelerated sequences for all items.
Conclusion:
Deep learning-based reconstruction enabled substantial acceleration of post-contrast liver MRI, reducing breath-hold time by up to 67%. Despite minor image quality trade-offs, diagnostic value remained acceptable, supporting motion-robust, faster post-contrast liver MRI.
Related Concept Videos
Magnetic Resonance Imaging
Radiological Investigation II: MRI and Ventilation Perfusion Scan
Magnetic Resonance Imaging (MRI) and Ventilation Perfusion Scans are two radiological investigations that offer detailed diagnostic images of the body, particularly lung structures.
MRI
MRI uses magnetic fields and radiofrequency signals to distinguish between normal and abnormal tissues. This technology provides a more detailed diagnostic image than CT scans, enabling it to characterize pulmonary nodules, stage bronchogenic carcinoma, and evaluate inflammatory activity in...

