Adaptive Respiratory Motion Correction Framework for Ungated Hepatic 4D Flow MRI.
Ruiyu Cao1, Shaohang Li1, Aiqi Sun2
1Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China.
Magnetic Resonance in Medicine
|April 27, 2026
Summary
An adaptive respiratory motion correction framework (AMOCO) significantly reduces motion artifacts in ungated 4D flow MRI. This technique enhances flow quantification and small vessel visualization for liver imaging across different MRI systems.
Area of Science:
- Medical Imaging
- Cardiovascular Imaging
- Magnetic Resonance Imaging
Background:
- Respiratory motion significantly degrades the quality of ungated 4D flow MRI, particularly for hepatic applications.
- Artifacts impede accurate flow quantification and visualization of small vessels in the liver.
- Existing methods often require longer scan times or complex gating techniques.
Purpose of the Study:
- To develop and validate an adaptive respiratory motion correction framework (AMOCO) for ungated hepatic 4D flow MRI.
- To improve image quality, flow quantification accuracy, and small-vessel visualization.
- To maintain predictable and clinically acceptable scan times.
Main Methods:
- Developed an adaptive respiratory motion correction framework (AMOCO) incorporating optimized sampling, adaptive data selection, and motion correction.
- Evaluated AMOCO in healthy volunteers and a liver cirrhosis patient on 5T and 3T systems.
- Compared AMOCO-reconstructed ungated 4D flow MRI with 2D flow and navigator-gated 4D flow references.
Main Results:
- AMOCO achieved clinically acceptable scan times (5:30 min) with image quality comparable to navigator-gated acquisitions.
- Flow measurements using AMOCO showed insignificant net flow differences and improved consistency with 2D flow (ICC: 0.96).
- The method demonstrated feasibility across 5T and 3T scanning platforms.
Conclusions:
- AMOCO effectively suppresses motion artifacts in ungated hepatic 4D flow MRI.
- The framework enhances small-vessel visualization and improves the accuracy of flow measurements.
- AMOCO is a feasible technique for motion correction across different field strengths, maintaining clinical relevance.


