Optimizing Respiratory Phase Binning for Improved Motion Correction in Abdominal Diffusion-Weighted MRI
Motion artifacts pose a significant challenge in abdominal diffusion-weighted magnetic resonance imaging (DW-MRI). Partitioning image slices into respiratory phase bins can reduce motion artifacts, but for DW-MRI, the standard binning method often leaves volumes lacking slices along the superior-inferior axis. As a result, longer scans are required for standard binning. In this study, we propose a new binning method to minimize missing slices without extending scans. We first optimize rigid partitions in the respiratory signal using dynamic programming and prefix sum approaches. Then, we create a probabilistic procedure to choose some slices to belong in multiple bins. Our method results in significantly fewer missing slices than standard binning (p<1.0× 10–<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">15</sup>), yielding an average reduction of 81.74±7.58%. Compared to uncorrected images, our method reduces intra-subject variability in homogeneous regions (p<0.001) and improves lesion conspicuity. Thus, our method is effective in reducing missing slices, increasing anatomical accuracy, and shortening acquisition time.
Authors
- Serge Vasylechko (ORCID: https://orcid.org/0000-0002-5691-0607)
- Michelle Su (ORCID: https://orcid.org/0000-0002-3212-2120)
- Cemre Arıyürek (ORCID: https://orcid.org/0000-0002-1691-7097)
- Onur Afacan (ORCID: https://orcid.org/0000-0003-2112-3205)
- Sila Kurugol (ORCID: https://orcid.org/0000-0002-5081-4569)
Institutions
- Boston Children's Hospital (US)
Publication Details
- Published
- 2025-04-14
- DOI
- https://doi.org/10.1109/isbi60581.2025.10981053
- Primary Topic
- Advanced MRI Techniques and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Institutes of Health
- National Institute of Neurological Disorders and Stroke
- National Institute of Biomedical Imaging and Bioengineering