High-Fidelity Intravoxel Incoherent Motion (HIFIVIM) Parameter Mapping Using Locally Low-Rank with Temporal Subspace Constraint
Motivation: Intravoxel incoherent motion (IVIM) is a measure in MRI to quantify tissue perfusion. However, clinical applications are limited by noisy parameter estimates for the perfusion fraction (f) and pseudodiffusion coefficient (D*). Goal(s): We sought to improve IVIM parameter estimation using a model-based reconstructionApproach: We combined locally low-rank (LLR) and temporal subspace constraints to reliably perform joint reconstruction of IVIM images before fitting while correcting shot-to-shot phase variations between each b-value. Results: Our method resulted in smoother signal decay curves before fitting and improved the estimation of IVIM parameter maps with less noise and fewer outliers. Impact: A model-based reconstruction with low rank and temporal constraints improved IVIM image reconstruction, reducing noise and outliers in parameter estimates. Spline interpolation further facilitated reliable estimation of IVIM maps from just 5 b-values, benefiting clinical situations like stroke.
Authors
- Giovanni Schifitto (ORCID: https://orcid.org/0000-0002-2115-4143)
- Alan Finkelstein (ORCID: https://orcid.org/0000-0003-4170-1711)
- Merry Mani (ORCID: https://orcid.org/0000-0001-8602-1109)
- Congyu Liao (ORCID: https://orcid.org/0000-0003-2270-276X)
- Jianhui Zhong (ORCID: https://orcid.org/0000-0002-8887-8103)
- Xiaozhi Cao (ORCID: https://orcid.org/0000-0001-5095-648X)
Publication Details
- Journal
- Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
- Published
- 2024-11-26
- DOI
- https://doi.org/10.58530/2024/1077
- Primary Topic
- Medical Imaging Techniques and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00