Accelerating DT-CMR with Variable CAIPIRINHA Shifts and Artefact-Aware AI-based SMS reconstruction
Motivation: Simultaneous multi-slice (SMS) methods could reduce Diffusion-Tensor Cardiac MR (DT-CMR) scan times from over 60 minutes to clinically-feasible durations, but interslice leakage artefacts currently prevent practical use. Goal(s): Develop a method that enables SMS acceleration factors up to 3 while maintaining diffusion tensor map quality comparable to single-slice acquisition. Approach: We combined a novel variable CAIPIRINHA shift strategy with a dual-stream AI reconstruction method, evaluated through retrospective SMS simulations based on ex-vivo DT-CMR acquisitions. Results: Our method reduced DT-CMR map errors by up to 50% maintaining a 2.6× speed-up, with diffusion metrics closely matching non-accelerated acquisitions whereas standard SMS reconstruction showed significant deviations. Impact: By substantially reducing acquisition times while preserving diffusion map quality, this work helps bridge the gap towards clinical adoption of DT-CMR, advancing non-invasive assessment of cardiac microstructure for diagnosing and monitoring of cardiac disease.
Authors
- Daniel Rueckert (ORCID: https://orcid.org/0000-0002-5683-5889)
- Eng Gee Lim (ORCID: https://orcid.org/0000-0003-0199-7386)
- Andrew D. Scott (ORCID: https://orcid.org/0000-0001-7656-3123)
- Pedro Ferreira (ORCID: https://orcid.org/0000-0003-0559-6125)
- Michael Tänzer (ORCID: https://orcid.org/0000-0002-9046-1008)
- Huaqi Qiu (ORCID: https://orcid.org/0000-0002-9706-7310)
- Sònia Nielles‐Vallespin (ORCID: https://orcid.org/0000-0003-0412-2796)
- Guang Yang (ORCID: https://orcid.org/0000-0001-7344-7733)
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
- 2025-09-16
- DOI
- https://doi.org/10.58530/2025/2635
- Primary Topic
- Speech Recognition and Synthesis
- Type
- article
- Field-Weighted Citation Impact
- 0.00