Cumulant tensors from the addition of angular momenta: All diffusion invariants in one abstract
Motivation: The advent of quantitative imaging hinges on revealing the information content of MRI measurements. We provide a complete basis- and hardware-independent “fingerprint" for the diffusion signal up to moderate diffusion-weightings. Goal(s): Find all rotationally invariant information present in the cumulant expansion up to b2. Approach: We classify all invariants of diffusion and covariance tensors in terms of irreducible representations of the group of rotations, discuss their geometric meaning, and relate them to tissue properties. Results: We find a complete set of 21 independent rotational invariants up to b2. Previously studied contrasts are expressed via only 7, while the rest provide novel complementary information. Impact: We map the diffusion covariance tensor onto the addition of angular momenta, and provide all rotational invariants of the cumulant expansion (RICE). RICE apply to >50k publicly available human diffusion MRI datasets, providing new insights into tissue properties.
Authors
- Dmitry A. Novikov (ORCID: https://orcid.org/0000-0002-9314-3304)
- Filip Szczepankiewicz (ORCID: https://orcid.org/0000-0002-5251-587X)
- Els Fieremans (ORCID: https://orcid.org/0000-0002-1384-8591)
- Santiago Coelho (ORCID: https://orcid.org/0000-0002-1039-4803)
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/10.58530/2024/0641
- Primary Topic
- NMR spectroscopy and applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00