Voxel-wise DCE-MRI model selection impacts estimates of blood-brain barrier leakage in stroke
Motivation: Different models of DCE-MRI tracer leakage may fit better in different brain regions in cerebrovascular disease and could provide additional insight into BBB function. Goal(s): Demonstrate the utility of voxel-wise DCE-MRI model selection in stroke. Approach: Fit the Extended Tofts, Patlak, and Intravascular models of DCE-MRI tracer leakage to data from controls, ischaemic stroke, and intracerebral haemorrhage patients on a voxel-wise basis, and select the best-fitting model for each voxel using the Akaike Information Criterion. Results: Different models are preferred in different tissue types and disease groups. Model selection increases inter-patient variance of Ktrans compared to Patlak alone. Impact: The Patlak model may not be the most appropriate model for DCE-MRI measurements of blood-brain barrier leakage in ischaemic stroke. Best-fitting model maps could help delineate the extent of “leaky” vs “non leaky” regions based on nested model assumptions.
Authors
- Olivia Jones (ORCID: https://orcid.org/0000-0001-5497-6381)
- Ben Dickie (ORCID: https://orcid.org/0000-0001-5018-2111)
- Adrian Parry‐Jones (ORCID: https://orcid.org/0000-0002-4462-3846)
- Hedley Emsley (ORCID: https://orcid.org/0000-0003-0129-4488)
- Sarah Al–Bachari (ORCID: https://orcid.org/0000-0003-2297-8272)
- Laura M. Parkes (ORCID: https://orcid.org/0000-0001-6488-507X)
- Hamied Haroon (ORCID: https://orcid.org/0000-0002-3506-8430)
- David Higgins (ORCID: https://orcid.org/0000-0002-3685-5495)
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/10.58530/2024/3270
- Primary Topic
- Advanced MRI Techniques and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00