NEXI for the quantification of human gray matter microstructure on a clinical MRI scanner
Motivation: This study assesses the Neurite Exchange Imaging (NEXI) microstructure model in human cortex using clinical MRI data, addressing the model's clinical applicability. Goal(s): How meaningful, robust, and reproducible are microstructural properties in the human cortex estimated using the NEXI diffusion model on clinical data?Approach: Scan-rescan clinical data from six volunteers were collected and processed. NEXI was estimated and compared to expected cortical distributions and to the myelin water fraction distribution. Results: NEXI provided robust, biologically plausible results and maintained inter-subject sensitivity and intra-subject reproducibility. A significant correlation between exchange time and myelin water fraction supports the relationship between membrane permeability and myelination. Impact: We successfully estimate the Neurite Exchange Imaging (NEXI) model on clinical MRI data and report a strong correlation between the estimated exchange time, a proxy for membrane permeability, and the Myelin Water Fraction in the human cortex.
Authors
- Thorsten Feiweier (ORCID: https://orcid.org/0009-0005-3537-9844)
- Sune Nørhøj Jespersen (ORCID: https://orcid.org/0000-0003-3146-4329)
- Gian Franco Piredda (ORCID: https://orcid.org/0000-0002-8449-6634)
- Ileana Jelescu (ORCID: https://orcid.org/0000-0002-3664-0195)
- Tommaso Pavan (ORCID: https://orcid.org/0000-0002-3436-6882)
- Quentin Uhl (ORCID: https://orcid.org/0000-0002-9160-4605)
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/10.58530/2024/0937
- Primary Topic
- Radiomics and Machine Learning in Medical Imaging
- Type
- article
- Field-Weighted Citation Impact
- 0.00