Abstract
Studies into cortical thickness in psychiatric diseases based on T1-weighted MRI frequently report on aberrations in the cerebral cortex. Due to limitations in image resolution for studies conducted at conventional MRI field strengths (e.g. 3 Tesla (T)) this information cannot be used to establish which of the cortical layers may be implicated. Here we propose a new analysis method that computes one high-resolution average cortical profile per brain region extracting myeloarchitectural information from T1-weighted MRI scans that are routinely acquired at a conventional field strength. To assess this new method, we acquired standard T1-weighted scans at 3 T and compared them with state-of-the-art ultra-high resolution T1-weighted scans optimised for intracortical myelin contrast acquired at 7 T. Average cortical profiles were computed for seven different brain regions. Besides a qualitative comparison between the 3 T scans, 7 T scans, and results from literature, we tested if the results from dynamic time warping-based clustering are similar for the cortical profiles computed from 7 T and 3 T data. In addition, we quantitatively compared cortical profiles computed for V1, V2 and V7 for both 7 T and 3 T data using a priori information on their relative myelin concentration. Although qualitative comparisons show that at an individual level average profiles computed for 7 T have more pronounced features than 3 T profiles the results from the quantitative analyses suggest that average cortical profiles computed from T1-weighted scans acquired at 3 T indeed contain myeloarchitectural information similar to profiles computed from the scans acquired at 7 T. The proposed method therefore provides a step forward to study cortical myeloarchitecture in vivo at conventional magnetic field strength both in health and disease.
Original language | English |
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Pages (from-to) | 181-196 |
Number of pages | 16 |
Journal | Neuroinformatics |
Volume | 16 |
Issue number | 2 |
Early online date | 19 Jan 2018 |
DOIs | |
Publication status | Published - Apr 2018 |
Keywords
- 3 Tesla
- 7 Tesla
- Automatic segmentation
- Cortical profiles
- Laminar structure
- Myeloarchitectonics
- 7 Tesla
- 3 Tesla
- Humans
- Magnetic Resonance Imaging/methods
- Male
- Cerebral Cortex/diagnostic imaging
- Image Processing, Computer-Assisted/methods
- Adult