Detailed T1-Weighted Profiles from the Human Cortex Measured in Vivo at 3 Tesla MRI

Publication date

2018-04

Authors

Ferguson, Bart
Petridou, NataliaORCID 0000-0002-0783-0387ISNI 0000000392331001
Fracasso, Alessio
Van Den Heuvel, Martijn P.ISNI 0000000391123921
Brouwer, Rachel M.ISNI 0000000389353779
Hulshoff Pol, Hilleke E.ORCID 0000-0002-2038-5281ISNI 000000035942330X
Kahn, René S.ISNI 0000000035067353
Mandl, René C WISNI 0000000388301774

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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.

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, Software, Information Systems, General Neuroscience, Research Support, Non-U.S. Gov't, Journal Article

Citation

Ferguson, B, Petridou, N, Fracasso, A, van Den Heuvel, M P, Brouwer, R M, Hulshoff Pol, H E, Kahn, R S & Mandl, R C W 2018, 'Detailed T1-Weighted Profiles from the Human Cortex Measured in Vivo at 3 Tesla MRI', Neuroinformatics, vol. 16, no. 2, pp. 181-196. https://doi.org/10.1007/s12021-018-9356-2