TY - JOUR
T1 - Detailed T1-Weighted Profiles from the Human Cortex Measured in Vivo at 3 Tesla MRI
AU - Ferguson, Bart
AU - Petridou, Natalia
AU - Fracasso, Alessio
AU - van den Heuvel, Martijn P.
AU - Brouwer, Rachel M.
AU - Hulshoff Pol, Hilleke E.
AU - Kahn, René S.
AU - Mandl, René C. W.
PY - 2018/4/1
Y1 - 2018/4/1
N2 - 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.
AB - 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.
KW - 3 Tesla
KW - 7 Tesla
KW - Automatic segmentation
KW - Cortical profiles
KW - Laminar structure
KW - Myeloarchitectonics
UR - https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85040682892&origin=inward
UR - https://www.ncbi.nlm.nih.gov/pubmed/29352389
UR - http://www.scopus.com/inward/record.url?scp=85040682892&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85040682892&partnerID=8YFLogxK
U2 - https://doi.org/10.1007/s12021-018-9356-2
DO - https://doi.org/10.1007/s12021-018-9356-2
M3 - Article
C2 - 29352389
SN - 1539-2791
VL - 16
SP - 181
EP - 196
JO - Neuroinformatics
JF - Neuroinformatics
IS - 2
ER -