White Matter Fiber-based Analysis of T1w/T2w Ratio Map
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Purpose: To develop, test, evaluate and apply a novel tool for the white matter fiber-based analysis of T1w/T2w ratio maps quantifying myelin content.
Background: The cerebral white matter in the human brain develops from a mostly non-myelinated state to a nearly fully mature white matter myelination within the first few years of life. High resolution T1w/T2w ratio maps are believed to be effective in quantitatively estimating myelin content on a voxel-wise basis. We propose the use of a fiber-tract-based analysis of such T1w/T2w ratio data, as it allows us to separate fiber bundles that a common regional analysis imprecisely groups together, and to associate effects to specific tracts rather than large, broad regions.
Methods: We developed an intuitive, open source tool to facilitate such fiber-based studies of T1w/T2w ratio maps. Via its Graphical User Interface (GUI) the tool is accessible to non-technical users. The framework uses calibrated T1w/T2w ratio maps and a prior fiber atlas as an input to generate profiles of T1w/T2w values. The resulting fiber profiles are used in a statistical analysis that performs along-tract functional statistical analysis. We applied this approach to a preliminary study of early brain development in neonates.
Results: We developed an open-source tool for the fiber based analysis of T1w/T2w ratio maps and tested it in a study of brain development.
Pokosova P, Kala D, Sanda J, Jezdik P, Prysiazhniuk Y, Faridova A Physiol Res. 2024; 72(S5):S573-S585.
PMID: 38165761 PMC: 10861246. DOI: 10.33549/physiolres.935250.
Sandrone S, Aiello M, Cavaliere C, Thiebaut de Schotten M, Reimann K, Troakes C Brain Struct Funct. 2023; 228(2):525-535.
PMID: 36692695 PMC: 9944377. DOI: 10.1007/s00429-022-02600-z.
Empirical transmit field bias correction of T1w/T2w myelin maps.
Glasser M, Coalson T, Harms M, Xu J, Baum G, Autio J Neuroimage. 2022; 258:119360.
PMID: 35697132 PMC: 9483036. DOI: 10.1016/j.neuroimage.2022.119360.
T1w/T2w Ratio and Cognition in 9-to-11-Year-Old Children.
Langensee L, Rumetshofer T, Behjat H, Noven M, Li P, Martensson J Brain Sci. 2022; 12(5).
PMID: 35624986 PMC: 9139105. DOI: 10.3390/brainsci12050599.
Yuan S, Liu M, Kim S, Yang J, Barkovich A, Xu D Cereb Cortex. 2022; 33(2):357-373.
PMID: 35235643 PMC: 9837610. DOI: 10.1093/cercor/bhac071.