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Published on: February 18, 2012
Spatiotemporal Development and Clinical Correlates of MRI-based Brain Myelination in Term- and Preterm-born Children
Yuqi Zhang1, Mingyang Li1, Ruoke Zhao1
1Department of Biomedical Engineering, College of Biomedical Engineering & Instrument Science, Zhejiang University, 38 Zheda Rd, Hangzhou 310027, China.
Insights
This study reveals rapid brain myelination in early childhood, with the T1-weighted to T2-weighted MRI ratio linking myelination patterns to neurodevelopmental outcomes in term and preterm infants.
Area of Science:
- Neuroscience
- Radiology
- Developmental Pediatrics
Background:
- Longitudinal studies on early childhood myelination and its neurodevelopmental associations are limited.
- The T1-weighted to T2-weighted MRI signal intensity ratio offers a semiquantitative marker for assessing myelination.
- Understanding myelination's link to perinatal risks and developmental outcomes is crucial.
Purpose of the Study:
- To map the spatiotemporal progression of myelination in early childhood.
- To investigate the relationship between myelination patterns, perinatal adversities, and neurodevelopmental outcomes.
- To utilize the T1-weighted to T2-weighted MRI signal intensity ratio as a marker for these investigations.
Main Methods:
- Analysis of multicenter 3.0-T MRI data from term-born (Baby Connectome Project) and preterm-born (Zhejiang University) children.
- Application of nonnegative matrix factorization to identify distinct myelination patterns (PMs).
- Use of generalized additive mixed-effects models, mediation, and correlation analyses to assess trajectories and brain-behavior relationships.
Main Results:
- Identified seven distinct patterns of myelination (PMs) with unique developmental trajectories, showing rapid myelination in the first two years.
- The T1-weighted to T2-weighted signal intensity ratio fully mediated age-related changes in repetitive motor and restricted behavior frequencies.
- Extremely preterm infants exhibited slower myelination and delayed fine motor skills compared to moderately preterm infants, with less correlated myelination patterns to normative data.
Conclusions:
- The T1-weighted to T2-weighted MRI signal intensity ratio effectively identifies heterogeneous myelination patterns.
- A significant link exists between myelination processes and neurodevelopmental outcomes in both term- and preterm-born children.
- Findings highlight the impact of prematurity on myelination trajectories and neurodevelopment.
Abstract:
Background The spatiotemporal progression of myelination and its associations with neurodevelopmental outcomes and perinatal risks remain insufficiently characterized in large-scale longitudinal studies. Purpose To characterize the myelination process across early childhood using the T1-weighted to T2-weighted MRI signal intensity ratio as a semiquantitative marker of myelination and elucidate its relationship with perinatal adversities and neurodevelopmental outcomes. Materials and Methods In this multicenter study, 3.0-T MRI data of term-born children from the Baby Connectome Project (BCP) (September 2016 to May 2020) and preterm-born infants collected locally at Zhejiang University (ZJU) (January 2019 to September 2020) were analyzed to extract the T1-weighted to T2-weighted signal intensity ratio. Statistical analyses included nonnegative matrix factorization to identify regions with distinct patterns of myelination (PMs), generalized additive mixed-effects models to characterize trajectories, and mediation and correlation analyses to assess brain-behavior relationships. Results In total, 412 children (mean age, 14.6 months ± 13.5 [SD]; 214 male; 307 from BCP and 105 from the ZJU local dataset) with 779 imaging sessions were included. Spatiotemporal maps revealed rapid myelination in the first 2 years of life. Seven PMs with unique developmental trajectories were identified. A full mediating effect of T1-weighted to T2-weighted signal intensity ratio was found on the age-related change of repetitive motor frequency (indirect effect β range, -0.40 to -0.24; false discovery rate [FDR]-corrected P < .001) and restricted behavior frequency (β range, -0.33 to -0.22; FDR-corrected P < .05). Compared with moderately preterm infants, extremely preterm infants had slower myelination across all PMs (t value range, 2.71-3.27; P < .01) and showed delayed fine motor skills (t = -2.47, [P = .03] at 4 months; t = -4.00 [P = .02] at 8 months). The spatiotemporal pattern of myelination in extremely preterm infants was less correlated with the normative term-born group (r = 0.807; P = .03) than that of moderately preterm infants (r = 0.952; P < .001). Conclusion The T1-weighted to T2-weighted signal intensity ratio from MRI was used to identify heterogeneous PMs and elucidated a critical link between myelination and neurodevelopmental outcomes in both term- and preterm-born children. © RSNA, 2025 Supplemental material is available for this article. See also the editorial by Widjaja in this issue.
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