Plank Julia R, Gozdas Elveda, Bruno Jennifer, McGhee Chloe A, Wu Hua, Raman Mira M, Saggar Manish, Green Tamar
Division of Interdisciplinary Brain Sciences, Department of Psychiatry and Behavioral Sciences, 1520 Page Mill Road, Palo Alto, CA 94304, USA.
Division of Interdisciplinary Brain Sciences, Department of Psychiatry and Behavioral Sciences, 1520 Page Mill Road, Palo Alto, CA 94304, USA.
Biol Psychiatry. 2025 Apr 30. doi: 10.1016/j.biopsych.2025.04.014.
Evidence suggests a pathological role of myelination in neurodevelopmental disorders with links to cognitive difficulties, but in vivo assessment remains challenging. Quantitative T1 mapping (QT1) has been used in prior clinical studies (e.g., of multiple sclerosis) and shows promise for reliable measurement of myelin alterations. We investigated QT1 for measuring myelination in children with neurodevelopmental disorders of the RAS-MAPK signaling pathway (RASopathies).
We collected QT1, diffusion-weighted, and structural MRI scans from 72 children (49 RASopathies, 23 typical developing (TD)). QT1 myelin content measures included white matter macromolecular tissue volume (MTV) and cortical R1 (1/T1 relaxation). Group differences were assessed across 39 white matter tracts. Principal components analysis captured cortical myelination patterns across 360 regions, followed by a MANOVA. A support vector machine (SVM) identified the most discriminative features between-groups.
Thirty-four of 39 tracts were higher in MTV in RASopathies relative to TD (p<.05), indicating widespread elevation in myelination. MANOVA revealed a group effect on cortical R1 (p=.002, η=.028), suggesting cortical myelination differences between-groups. The SVM yielded an accuracy of 87% and identified cognitive and cortical R1 features as the most discriminant between-groups.
We found widespread elevated white matter tract myelin and region-dependent cortical myelination patterns in children with RASopathies. Leveraging preclinical models showing oligodendrocyte dysfunction, QT1 revealed precocious myelination. Further work is needed to explore relationships with cognition. QT1 is a promising tool for identification and monitoring of myelin as a treatment target in neurodevelopmental disorders, offering significant potential for advancing current therapeutic strategies.
有证据表明髓鞘形成在与认知困难相关的神经发育障碍中具有病理作用,但体内评估仍然具有挑战性。定量T1映射(QT1)已用于先前的临床研究(如多发性硬化症研究),并显示出可靠测量髓鞘改变的前景。我们研究了QT1在测量RAS - MAPK信号通路神经发育障碍(RAS病)儿童髓鞘形成中的应用。
我们收集了72名儿童(49名RAS病患儿,23名正常发育儿童)的QT1、扩散加权和结构MRI扫描数据。QT1髓鞘含量测量包括白质大分子组织体积(MTV)和皮质R1(1/T1弛豫)。评估了39条白质束的组间差异。主成分分析捕捉了360个区域的皮质髓鞘形成模式,随后进行多变量方差分析(MANOVA)。支持向量机(SVM)识别出组间最具区分性的特征。
相对于正常发育儿童,RAS病患儿39条白质束中有34条的MTV更高(p <.05),表明髓鞘形成普遍增加。MANOVA显示组间对皮质R1有影响(p =.002,η =.028),表明组间皮质髓鞘形成存在差异。SVM的准确率为87%,并将认知和皮质R1特征确定为组间最具区分性的特征。
我们发现RAS病患儿白质束髓鞘广泛增加以及存在区域依赖性皮质髓鞘形成模式。利用显示少突胶质细胞功能障碍的临床前模型,QT1显示出髓鞘形成早熟。需要进一步研究以探索其与认知的关系。QT1是识别和监测髓鞘作为神经发育障碍治疗靶点的一种有前景的工具,为推进当前治疗策略提供了巨大潜力。