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阐明神经发育障碍中的微观结构改变:先进扩散加权成像在患有RASopathy儿童中的应用。

Elucidating Microstructural Alterations in Neurodevelopmental Disorders: Application of Advanced Diffusion-Weighted Imaging in Children With Rasopathies.

作者信息

Plank Julia R, Gozdas Elveda, Dai Erpeng, McGhee Chloe A, Raman Mira M, Green Tamar

机构信息

Division of Interdisciplinary Brain Sciences, Department of Psychiatry and Behavioral Sciences, Stanford University, Palo Alto, California, USA.

Department of Radiology, Stanford University, Stanford, California, USA.

出版信息

Hum Brain Mapp. 2024 Dec 1;45(17):e70087. doi: 10.1002/hbm.70087.

Abstract

Neurodevelopmental disorders (NDDs) can severely impact functioning yet effective treatments are limited. Greater insight into the neurobiology underlying NDDs is critical to the development of successful treatments. Using a genetics-first approach, we investigated the potential of advanced diffusion-weighted imaging (DWI) techniques to characterize the neural microstructure unique to neurofibromatosis type 1 (NF1) and Noonan syndrome (NS). In this prospective study, children with NF1, NS, and typical developing (TD) were scanned using a multi-shell DWI sequence optimized for neurite orientation density and dispersion imaging (NODDI) and diffusion kurtosis imaging (DKI). Region-of-interest and tract-based analysis were conducted on subcortical regions and white matter tracts. Analysis of covariance, principal components, and linear discriminant analysis compared between three groups. 88 participants (M = 9.36, SD = 2.61; 44 male) were included: 31 NS, 25 NF1, and 32 TD. Subcortical regions differed between NF1 and NS, particularly in the thalamus where the neurite density index (NDI; estimated difference 0.044 [95% CI: -0.034, 0.053], d = 2.36), orientation dispersion index (ODI; estimate 0.018 [95% CI: 0.010, 0.026], d = 1.39), and mean kurtosis (MK; estimate 0.049 [95% CI: 0.025, 0.072], d = 1.39) were lower in NF1 compared with NS (all p < 0.0001). Reduced NDI was found in NF1 and NS compared with TD in all 39 white matter tracts investigated (p < 0.0001). Reduced MK was found in a majority of the tracts in NF1 and NS relative to TD, while fewer differences in ODI were observed. The middle cerebellar peduncle showed lower NDI (estimate 0.038 [95% CI: 0.021, 0.056], p < 0.0001) and MK (estimate 0.057 [95% CI: 0.026, 0.089], p < 0.0001) in NF1 compared to NS. Multivariate analyses distinguished between groups using NDI, ODI, and MK measures. Principal components analysis confirmed that the clinical groups differ most from TD in white matter tract-based NDI and MK, whereas ODI values appear similar across the groups. The subcortical regions showed several differences between NF1 and NS, to the extent that a linear discriminant analysis could classify participants with NF1 with an accuracy rate of 97%. Differences in neural microstructure were detected between NF1 and NS, particularly in subcortical regions and the middle cerebellar peduncle, in line with pre-clinical evidence. Advanced DWI techniques detected subtle alterations not found in prior work using conventional diffusion tensor imaging.

摘要

神经发育障碍(NDDs)会严重影响功能,但有效的治疗方法有限。深入了解NDDs背后的神经生物学对于开发成功的治疗方法至关重要。我们采用遗传学优先的方法,研究了先进的扩散加权成像(DWI)技术对1型神经纤维瘤病(NF1)和努南综合征(NS)所特有的神经微结构进行表征的潜力。在这项前瞻性研究中,对患有NF1、NS和发育正常(TD)的儿童使用针对神经突方向密度和弥散成像(NODDI)以及扩散峰度成像(DKI)优化的多壳DWI序列进行扫描。对皮质下区域和白质束进行了感兴趣区域分析和基于束的分析。通过协方差分析、主成分分析和线性判别分析对三组进行比较。纳入了88名参与者(平均年龄M = 9.36,标准差SD = 2.61;44名男性):31名NS患者、25名NF1患者和32名TD患者。NF1和NS的皮质下区域存在差异,特别是在丘脑,其中神经突密度指数(NDI;估计差异0.044 [95%置信区间:-0.034, 0.053],d = 2.36)、方向弥散指数(ODI;估计值0.018 [95%置信区间:0.010, 0.026],d = 1.39)和平均峰度(MK;估计值0.049 [95%置信区间:0.025, 0.072],d = 1.39)在NF1中低于NS(所有p < 0.0001)。在所有39条研究的白质束中,与TD相比,NF1和NS的NDI均降低(p < 0.0001)。与TD相比,NF1和NS的大多数束中MK降低,而ODI的差异较少。与NS相比,NF1的小脑中脚显示出较低的NDI(估计值0.038 [95%置信区间:0.021, 0.056],p < 0.0001)和MK(估计值0.057 [95%置信区间:0.026, 0.089],p < 0.0001)。多变量分析使用NDI、ODI和MK测量来区分组。主成分分析证实,临床组在基于白质束的NDI和MK方面与TD差异最大,而ODI值在各组之间似乎相似。皮质下区域在NF1和NS之间显示出一些差异,以至于线性判别分析能够以97%的准确率对NF1参与者进行分类。在NF1和NS之间检测到神经微结构的差异,特别是在皮质下区域和小脑中脚,这与临床前证据一致。先进的DWI技术检测到了先前使用传统扩散张量成像的研究中未发现的细微改变。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba12/11635693/ddaba682b6c6/HBM-45-e70087-g006.jpg

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