Parasagittal dural volume correlates with cerebrospinal fluid volume and developmental delay in children with autism spectrum disorder

IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL
Nivedita Agarwal, Giulia Frigerio, Gloria Rizzato, Tommaso Ciceri, Elisa Mani, Fabiola Lanteri, Massimo Molteni, Roxana O. Carare, Letizia Losa, Denis Peruzzo
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Abstract

The parasagittal dura, a tissue that lines the walls of the superior sagittal sinus, acts as an active site for immune-surveillance, promotes the reabsorption of cerebrospinal fluid, and facilitates the removal of metabolic waste products from the brain. Cerebrospinal fluid is important for the distribution of growth factors that signal immature neurons to proliferate and migrate. Autism spectrum disorder is characterized by altered cerebrospinal fluid dynamics. In this retrospective study, we investigated potential correlations between parasagittal dura volume, brain structure volumes, and clinical severity scales in young children with autism spectrum disorder. We employed a semi-supervised two step pipeline to extract parasagittal dura volume from 3D-T2 Fluid Attenuated Inversion Recovery sequences, based on U-Net followed by manual refinement of the extracted parasagittal dura masks. Here we show that the parasagittal dura volume does not change with age but is significantly correlated with cerebrospinal fluid (p-value = 0.002), extra-axial cerebrospinal fluid volume (p-value = 0.0003) and severity of developmental delay (p-value = 0.024). These findings suggest that autism spectrum disorder children with severe developmental delay may have a maldeveloped parasagittal dura that potentially perturbs cerebrospinal fluid dynamics. Cerebrospinal fluid (CSF) is produced in the brain. It is a medium of transport for neural growth factors and waste products. CSF is drained out of the brain through multiple pathways, one of them being the recently identified parasagittal dura (PSD) which also plays a role in the immune system within the brain. We estimated the PSD volume in children with autism spectrum disorder (ASD) and found the volume was associated with the amount of CSF in the brain. We also found that the PSD volume is smaller in children who have severe forms of developmental delay. Our findings suggest problems in the development of the PSD could have in impact on brain development and waste removal in children with ASD. More research in this area could enable a better understanding of the underlying causes of ASD. Agarwal et al. apply a semi-supervised 2D U-Net to extract the volume of parasagittal dura in young kids with autism spectrum disorder. Positive correlation with cerebrospinal fluid volume and a negative correlation with severity of developmental delay suggests perturbed fluid dynamics.

Abstract Image

自闭症谱系障碍儿童的矢状硬膜旁体积与脑脊液体积和发育迟缓相关。
背景:矢状窦旁硬脑膜是上矢状窦壁的一层组织,是免疫监视的一个活跃部位,可促进脑脊液的重吸收,并有助于将代谢废物排出大脑。脑脊液对于生长因子的分布非常重要,生长因子是未成熟神经元增殖和迁移的信号。自闭症谱系障碍的特点是脑脊液动力学改变:在这项回顾性研究中,我们调查了自闭症谱系障碍幼儿的矢状硬脑膜旁体积、脑结构体积和临床严重程度量表之间的潜在相关性。我们采用了一种基于 U-Net 的半监督两步管道,从 3D-T2 流体衰减反转恢复序列中提取椎旁硬膜体积,然后对提取的椎旁硬膜掩模进行人工细化:结果:我们在此表明,矢状旁硬脑膜体积不随年龄变化,但与脑脊液(p 值 = 0.002)、轴外脑脊液体积(p 值 = 0.0003)和发育迟缓严重程度(p 值 = 0.024)显著相关:这些研究结果表明,患有自闭症谱系障碍的严重发育迟缓儿童可能有发育不良的椎旁硬脑膜,这可能会扰乱脑脊液动力学。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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