论文标题

结构连通性和皮质表面特征的联合分析:与轻度创伤性脑损伤相关

Joint analysis of structural connectivity and cortical surface features: correlates with mild traumatic brain injury

论文作者

Kerley, Cailey I., Cai, Leon Y., Yu, Chang, Crawford, Logan M., Elenberger, Jason M., Singh, Eden S., Schilling, Kurt G., Aboud, Katherine S., Landman, Bennett A., Rex, Tonia S.

论文摘要

轻度创伤性脑损伤(MTBI)是一种复杂的综合征,影响每100,000人600人,在军事人员之间特别集中。大约一半的MTBI患者经历了各种各样的慢性症状,这些慢性症状在急性损伤后持续很长时间。因此,迫切需要更好地了解与MTBI相关的白质和灰质病理学,以绘制对哪些特定的大脑系统受到影响并确定干预过程。先前的工作将MTBI与白质途径和皮质表面异常的破坏联系起来。在此,我们在探索性研究中研究了与MTBI及其慢性症状相关的关节结构连通性和皮质表面变化的探索性研究。简而言之,我们考虑了12个MTBI和26名对照受试者的队列。从皮质表面区域提取了一组588个皮层表面指标和4,753个结构连通性指标,并在每个受试者中提取扩散加权磁共振成像。主成分分析(PCA)用于降低每个度量集的维度。然后,我们将独立的组件分析(ICA)分别应用于每个PCA空间,并以关节ICA方法共同应用。我们确定了仅连通性和关节ICA的稳定的独立组件,该组件在受试者载荷方面存在显着的组差异(p <0.05,校正)。此外,我们发现两种MTBI症状,思维缓慢和健忘,与仅表面ICA中的MTBI受试者负荷显着相关(P <0.05,校正)。这些仅表面的负荷捕获了双侧皮质厚度的增加。

Mild traumatic brain injury (mTBI) is a complex syndrome that affects up to 600 per 100,000 individuals, with a particular concentration among military personnel. About half of all mTBI patients experience a diverse array of chronic symptoms which persist long after the acute injury. Hence, there is an urgent need for better understanding of the white matter and gray matter pathologies associated with mTBI to map which specific brain systems are impacted and identify courses of intervention. Previous works have linked mTBI to disruptions in white matter pathways and cortical surface abnormalities. Herein, we examine these hypothesized links in an exploratory study of joint structural connectivity and cortical surface changes associated with mTBI and its chronic symptoms. Briefly, we consider a cohort of 12 mTBI and 26 control subjects. A set of 588 cortical surface metrics and 4,753 structural connectivity metrics were extracted from cortical surface regions and diffusion weighted magnetic resonance imaging in each subject. Principal component analysis (PCA) was used to reduce the dimensionality of each metric set. We then applied independent component analysis (ICA) both to each PCA space individually and together in a joint ICA approach. We identified a stable independent component across the connectivity-only and joint ICAs which presented significant group differences in subject loadings (p<0.05, corrected). Additionally, we found that two mTBI symptoms, slowed thinking and forgetfulness, were significantly correlated (p<0.05, corrected) with mTBI subject loadings in a surface-only ICA. These surface-only loadings captured an increase in bilateral cortical thickness.

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