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探讨使用数据驱动方法识别的创伤后应激障碍与皮质网络紊乱之间的关联。

Examining the association between posttraumatic stress disorder and disruptions in cortical networks identified using data-driven methods.

机构信息

Department of Radiology, Washington University in St. Louis, St. Louis, MO, USA.

Duke-UNC Brain Imaging and Analysis Center, Duke University, Durham, NC, USA.

出版信息

Neuropsychopharmacology. 2024 Feb;49(3):609-619. doi: 10.1038/s41386-023-01763-5. Epub 2023 Nov 28.

Abstract

Posttraumatic stress disorder (PTSD) is associated with lower cortical thickness (CT) in prefrontal, cingulate, and insular cortices in diverse trauma-affected samples. However, some studies have failed to detect differences between PTSD patients and healthy controls or reported that PTSD is associated with greater CT. Using data-driven dimensionality reduction, we sought to conduct a well-powered study to identify vulnerable networks without regard to neuroanatomic boundaries. Moreover, this approach enabled us to avoid the excessive burden of multiple comparison correction that plagues vertex-wise methods. We derived structural covariance networks (SCNs) by applying non-negative matrix factorization (NMF) to CT data from 961 PTSD patients and 1124 trauma-exposed controls without PTSD. We used regression analyses to investigate associations between CT within SCNs and PTSD diagnosis (with and without accounting for the potential confounding effect of trauma type) and symptom severity in the full sample. We performed additional regression analyses in subsets of the data to examine associations between SCNs and comorbid depression, childhood trauma severity, and alcohol abuse. NMF identified 20 unbiased SCNs, which aligned closely with functionally defined brain networks. PTSD diagnosis was most strongly associated with diminished CT in SCNs that encompassed the bilateral superior frontal cortex, motor cortex, insular cortex, orbitofrontal cortex, medial occipital cortex, anterior cingulate cortex, and posterior cingulate cortex. CT in these networks was significantly negatively correlated with PTSD symptom severity. Collectively, these findings suggest that PTSD diagnosis is associated with widespread reductions in CT, particularly within prefrontal regulatory regions and broader emotion and sensory processing cortical regions.

摘要

创伤后应激障碍(PTSD)与前额叶、扣带回和脑岛皮质的皮质厚度(CT)降低有关,这在不同的创伤影响样本中均有体现。然而,一些研究未能发现 PTSD 患者与健康对照组之间的差异,或报告 PTSD 与更大的 CT 有关。通过使用数据驱动的维度缩减方法,我们试图进行一项具有足够效力的研究,以确定不受神经解剖边界限制的易损网络。此外,这种方法使我们能够避免困扰顶点方法的过多的多重比较校正负担。我们通过对 961 名 PTSD 患者和 1124 名无 PTSD 的创伤暴露对照者的 CT 数据应用非负矩阵分解(NMF)来得出结构协变网络(SCN)。我们使用回归分析来研究 SCN 内 CT 与 PTSD 诊断(包括和不包括考虑创伤类型的潜在混杂效应)以及全样本中症状严重程度之间的关联。我们在数据的子集中进行了额外的回归分析,以研究 SCN 与共病抑郁、童年创伤严重程度和酒精滥用之间的关联。NMF 确定了 20 个无偏 SCN,它们与功能定义的大脑网络密切吻合。PTSD 诊断与 SCN 内 CT 减少的相关性最强,这些 SCN 包括双侧额上回、运动皮质、脑岛皮质、眶额皮质、内侧枕叶皮质、前扣带皮质和后扣带皮质。这些网络中的 CT 与 PTSD 症状严重程度呈显著负相关。总的来说,这些发现表明 PTSD 诊断与广泛的 CT 减少有关,特别是在前额叶调节区域和更广泛的情绪和感觉处理皮质区域。

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