Graph theory-based analysis reveals neural anatomical network alterations in chronic post-traumatic stress disorder

Chuan Huang, Thomas Hagan, Minos Kritikos, Daniel Suite, Tianyun Zhao, Melissa A. Carr, Stephanie Meija-Santiago, A. Invernizzi, Megan K. Horton, Roberto G. Lucchini, Evelyn J. Bromet, Roman Kotov, Sean A P Clouston, B. Luft
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Abstract

Abstract Multimodal imaging using network connectivity techniques shows promise for investigating neuropathology influencing Post-Traumatic Stress Disorder (PTSD) symptom maintenance and course. We recruited World Trade Center (WTC) responders who continued to suffer from chronic PTSD into a diffusion tensor neuroimaging protocol (n = 100), along with nine unexposed controls without PTSD from other sources. Using a graph theory approach to probe network alterations in brain diffusion images, we calculated weighted characteristics path length (wCPL) as a surrogate marker for the effective neuroanatomical distance between anatomical nodes. The sample (N = 109; 47 with chronic PTSD) was in their mid-fifties, and the majority were male. Responders were matched in terms of cognitive performance, occupation, and demographics. The anatomical connectivity graph was constructed for each participant using deterministic diffusion tractography. We identified a significant difference in wCPL between trauma-exposed WTC responders (Cohen’s d = 0.42, p < 0.001) that was highest in people with PTSD, and not explained by WTC exposure severity or duration. We also found that wCPL was associated with PTSD symptom severity in responders with PTSD. In the largest study to date to examine the relationship between chronic PTSD and anatomy, we examined the anatomical topography of neural connections and found that wCPL differed between the PTSD+ and PTSD- diagnostic categories.
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基于图论的分析揭示了慢性创伤后应激障碍的神经解剖网络改变
摘要 采用网络连接技术的多模态成像技术有望研究影响创伤后应激障碍(PTSD)症状维持和病程的神经病理学。我们招募了继续患有慢性创伤后应激障碍的世贸中心(WTC)响应者(n = 100)和九名未接触过创伤后应激障碍的对照者(n = 100)进行弥散张量神经成像。我们采用图论方法探查大脑弥散图像中的网络变化,计算加权特征路径长度(wCPL),作为解剖节点之间有效神经解剖距离的替代标记。样本(N = 109;47 人患有慢性创伤后应激障碍)年龄在五十多岁,大多数为男性。受试者在认知能力、职业和人口统计学方面都是匹配的。我们使用确定性扩散束成像技术为每位受试者构建了解剖连接图。我们发现,受到创伤的世界贸易中心应答者之间的 wCPL 存在明显差异(Cohen's d = 0.42,p < 0.001),其中创伤后应激障碍患者的差异最大,而世界贸易中心暴露的严重程度或持续时间则无法解释这种差异。我们还发现,wCPL 与创伤后应激障碍患者的创伤后应激障碍症状严重程度有关。在迄今为止研究慢性创伤后应激障碍与解剖结构之间关系的最大规模研究中,我们检查了神经连接的解剖拓扑结构,发现 wCPL 在创伤后应激障碍+ 和创伤后应激障碍- 诊断类别之间存在差异。
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