创伤预测脑网络连接对轻度急性应激的适应性反应

IF 9.1 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Felicia A. Hardi, Jean Ye, Irene Zhou, Zihan Bai, D. T. Nguyen, Krystian B. Loetscher, Julia G. Pratt, Bailey B. Harris, Dylan G. Gee, Elizabeth V. Goldfarb
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引用次数: 0

摘要

过去的创伤经历塑造了神经对未来压力的反应,但这种动态相互作用的机制尚不清楚。在这里,我们评估了与创伤相关的大脑网络如何实时响应当前的急性压力。使用机器学习方法,我们训练和测试了大脑功能连接网络,以预测社区成人样本(N = 170)过去的创伤暴露。然后,我们评估了这些创伤预测脑网络对参与者亚样本(N = 92)的急性情绪和生理应激源的反应,以及在独立交叉研究(N = 27)中对药理学操作(氢化可的松)的反应。我们发现基于连接体的预测模型成功地预测了过去的创伤暴露。与更大创伤暴露相关的神经网络显示出高度参与突出网络连接,模型预测由内侧额叶皮层、突出网络、运动区、默认模式网络和小脑的连接驱动。值得注意的是,与对照组相比,在急性应激源发生后,该创伤预测网络的连通性显著减弱。在药理学样本中也观察到类似的模式,与安慰剂相比,在这个创伤预测网络中,氢化可的松的连通性降低。最后,在应激暴露组中,急性应激后创伤预测网络连通性的减弱与抑郁症状的减轻有关,但对照组没有。这些发现表明,压力可能会导致与过去创伤经历相关的大脑网络连接减弱,这些创伤预测大脑网络的减少可能会促进对后来压力的适应性调节反应。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Trauma-predictive brain network connectivity adaptively responds to mild acute stress
Past traumatic experiences shape neural responses to future stress, but the mechanisms underlying this dynamic interaction remain unclear. Here, we assessed how trauma-related brain networks respond to current acute stress in real time. Using a machine learning approach, we trained and tested brain functional connectivity networks to predict past trauma exposure in a community sample of adults ( N = 170). We then evaluated the response of these trauma-predictive brain networks to an acute emotional and physiological stressor in a subsample of participants ( N = 92) and to a pharmacological manipulation (hydrocortisone) in an independent crossover study ( N = 27). We found that connectome-based predictive modeling successfully predicted past trauma exposure. The network associated with greater trauma exposure showed high involvement of salience network connections, with model prediction driven by connectivity in the medial frontal cortex, salience network, motor regions, default mode network, and cerebellum. Notably, connectivity in this trauma-predictive network was significantly attenuated following an acute stressor relative to control. A similar pattern was observed in the pharmacology sample, with decreased connectivity under hydrocortisone compared to placebo within this trauma-predictive network. Finally, attenuated trauma-predictive network connectivity after acute stress was associated with lower depressive symptoms in the stress-exposed group, but not control group. These findings suggest that stress may induce blunted connectivity of brain networks related to past traumatic experiences and that the reduced engagement of these trauma-predictive brain networks may facilitate adaptive regulatory response to later stress.
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来源期刊
CiteScore
19.00
自引率
0.90%
发文量
3575
审稿时长
2.5 months
期刊介绍: The Proceedings of the National Academy of Sciences (PNAS), a peer-reviewed journal of the National Academy of Sciences (NAS), serves as an authoritative source for high-impact, original research across the biological, physical, and social sciences. With a global scope, the journal welcomes submissions from researchers worldwide, making it an inclusive platform for advancing scientific knowledge.
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