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探索生物性别对创伤后应激障碍内在连接网络的影响:一种数据驱动的方法。

Exploring the impact of biological sex on intrinsic connectivity networks in PTSD: A data-driven approach.

作者信息

Nicholson Andrew A, Lieberman Jonathan M, Hosseini-Kamkar Niki, Eckstrand Kristen, Rabellino Daniela, Kearney Breanne, Steyrl David, Narikuzhy Sandhya, Densmore Maria, Théberge Jean, Hosseiny Fardous, Lanius Ruth A

机构信息

The Institute of Mental Health Research, University of Ottawa, Royal Ottawa Hospital, Ontario, Canada; School of Psychology, University of Ottawa, Ottawa, Ontario, Canada; Atlas Institute for Veterans and Families, Ottawa, Ontario, Canada; Department of Cognition, Emotion, and Methods in Psychology, University of Vienna, Vienna, Austria; Department of Medical Biophysics, Western University, London, Ontario, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada.

Atlas Institute for Veterans and Families, Ottawa, Ontario, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada; Imaging, Lawson Health Research Institute, London, Ontario, Canada.

出版信息

Prog Neuropsychopharmacol Biol Psychiatry. 2025 Jan 10;136:111180. doi: 10.1016/j.pnpbp.2024.111180. Epub 2024 Oct 22.

Abstract

INTRODUCTION

Sex as a biological variable (SABV) may help to account for the differential development and expression of post-traumatic stress disorder (PTSD) symptoms among trauma-exposed males and females. Here, we investigate the impact of SABV on PTSD-related neural alterations in resting-state functional connectivity (rsFC) within three core intrinsic connectivity networks (ICNs): the salience network (SN), central executive network (CEN), and default mode network (DMN).

METHODS

Using an independent component analysis (ICA), we compared rsFC of the SN, CEN, and DMN between males and females, with and without PTSD (n = 47 females with PTSD, n = 34 males with PTSD, n = 36 healthy control females, n = 20 healthy control males) via full factorial ANCOVAs. Additionally, linear regression analyses were conducted with clinical variables (i.e., PTSD and depression symptoms, childhood trauma scores) in order to determine intrinsic network connectivity characteristics specific to SABV. Furthermore, we utilized machine learning classification models to predict the biological sex and PTSD diagnosis of individual participants based on intrinsic network activity patterns.

RESULTS

Our findings revealed differential network connectivity patterns based on SABV and PTSD diagnosis. Males with PTSD exhibited increased intra-SN (i.e., SN-anterior insula) rsFC and increased DMN-right superior parietal lobule/precuneus/superior occipital gyrus rsFC as compared to females with PTSD. There were also differential network connectivity patterns for comparisons between the PTSD and healthy control groups for males and females, separately. We did not observe significant correlations between clinical measures of interest and brain region clusters which displayed significant between group differences as a function of biological sex, thus further reinforcing that SABV analyses are likely not confounded by these variables. Furthermore, machine learning classification models accurately predicted biological sex and PTSD diagnosis among novel/unseen participants based on ICN activation patterns.

CONCLUSION

This study reveals groundbreaking insights surrounding the impact of SABV on PTSD-related ICN alterations using data-driven methods. Our discoveries contribute to further defining neurobiological markers of PTSD among females and males and may offer guidance for differential sex-related treatment needs.

摘要

引言

性别作为一种生物学变量(SABV)可能有助于解释创伤暴露的男性和女性创伤后应激障碍(PTSD)症状的不同发展和表现。在此,我们研究SABV对三个核心内在连接网络(ICN)内静息态功能连接(rsFC)中与PTSD相关的神经改变的影响,这三个网络分别是突显网络(SN)、中央执行网络(CEN)和默认模式网络(DMN)。

方法

我们使用独立成分分析(ICA),通过全因子协方差分析比较了有和没有PTSD的男性和女性(n = 47名患有PTSD的女性,n = 34名患有PTSD的男性,n = 36名健康对照女性,n = 20名健康对照男性)的SN、CEN和DMN的rsFC。此外,进行了线性回归分析,纳入临床变量(即PTSD和抑郁症状、童年创伤评分),以确定特定于SABV的内在网络连接特征。此外,我们利用机器学习分类模型,根据内在网络活动模式预测个体参与者的生物学性别和PTSD诊断。

结果

我们的研究结果揭示了基于SABV和PTSD诊断的不同网络连接模式。与患有PTSD的女性相比,患有PTSD的男性表现出SN内(即SN - 前脑岛)rsFC增加以及DMN - 右侧顶上小叶/楔前叶/枕上回rsFC增加。对于男性和女性,PTSD组与健康对照组之间的比较也存在不同的网络连接模式。我们没有观察到感兴趣的临床指标与脑区簇之间存在显著相关性,这些脑区簇在组间差异上表现出生物学性别差异,从而进一步强化了SABV分析可能不受这些变量混淆的观点。此外,机器学习分类模型基于ICN激活模式准确预测了新的/未见过的参与者的生物学性别和PTSD诊断。

结论

本研究使用数据驱动方法揭示了关于SABV对与PTSD相关的ICN改变影响的开创性见解。我们的发现有助于进一步确定男性和女性PTSD的神经生物学标志物,并可能为不同性别相关的治疗需求提供指导。

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