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肠易激综合征患者缰核的静息态功能连接和有效连接改变:一项横断面和机器学习研究。

Altered resting-state functional connectivity and effective connectivity of the habenula in irritable bowel syndrome: A cross-sectional and machine learning study.

机构信息

Department of Medical Imaging, Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China.

Department of Gastroenterology, Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China.

出版信息

Hum Brain Mapp. 2020 Sep;41(13):3655-3666. doi: 10.1002/hbm.25038. Epub 2020 Jun 3.

Abstract

Irritable bowel syndrome (IBS) is a disorder involving dysfunctional brain-gut interactions characterized by chronic recurrent abdominal pain, altered bowel habits, and negative emotion. Previous studies have linked the habenula to the pathophysiology of negative emotion and pain. However, no studies to date have investigated habenular function in IBS patients. In this study, we investigated the resting-state functional connectivity (rsFC) and effective connectivity of the habenula in 34 subjects with IBS and 34 healthy controls and assessed the feasibility of differentiating IBS patients from healthy controls using a machine learning method. Our results showed significantly enhanced rsFC of the habenula-left dorsolateral prefrontal cortex (dlPFC) and habenula-periaqueductal grey (PAG, dorsomedial part), as well as decreased rsFC of the habenula-right thalamus (dorsolateral part), in the IBS patients compared with the healthy controls. Habenula-thalamus rsFC was positively correlated with pain intensity (r = .467, p = .005). Dynamic causal modeling (DCM) revealed significantly decreased effective connectivity from the right habenula to the right thalamus in the IBS patients compared to the healthy controls that was negatively correlated with disease duration (r = -.407, p = .017). In addition, IBS was classified with an accuracy of 71.5% based on the rsFC of the habenula-dlPFC, habenula-thalamus, and habenula-PAG in a support vector machine (SVM), which was further validated in an independent cohort of subjects (N = 44, accuracy = 65.2%, p = .026). Taken together, these findings establish altered habenular rsFC and effective connectivity in IBS, which extends our mechanistic understanding of the habenula's role in IBS.

摘要

肠易激综合征(IBS)是一种涉及大脑-肠道功能障碍的疾病,其特征为慢性反复发作的腹痛、排便习惯改变和负性情绪。先前的研究将缰核与负性情绪和疼痛的病理生理学联系起来。然而,迄今为止,尚无研究调查 IBS 患者缰核的功能。在这项研究中,我们调查了 34 名 IBS 患者和 34 名健康对照者的缰核静息态功能连接(rsFC)和有效连接,并评估了使用机器学习方法区分 IBS 患者和健康对照者的可行性。我们的结果显示,与健康对照组相比,IBS 患者的缰核-左侧背外侧前额叶皮层(dlPFC)和缰核-中脑导水管周围灰质(PAG,背内侧部分)的 rsFC 显著增强,而缰核-右侧丘脑(背外侧部分)的 rsFC 显著降低。缰核-丘脑 rsFC 与疼痛强度呈正相关(r =.467,p =.005)。动态因果建模(DCM)显示,与健康对照组相比,IBS 患者右侧缰核到右侧丘脑的有效连接显著降低,与疾病持续时间呈负相关(r = -.407,p =.017)。此外,基于缰核-dlPFC、缰核-丘脑和缰核-PAG 的 rsFC,IBS 可在支持向量机(SVM)中以 71.5%的准确率进行分类,在独立的受试者队列(N = 44,准确率=65.2%,p=0.026)中得到进一步验证。总之,这些发现确立了 IBS 中缰核 rsFC 和有效连接的改变,扩展了我们对缰核在 IBS 中的作用的机制理解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3e7d/7416021/06bdd87062d4/HBM-41-3655-g001.jpg

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