Alterations in dynamic regional homogeneity within default mode network in patients with thyroid-associated ophthalmopathy.

IF 1.6 4区 医学 Q4 NEUROSCIENCES Neuroreport Pub Date : 2024-08-07 Epub Date: 2024-06-01 DOI:10.1097/WNR.0000000000002056
Ping-Hong Lai, Rui-Yang Hu, Xin Huang
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Abstract

Thyroid-associated ophthalmopathy (TAO) is a significant autoimmune eye disease known for causing exophthalmos and substantial optic nerve damage. Prior investigations have solely focused on static functional MRI (fMRI) scans of the brain in TAO patients, neglecting the assessment of temporal variations in local brain activity. This study aimed to characterize alterations in dynamic regional homogeneity (dReHo) in TAO patients and differentiate between TAO patients and healthy controls using support vector machine (SVM) classification. Thirty-two patients with TAO and 32 healthy controls underwent resting-state fMRI scans. We calculated dReHo using sliding-window methods to evaluate changes in regional brain activity and compared these findings between the two groups. Subsequently, we employed SVM, a machine learning algorithm, to investigate the potential use of dReHo maps as diagnostic markers for TAO. Compared to healthy controls, individuals with active TAO demonstrated significantly higher dReHo values in the right angular gyrus, left precuneus, right inferior parietal as well as the left superior parietal gyrus. The SVM model demonstrated an accuracy ranging from 65.62 to 68.75% in distinguishing between TAO patients and healthy controls based on dReHo variability in these identified brain regions, with an area under the curve of 0.70 to 0.76. TAO patients showed increased dReHo in default mode network-related brain regions. The accuracy of classifying TAO patients and healthy controls based on dReHo was notably high. These results offer new insights for investigating the pathogenesis and clinical diagnostic classification of individuals with TAO.

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甲状腺相关眼病患者默认模式网络内动态区域同质性的改变
甲状腺相关性眼病(TAO)是一种严重的自身免疫性眼病,以引起眼球外翻和视神经严重受损而闻名。之前的研究仅关注 TAO 患者大脑的静态功能磁共振成像(fMRI)扫描,忽略了对局部大脑活动的时间变化的评估。本研究旨在描述TAO患者动态区域同质性(dReHo)的改变,并利用支持向量机(SVM)分类区分TAO患者和健康对照组。32名TAO患者和32名健康对照者接受了静息态fMRI扫描。我们使用滑动窗口法计算了 dReHo,以评估区域大脑活动的变化,并将这些结果在两组患者之间进行了比较。随后,我们采用机器学习算法 SVM 来研究 dReHo 图作为 TAO 诊断标记的潜在用途。与健康对照组相比,活动性 TAO 患者的右角回、左楔前回、右顶下回和左顶上回的 dReHo 值明显更高。SVM 模型显示,根据这些已识别脑区的 dReHo 变异性来区分 TAO 患者和健康对照组的准确率为 65.62% 至 68.75%,曲线下面积为 0.70 至 0.76。TAO患者默认模式网络相关脑区的dReHo增加。根据dReHo对TAO患者和健康对照组进行分类的准确率非常高。这些结果为研究TAO患者的发病机制和临床诊断分类提供了新的见解。
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来源期刊
Neuroreport
Neuroreport 医学-神经科学
CiteScore
3.20
自引率
0.00%
发文量
150
审稿时长
1 months
期刊介绍: NeuroReport is a channel for rapid communication of new findings in neuroscience. It is a forum for the publication of short but complete reports of important studies that require very fast publication. Papers are accepted on the basis of the novelty of their finding, on their significance for neuroscience and on a clear need for rapid publication. Preliminary communications are not suitable for the Journal. Submitted articles undergo a preliminary review by the editor. Some articles may be returned to authors without further consideration. Those being considered for publication will undergo further assessment and peer-review by the editors and those invited to do so from a reviewer pool. The core interest of the Journal is on studies that cast light on how the brain (and the whole of the nervous system) works. We aim to give authors a decision on their submission within 2-5 weeks, and all accepted articles appear in the next issue to press.
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