探讨IBD脑功能障碍:基于经验模态图分解的EEG-fMRI源成像研究。

IF 2.6 4区 工程技术 Q1 Mathematics
Yujie Kang, Wenjie Li, Jidong Lv, Ling Zou, Haifeng Shi, Wenjia Liu
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引用次数: 0

摘要

炎症性肠病(IBD)患者通常患有情绪障碍和认知能力下降,这促使了对情绪脑区域异常及其功能分析的研究。然而,大多数IBD研究只关注单模态神经成像技术。由于时空分辨率有限,无法全面探索脑深部源活动,准确评估脑功能连通性。因此,我们提出了一种基于经验模态图分解(EMDD)的脑电图-功能磁共振成像(fMRI)源成像方法,并对21例IBD患者和11名健康受试者进行了脑电图-功能磁共振成像(EEG -fMRI)源成像同步分析。通过EMDD提取fMRI高频空间分量作为先验约束,并基于整个fMRI空间先验与脑电源成像进行比较。然后,根据Desikan-Killiany图谱重构皮层源时间序列,进行有效的连通性分析。结果表明,基于EMDD的EEG-fMRI源成像具有较好的性能,对数模型证据平均提高29.60%,解释方差平均提高19.12%。IBD患者与健康对照组的一系列异常脑区激活强度存在显著差异,其中一些是新发现的:胼胝体、屏状核、慢状核和舌回。此外,皮层源信号有效连通性分析结果显示,IBD患者额叶、中央区、左顶叶和右颞叶的信息流丢失,右侧舌回的信息流强度增强。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Exploring brain dysfunction in IBD: A study of EEG-fMRI source imaging based on empirical mode diagram decomposition.

Patients with inflammatory bowel disease (IBD) often suffer from mood disorders and cognitive decline, which has prompted research into abnormalities in emotional brain regions and their functional analysis. However, most IBD studies only focus on single-modality neuroimaging technologies. Due to a limited spatiotemporal resolution, it is unfeasible to fully explore deep brain source activities and accurately evaluate the brain functional connectivity. Therefore, we propose an electroencephalography (EEG)-functional magnetic resonance imaging (fMRI)source imaging method based on an empirical mode diagram decomposition (EMDD) and performed a synchronous EEG-fMRI source imaging analysis on 21 IBD patients and 11 healthy subjects. The high-frequency spatial components of the fMRI were extracted through EMDD as prior constraints and compared with the EEG source imaging based on the entire fMRI spatial prior. Then, the cortical source time series were reconstructed according to the Desikan-Killiany atlas for an effective connectivity analysis. The results showed that the EEG-fMRI source imaging based on EMDD had a better performance, with the average log model evidence increased by 29.60% and the average explained variance increased by 19.12%. There were significant differences in the activation intensity of a series of abnormal brain regions between IBD patients and healthy controls, some of which were newly discovered: the uncus, claustrum, lentiform nucleus, and lingual gyrus. Moreover, the findings from the effective connectivity analysis of cortical source signals revealed that IBD patients had information flow loss in the frontal lobes, central areas, left parietal lobe, and right temporal lobe, and the information flow intensity of the right lingual gyrus was enhanced.

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来源期刊
Mathematical Biosciences and Engineering
Mathematical Biosciences and Engineering 工程技术-数学跨学科应用
CiteScore
3.90
自引率
7.70%
发文量
586
审稿时长
>12 weeks
期刊介绍: Mathematical Biosciences and Engineering (MBE) is an interdisciplinary Open Access journal promoting cutting-edge research, technology transfer and knowledge translation about complex data and information processing. MBE publishes Research articles (long and original research); Communications (short and novel research); Expository papers; Technology Transfer and Knowledge Translation reports (description of new technologies and products); Announcements and Industrial Progress and News (announcements and even advertisement, including major conferences).
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