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基于排列模糊熵的双相障碍功能磁共振信号复杂度分析。

Analysis of functional MRI signal complexity based on permutation fuzzy entropy in bipolar disorder.

机构信息

College of Information and Computer, Taiyuan University of Technology, Taiyuan, Shanxi, China.

出版信息

Neuroreport. 2021 Apr 7;32(6):465-471. doi: 10.1097/WNR.0000000000001617.

Abstract

Bipolar disorder is a manifestation of an emotional disease and is associated with emotional and cognitive dysfunction. The entropy-based method has been widely used to study the complexity of resting-state functional MRI (rs-fMRI) signals in mental diseases; however, alterations in the brain rs-fMRI signal complexities in bipolar disorder patients remain unclear, and previously used entropy methods are sensitive to noise. Here, we performed a work using permutation fuzzy entropy (PFEN), which has better performance than previously used methods, to analyze the brain complexity of bipolar disorder patients. Based on PFEN research, we obtained brain entropy maps of 49 bipolar disorder patients and 49 normal control, extracted the regions of interest to analyze the complexity of abnormal brain regions and further analyzed the correlation between the PFEN values of abnormal brain regions and the clinical measurement scores. Compared with the values in the normal control group, we found that significantly increased PFEN values mainly appeared in the middle temporal gyrus, angular gyrus, superior occipital gyrus and medial superior frontal gyrus, and the decreased PFEN values were found in the inferior temporal gyrus in bipolar disorder patients. In addition, the PFEN values of the angular gyrus was significantly negatively correlated with clinical scores. These findings improve our understanding of the pathophysiology of bipolar disorder patients.

摘要

双相情感障碍是一种情绪疾病的表现,与情绪和认知功能障碍有关。基于熵的方法已被广泛用于研究精神疾病静息态功能磁共振成像(rs-fMRI)信号的复杂性;然而,双相情感障碍患者大脑 rs-fMRI 信号复杂性的变化尚不清楚,并且之前使用的熵方法对噪声敏感。在这里,我们使用排列模糊熵(PFEN)进行了一项工作,该方法比之前使用的方法具有更好的性能,用于分析双相情感障碍患者的大脑复杂性。基于 PFEN 研究,我们获得了 49 名双相情感障碍患者和 49 名正常对照组的大脑熵图,提取了感兴趣区域以分析异常脑区的复杂性,并进一步分析了异常脑区的 PFEN 值与临床测量评分之间的相关性。与正常对照组相比,我们发现双相情感障碍患者的 PFEN 值显著增加主要出现在颞中回、角回、顶上回和内侧额上回,颞下回的 PFEN 值降低。此外,角回的 PFEN 值与临床评分呈显著负相关。这些发现提高了我们对双相情感障碍患者病理生理学的理解。

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