Zhou Fuqing, Zhuo Zhizheng, Wu Lin, Li Yuxin, Zhang Ningnannan, Han Xuemei, Zeng Chun, Wang Lei, Chen Xiaoya, Huang Muhua, Zhu Yanyan, Li Haiqing, Cao Guanmei, Sun Jie, Li Yongmei, Duan Yunyun
Department of Radiology, The First Affiliated Hospital, Nanchang University, Nanchang, 330006, Jiangxi Province, China.
Department of Radiology, Beijing Tiantan Hospital, Capital Medical University, Beijing, 100070, China.
Radiol Med. 2025 Mar;130(3):286-295. doi: 10.1007/s11547-024-01925-5. Epub 2025 Jan 7.
Functional plasticity has been demonstrated in multiple sclerosis (MS) studies. However, the intrinsic brain activity complexity alterations remain unclear. Here, using a coarse-graining time-series procedure algorithm, we obtained multiscale entropy (MSE) from a retrospective multi-centre dataset (208 relapsing-remitting MS patients and 228 healthy controls). By linear mixed model analysis, we demonstrated (1) increased entropy at scale 1 and decreased entropy at scale 6, indicating that regional brain activity shifted towards randomness in the stable MS subgroups (n = 159), and (2) decreased entropy across scales 1-6, trending towards regularity in the acute MS subgroups (n = 49). The main results of the correlation analysis included the following: (1) Decreased entropy was associated with lesion volume and brain volume specifically on longer time scales (scale 3-5), and (2) increased entropy of scale 3 was associated with clinical disability scores. These findings reflect the critical role of structural disruption in the brain activity complexity of BOLD signals in MS patients.
功能可塑性已在多发性硬化症(MS)研究中得到证实。然而,大脑内在活动复杂性的改变仍不清楚。在此,我们使用一种粗粒化时间序列程序算法,从一个回顾性多中心数据集(208例复发缓解型MS患者和228例健康对照)中获得了多尺度熵(MSE)。通过线性混合模型分析,我们证明:(1)在稳定的MS亚组(n = 159)中,尺度1的熵增加而尺度6的熵降低,表明区域脑活动向随机性转变;(2)在急性MS亚组(n = 49)中,尺度1 - 6的熵降低,趋向于规律性。相关分析的主要结果如下:(1)熵降低与病变体积和脑体积相关,特别是在较长时间尺度(尺度3 - 5)上;(2)尺度3的熵增加与临床残疾评分相关。这些发现反映了结构破坏在MS患者脑血流动力学信号(BOLD)脑活动复杂性中的关键作用。