Palutla Anirudh, Seth Shivansh, Ashwin S S, Krishnan Marimuthu
Center for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad, India.
Cogn Neurodyn. 2024 Aug;18(4):1789-1797. doi: 10.1007/s11571-023-10033-5. Epub 2023 Dec 16.
Criticality, observed during second-order phase transitions, is an emergent phenomenon. The brain operates near criticality where complex systems exhibit high correlations. As a system approaches criticality, it develops "domain"-like regions with competing phases and increased spatio-temporal correlations that diverge. The dynamics of these domains depend on the system's proximity to criticality. This study explores the differences in the proximity to criticality of Alzheimer's-afflicted and cognitively normal brains through the use of a spin-lattice model derived from resting-state fMRI data and investigates the type of criticality found in the human brain - whether it is of the Ising class or something more complex. The temporal correlations in both groups display a stretched exponential nature, indicating closer alignment with the criticality of the spin-glass class rather than the Ising class. Longer relaxation times observed in cognitively normal subjects suggest increased proximity to the phase boundary. The weak distinction observed in the spatial characteristics related to proximity to criticality might once more point to a spin-glass scenario, necessitating nuanced order parameters to distinguish between phase-ordering in Alzheimer's and cognitively normal brains.
在二阶相变过程中观察到的临界性是一种涌现现象。大脑在临界状态附近运作,复杂系统在该状态下呈现出高度相关性。当一个系统接近临界状态时,它会发展出具有竞争相和增加的时空相关性的“区域”状区域,这些相关性会发散。这些区域的动力学取决于系统与临界状态的接近程度。本研究通过使用从静息态功能磁共振成像数据导出的自旋晶格模型,探索了患阿尔茨海默病的大脑和认知正常的大脑在接近临界状态方面的差异,并研究了人类大脑中发现的临界性类型——它是属于伊辛类还是更复杂的类型。两组的时间相关性都呈现出拉伸指数性质,表明与自旋玻璃类的临界性更接近,而非伊辛类。在认知正常的受试者中观察到的更长弛豫时间表明更接近相界。在与接近临界状态相关的空间特征中观察到的微弱差异可能再次指向自旋玻璃情形,这需要细致入微的序参量来区分阿尔茨海默病大脑和认知正常大脑中的相序。