Department of Radiology, Drum Tower Hospital, Clinical College of Nanjing Medical University, Nanjing, China; Institute of Medical Imaging and Artificial Intelligence, Nanjing University, Nanjing, China; Medical Imaging Center, Affiliated Drum Tower Hospital, Medical School of Nanjing University, Nanjing, China.
Department of Radiology, The Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing, China; Institute of Medical Imaging and Artificial Intelligence, Nanjing University, Nanjing, China; Medical Imaging Center, Affiliated Drum Tower Hospital, Medical School of Nanjing University, Nanjing, China.
Neurobiol Aging. 2023 Jul;127:82-93. doi: 10.1016/j.neurobiolaging.2023.03.006. Epub 2023 Mar 10.
Brain dynamics and the associations with spatial navigation in individuals with subjective cognitive decline (SCD) remain unknown. In this study, a hidden Markov model (HMM) was inferred from resting-state functional magnetic resonance imaging data in a cohort of 80 SCD and 77 normal control (NC) participants. By HMM, 12 states with distinct brain activity were identified. The SCD group showed increased fractional occupancy in the states with less activated ventral default mode, posterior salience, and visuospatial networks, while decreased fractional occupancy in the state with general network activation. The SCD group also showed decreased probabilities of transition into and out of the state with general network activation, suggesting an inability to dynamically upregulate and downregulate brain network activity. Significant correlations between brain dynamics and spatial navigation were observed. The combined features of spatial navigation and brain dynamics showed an area under the curve of 0.854 in distinguishing between SCD and NC. The findings may provide exploratory evidence of the reconfiguration of brain network dynamics underlying spatial deficits in SCD.
大脑动力学及其与主观认知下降(SCD)个体空间导航的关联尚不清楚。在这项研究中,从 80 名 SCD 和 77 名正常对照组参与者的静息态功能磁共振成像数据中推断出隐马尔可夫模型(HMM)。通过 HMM,确定了具有不同大脑活动的 12 种状态。SCD 组在活动较少的腹侧默认模式、后突显和视空间网络状态下的分数占有率增加,而在一般网络激活状态下的分数占有率减少。SCD 组也表现出进入和退出一般网络激活状态的概率降低,表明其无法动态上调和下调大脑网络活动。观察到大脑动力学与空间导航之间存在显著相关性。空间导航和大脑动力学的综合特征在区分 SCD 和 NC 方面的曲线下面积为 0.854。这些发现可能为 SCD 中空间缺陷的大脑网络动力学重构提供了探索性证据。