Bo Hu, Ying Yu, Xin-Wen Yu, Min-Hua Ni, Yan-Yan Cui, Xin-Yu Cao, Ai-Li Yang, Yu-Xin Jin, Sheng-Ru Liang, Si-Ning Li, Pan Dai, Ke Wu, Lin-Feng Yan, Bin Gao, Guang-Bin Cui
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Imaging biomarkers included structural and functional MRI features of the entorhinal cortex-hippocampus and hippocampus-anterior cingulate cortex pathways. We used a novel discriminative event-based model to determine the sequence that memory-related biomarkers appear abnormal and estimate the stage of memory decline.</p><p><strong>Results: </strong>T2D patients exhibited poorer memory, general cognitive function, and executive function compared to healthy controls after controlling age, sex, and education level. In the progression of T2D, functional interaction between brain regions showed abnormalities first, followed by memory tests, the cerebral spontaneous neural activity, and finally the gray matter volume. Besides, abnormalities appeared earlier in the entorhinal cortex than in the anterior cingulate cortex. 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引用次数: 0
摘要
背景:情景记忆衰退是2型糖尿病(T2D)的常见并发症。为了全面探索其背后的神经机制,我们旨在探索情节记忆相关行为和脑成像生物标志物在T2D进展中出现异常的顺序。方法:选取健康对照62例和T2D患者110例。采用California Verbal Learning Test、Montreal cognitive assessment和Stroop color word Test评估情景记忆、一般认知功能和执行功能。采用主成分分析提取行为生物标志物。成像生物标志物包括内嗅皮层-海马和海马-前扣带皮层通路的结构和功能MRI特征。我们使用了一种新的基于事件的判别模型来确定记忆相关生物标志物出现异常的顺序,并估计记忆衰退的阶段。结果:在控制了年龄、性别和受教育程度后,T2D患者表现出较差的记忆、一般认知功能和执行功能。在T2D的发展过程中,脑区间的功能相互作用首先出现异常,随后是记忆测试、大脑自发神经活动,最后是灰质体积。此外,内嗅皮质比前扣带皮质更早出现异常。老年T2D患者出现后期记忆衰退,并伴有较高的收缩压、餐后血糖和低密度脂蛋白。结论:在T2D中,情景记忆的行为和脑成像生物标志物出现了特定顺序的异常,记忆衰退的阶段与年龄和血管危险因素密切相关。临床试验注册:NCT02420470, ClinicalTrials.gov (https://www.Clinicaltrials: gov/)。
Sequence of episodic memory-related behavioral and brain-imaging abnormalities in type 2 diabetes.
Background: Episodic memory decline is a common complication of type 2 diabetes (T2D). To comprehensively explore the neural mechanisms underlying it, we aimed to explore the sequence that episodic memory-related behavioral and brain-imaging biomarkers appear abnormal in the progression of T2D.
Methods: We enrolled 62 healthy controls and 110 patients with T2D. The California Verbal Learning Test, Montreal cognitive assessment, and Stroop color word test was used to assess the episodic memory, general cognitive function, and executive function. Principal component analysis was applied to extract behavioral biomarkers. Imaging biomarkers included structural and functional MRI features of the entorhinal cortex-hippocampus and hippocampus-anterior cingulate cortex pathways. We used a novel discriminative event-based model to determine the sequence that memory-related biomarkers appear abnormal and estimate the stage of memory decline.
Results: T2D patients exhibited poorer memory, general cognitive function, and executive function compared to healthy controls after controlling age, sex, and education level. In the progression of T2D, functional interaction between brain regions showed abnormalities first, followed by memory tests, the cerebral spontaneous neural activity, and finally the gray matter volume. Besides, abnormalities appeared earlier in the entorhinal cortex than in the anterior cingulate cortex. Later stage of memory decline was distributed in older patients with T2D and was associated with higher systolic blood pressure, postprandial blood glucose, and low-density lipoprotein.
Conclusions: In T2D, behavioral and brain imaging biomarkers of episodic memory appear abnormal in a specific sequence, and the stage of memory decline was closely associated with old age and vascular risk factors.
期刊介绍:
Nutrition & Diabetes is a peer-reviewed, online, open access journal bringing to the fore outstanding research in the areas of nutrition and chronic disease, including diabetes, from the molecular to the population level.