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基于 F-FDG PET 脑持久同调网络研究痴呆不同阶段多巴胺能和胆碱能网络代谢连接中断

Disrupted metabolic connectivity in dopaminergic and cholinergic networks at different stages of dementia from F-FDG PET brain persistent homology network.

机构信息

Department of Radiology, Taipei Veterans General Hospital, No. 201, Sec. 2, Shipai Rd., Beitou District, Taipei, 11217, Taiwan.

Department of Nuclear Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.

出版信息

Sci Rep. 2021 Mar 8;11(1):5396. doi: 10.1038/s41598-021-84722-8.

DOI:10.1038/s41598-021-84722-8
PMID:33686089
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7940645/
Abstract

Dementia is related to the cellular accumulation of β-amyloid plaques, tau aggregates, or α-synuclein aggregates, or to neurotransmitter deficiencies in the dopaminergic and cholinergic pathways. Cellular and neurochemical changes are both involved in dementia pathology. However, the role of dopaminergic and cholinergic networks in metabolic connectivity at different stages of dementia remains unclear. The altered network organisation of the human brain characteristic of many neuropsychiatric and neurodegenerative disorders can be detected using persistent homology network (PHN) analysis and algebraic topology. We used F-fluorodeoxyglucose positron emission tomography (F-FDG PET) imaging data to construct dopaminergic and cholinergic metabolism networks, and used PHN analysis to track the evolution of these networks in patients with different stages of dementia. The sums of the network distances revealed significant differences between the network connectivity evident in the Alzheimer's disease and mild cognitive impairment cohorts. A larger distance between brain regions can indicate poorer efficiency in the integration of information. PHN analysis revealed the structural properties of and changes in the dopaminergic and cholinergic metabolism networks in patients with different stages of dementia at a range of thresholds. This method was thus able to identify dysregulation of dopaminergic and cholinergic networks in the pathology of dementia.

摘要

痴呆症与β-淀粉样斑块、tau 聚集体或α-突触核蛋白聚集体的细胞积累有关,或与多巴胺能和胆碱能通路中的神经递质缺乏有关。细胞和神经化学变化都与痴呆症的病理学有关。然而,多巴胺能和胆碱能网络在痴呆症不同阶段代谢连接中的作用仍不清楚。使用持久同调网络(PHN)分析和代数拓扑可以检测到许多神经精神和神经退行性疾病中特征性的多巴胺能和胆碱能网络的改变。我们使用 F-氟脱氧葡萄糖正电子发射断层扫描(F-FDG PET)成像数据构建多巴胺能和胆碱能代谢网络,并使用 PHN 分析来跟踪这些网络在不同痴呆症阶段患者中的演变。网络距离的总和揭示了阿尔茨海默病和轻度认知障碍队列中明显的网络连通性之间的差异。大脑区域之间的距离越大,信息整合的效率可能越差。PHN 分析在不同的阈值范围内揭示了不同痴呆症阶段患者多巴胺能和胆碱能代谢网络的结构特性和变化。因此,这种方法能够识别痴呆症病理中多巴胺能和胆碱能网络的失调。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d999/7940645/7025f41d3d4a/41598_2021_84722_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d999/7940645/aaf28d944224/41598_2021_84722_Fig1_HTML.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d999/7940645/64a0222dd893/41598_2021_84722_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d999/7940645/7025f41d3d4a/41598_2021_84722_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d999/7940645/aaf28d944224/41598_2021_84722_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d999/7940645/be1a869250f7/41598_2021_84722_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d999/7940645/3f8baa27f4cd/41598_2021_84722_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d999/7940645/64a0222dd893/41598_2021_84722_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d999/7940645/7025f41d3d4a/41598_2021_84722_Fig5_HTML.jpg

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