使用双态马尔科夫链的阿尔茨海默病进展的随机模型
1Department of Nutrition, Case Western Reserve School of Medicine, Cleveland, Ohio, United States of America.
PloS one
|January 19, 2024
概括
这项研究在阿尔茨海默病模型中引入了随机性,揭示了随机分子事件显著改变了疾病进展动态,包括加速的神经元死亡和减缓蛋白质生产.
科学领域:
- 计算生物学是一种计算生物学.
- 神经科学是一个神经科学.
- 数学建模的数学建模
背景情况:
- 阿尔茨海默病 (AD) 进展的决定性模型存在,但缺乏分子随机性.
- 和弗里德曼的2016年模型使用了部分微分方程来描述AD的一般行为.
研究的目的:
- 通过结合随机性来扩展Hao和弗里德曼决定性模型.
- 研究分子和细胞随机性对阿尔茨海默病进展的影响.
主要方法:
- 模拟个体疾病进展事件作为随机马尔科夫过程.
- 扩展了先前存在的阿尔茨海默病决定性模型.
主要成果:
- 纳入随机性改变了关键病原体的平均动态.
- 神经元死亡的速度加快了.
- 和粉样β蛋白的产生减缓.
结论:
- 随机性显著影响阿尔茨海默病的进展动态.
- 不恒定的反应和时间步骤是AD的关键因素.
- 随机模型提供了对阿尔茨海默病进展的更细致的理解.
更多相关视频
06:52Fabrication of Amyloid-β-Secreting Alginate Microbeads for Use in Modelling Alzheimer's Disease
Published on: July 6, 2019
9.3K
09:45Motor and Hippocampal Dependent Spatial Learning and Reference Memory Assessment in a Transgenic Rat Model of Alzheimer's Disease with Stroke
Published on: March 22, 2016
10.3K
相关概念视频
Alzheimer's Disease: Overview
490
Alzheimer's Disease (AD) is a continually advancing neurodegenerative disorder, distinguished by escalating memory loss, cognitive dysfunction, and dementia. The disease unfolds in three stages: preclinical, mild cognitive impairment (MCI), and dementia. Its onset is insidious, and the progression gradual, with the cause not well explained by other disorders.
The clinical diagnosis of AD hinges on the presence of memory and other cognitive impairments. Biomarkers, such as changes in Aβ...
The clinical diagnosis of AD hinges on the presence of memory and other cognitive impairments. Biomarkers, such as changes in Aβ...
490
Alzheimer's Disease: Treatment
195
Alzheimer's Disease (AD), a neurodegenerative disorder, is pathologically identified by amyloid plaques and neurofibrillary tangles composed of tau protein. AD pharmacotherapy aims to manage cognitive symptoms, delay disease progression, and treat behavioral symptoms. The treatment is primarily symptomatic and palliative, with no definitive disease-modifying therapy available. Cholinesterase inhibitors, including donepezil (Aricept), rivastigmine (Exelon), and galantamine (Razadyne), are...
195
Amyloid Fibrils
9.5K
Amyloid fibrils are aggregates of misfolded proteins. Under most circumstances, misfolded proteins are either refolded by chaperone proteins or degraded by the proteasome. However, in the case of a mutation or a disease, these proteins can accumulate to form large clusters and often further assemble to form elongated fibers, called fibrils.
Amyloid deposits were observed as early as 1639 in the liver and the spleen. In 1854, Rudolph Virchow performed iodine staining,...
Amyloid deposits were observed as early as 1639 in the liver and the spleen. In 1854, Rudolph Virchow performed iodine staining,...
9.5K
