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相关概念视频

Alzheimer's Disease: Overview01:26

Alzheimer's Disease: Overview

1.7K
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...
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Alzheimer's Disease: Treatment01:22

Alzheimer's Disease: Treatment

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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...
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Alzheimer Disease l: Introduction01:29

Alzheimer Disease l: Introduction

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Alzheimer disease is a chronic, progressive, and irreversible neurodegenerative disorder and the most common cause of dementia in older adults. It leads to gradual neuronal loss, causing cognitive decline, behavioral changes, and loss of functional independence.Risk Factors and EtiologyThe disease is multifactorial. Age is the strongest risk factor, with prevalence doubling every 5 years after age 65. Genetic factors include mutations in genes such as APP, PSEN1, and PSEN2, which are associated...
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Dementia l: Introduction01:22

Dementia l: Introduction

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Dementia is an acquired, progressive syndrome characterized by a decline in multiple cognitive domains severe enough to impair daily functioning and reduce independence. Although memory loss is a central feature, the diagnosis requires additional deficits involving language, executive function, visuospatial skills, judgment, calculation, or abstract reasoning. These cognitive impairments reflect underlying neurodegenerative or vascular processes that gradually disrupt neuronal networks...
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相关实验视频

Updated: Apr 28, 2026

Diffusion Tensor Magnetic Resonance Imaging in the Analysis of Neurodegenerative Diseases
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Diffusion Tensor Magnetic Resonance Imaging in the Analysis of Neurodegenerative Diseases

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用于阿尔茨海默病的张量完成从扩散张量成像的预测.

Yixin Gou, Yipeng Liu, Fei He

    IEEE transactions on bio-medical engineering
    |February 13, 2024
    PubMed
    概括

    这项研究引入了一种新的张量完成方法,使用认知分数来预测阿尔茨海默病的进展. 这种方法有效地捕捉得分结构,优于现有的方法来更好地诊断疾病.

    科学领域:

    • 神经科学是一个神经科学.
    • 医学成像分析 医学成像分析
    • 机器学习 机器学习

    背景情况:

    • 阿尔茨海默病 (AD) 是一种进展性神经退行性疾病.
    • 准确预测AD进展对于患者管理至关重要.
    • 现有的方法往往忽略了认知得分中的结构信息.

    研究的目的:

    • 提出一种用于预测阿尔茨海默病进展的新方法.
    • 利用认知分数的固有结构来改善预测.
    • 为了解决当前预测模型的局限性.

    主要方法:

    • 开发了一个关系意识的张量完成多任务学习 (RATC-MTL) 方法.
    • 代表认知分数作为第三阶张量来保存全球结构.
    • 带有线性回归的集成张量完成以模拟得分相关性和生物特征.

    主要成果:

    • 与单任务和最先进的多任务算法相比,提议的RATC-MTL方法在预测认知得分方面取得了更好的表现.
    • 该方法在分类阿尔茨海默病进展方面表现最好.
    • 结果证实了该框架在利用全球认知分数结构方面的有效性.

    更多相关视频

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    Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches
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    Measuring Connectivity in the Primary Visual Pathway in Human Albinism Using Diffusion Tensor Imaging and Tractography
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    Measuring Connectivity in the Primary Visual Pathway in Human Albinism Using Diffusion Tensor Imaging and Tractography

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    Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches
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    结论:

    • 开发的框架有效地探索了认知得分中的全球结构信息.
    • 张量完成为疾病诊断提供了一种新的方法,特别是在数据稀缺的情况下.
    • 这种方法提高了预测阿尔茨海默病进展的可能性.