大脑衰老模式在一个庞大而多样化的49482个人的队列中
Zhijian Yang1,2,3, Junhao Wen4, Guray Erus1
1Artificial Intelligence in Biomedical Imaging Laboratory (AIBIL), Center for and Data Science for Integrated Diagnostics (AI2D), Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Nature medicine
|August 15, 2024
概括
研究人员使用人工智能在超过49000个人中确定了五种不同的大脑衰老模式. 通过R指数测量这些模式,揭示了与生活方式和遗传学的联系,有助于早期发现疾病和个性化医疗.
科学领域:
- 神经科学是一个神经科学.
- 人工智能的人工智能
- 遗传学 遗传学是一种遗传学.
背景情况:
- 大脑衰老是一个复杂的过程,受到生活方式,环境,遗传学和病理学的影响.
- 神经成像和人工智能对于理解与年龄相关的神经解剖学变化至关重要.
- 大规模的人口研究揭示了大脑衰老模式及其潜在因素的异质性.
研究的目的:
- 使用深度表示学习方法阐明大脑衰老异质性.
- 为了识别和量化大脑缩的主导模式.
- 探索这些模式与各种风险因素之间的关联.
主要方法:
- 使用了超现实GAN,这是一个最先进的深度表示学习技术.
- 分析了来自11项不同研究的49,482个人的大量队列.
- 使用R指数量化了大脑缩的五种主要模式.
主要成果:
- 在整个队列中识别和量化了5种不同的脑缩模式 (R指数).
- 揭示了R指数与生物医学,生活方式和遗传因素之间的关联.
- 证明了基线R指数可以预测疾病进展和死亡率.
结论:
- 建立了一个维度方法来测量大脑衰老轨迹和相关变化.
- 建议R指数作为潜在的脑内基因因型,用于遗传和生活方式风险.
- 强调了R指数对精确诊断,个性化管理和临床试验招聘的前景.
更多相关视频
10:13Assessment of Age-related Changes in Cognitive Functions Using EmoCogMeter, a Novel Tablet-computer Based Approach
Published on: February 14, 2014
13.7K
08:29Symmetric Bihemispheric Postmortem Brain Cutting to Study Healthy and Pathological Brain Conditions in Humans
Published on: December 18, 2016
14.0K
相关概念视频
Cognitive Development During Adulthood
72
Cognitive development continues throughout adulthood, undergoing significant shifts across early, middle, and late stages. Individual transition occurs from adolescent idealism to pragmatic and adaptable thinking in early adulthood. During this period, individuals learn to integrate personal beliefs with the recognition that other perspectives are equally valid. Exposure to the complexities of modern society, diverse experiences, and higher education contribute to this adaptive thought process,...
72
Aging
40
Aging is a complex biological phenomenon influenced by various processes that affect cellular and systemic functions. Several prominent theories attempt to explain its mechanisms, highlighting cellular limitations, oxidative damage, and hormonal changes as central factors in aging.
Cellular Clock Theory
The cellular clock theory posits that the human lifespan is closely tied to the finite capacity of cells to divide, a phenomenon governed by telomeres, which are protective caps at the ends of...
Cellular Clock Theory
The cellular clock theory posits that the human lifespan is closely tied to the finite capacity of cells to divide, a phenomenon governed by telomeres, which are protective caps at the ends of...
40
Longitudinal Research
11.9K
Sometimes we want to see how people change over time, as in studies of human development and lifespan. When we test the same group of individuals repeatedly over an extended period of time, we are conducting longitudinal research. Longitudinal research is a research design in which data-gathering is administered repeatedly over an extended period of time. For example, we may survey a group of individuals about their dietary habits at age 20, retest them a decade later at age 30, and then again...
11.9K
Alzheimer's Disease: Overview
456
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...
456
