衰老的消散理论:使用细胞衰老地图进行定量分析.
Farhan Khodaee1, Rohola Zandie2, Louis-Alexandre Leger2
1Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, USA. farhank@mit.edu.
npj aging
|October 9, 2025
概括
根据新的动态系统理论,衰老是生物系统中的消散过程. 一种计算方法使用机器学习和基因表达数据量化细胞衰老变化,创建细胞衰老地图.
科学领域:
- 动态系统理论 动态系统理论
- 计算生物学 计算生物学
- 基因组学就是基因组学.
背景情况:
- 衰老是一个复杂的生物过程,其特点是逐渐的功能衰退.
- 现有的衰老模型往往侧重于分子损伤或遗传因素.
- 动态系统视角为理解衰老动态提供了一个新的框架.
研究的目的:
- 提出基于动态系统的新衰老理论.
- 开发一种数据驱动的计算方法来量化细胞衰老.
- 研究衰老作为生物系统中的消散过程.
主要方法:
- 应用 ergodic 理论来分解衰老的动态.
- 利用基于变压器的机器学习算法来分析基因表达数据.
- 在机器学习模型中将年龄作为代币纳入,以分析基因和年龄嵌入.
主要成果:
- 衰老被描述为一个消散过程,类似于具有非保守力的物理系统.
- 通过评估基因和年龄嵌入动态,开发了细胞衰老地图 (CAM).
- 鉴定了基因嵌入空间在组织和细胞类型中的分歧,非线性过渡和变化的模式.
结论:
- 衰老可以被理解为生物系统中的一个基本的消散过程.
- 开发的计算框架可以在分子水平上精确测量与年龄相关的变化.
- 这项研究为研究衰老的生物学提供了新的视角和定量工具.
相关概念视频
Aging
600
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...
600
The Effect of Aging on Tissues
3.3K
Several body functions deteriorate with age. The external signs of aging are easily identifiable. For example, the skin becomes dry, less elastic, and thins out, forming wrinkles. The skin of the face begins to appear looser due to a decrease in the levels of elastic and collagen fibers in the connective tissue. Additionally, melanin production in the hair follicle decreases with age, resulting in gray hair. Moreover, the senses of sight and hearing decline, so glasses and hearing aids may...
3.3K
Mitochondria
19.6K
Mitochondria are eukaryotic cellular organelles that are known to produce energy through a process called oxidative phosphorylation. Besides their primary function, mitochondria are involved in various cellular processes, including cell growth, differentiation, signaling, metabolism, and senescence. Age-related changes cause a decline in mitochondrial quality and integrity due to increased mitochondrial mutations and oxidative damage. Thus, aging can severely impact mitochondrial functions,...
19.6K


