血蛋白质组中的器官特异性衰老预测疾病
Michael R Duggan1, Keenan A Walker1
1Laboratory of Behavioral Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA.
Trends in molecular medicine
|February 1, 2024
概括
研究人员使用血蛋白和机器学习确定了11个器官特定的衰老得分. 这些得分预测了阿尔茨海默氏症和心力衰竭等疾病的风险,为衰老和疾病提供了新的见解.
科学领域:
- 生物标志物 生物标志物
- 老年学是指老年学的学科.
- 计算生物学 计算生物学
背景情况:
- 衰老是一个复杂的过程,与疾病风险增加有关.
- 识别器官特定衰老的可靠生物标志物对于预测健康结果至关重要.
- 之前的研究已经探索了衰老标志物,但缺乏器官特定的分辨率.
研究的目的:
- 开发和验证特定器官的衰老得分.
- 调查这些得分与特定器官疾病和死亡风险之间的关联.
- 为老龄化研究利用多学科数据和机器学习.
主要方法:
- 利用来自多个队伍的4979个血蛋白的大数据集.
- 综合公开可用的基因表达数据.
- 应用机器学习模型来识别和推导11个器官特定的衰老得分.
主要成果:
- 确定了11个不同的器官特定衰老得分.
- 证明了这些分数与心力衰竭,认知衰退和阿尔茨海默病等疾病的风险之间的重要联系.
- 确定了与年龄相关疾病的血蛋白衍生衰老得分的预测能力.
结论:
- 血蛋白质配置文件可以有效地捕捉器官特定的衰老过程.
- 器官特定的衰老得分作为疾病和死亡风险的有价值的预测指标.
- 这种方法为了解和潜在地干预与年龄有关的疾病提供了一个新的框架.
更多相关视频
相关概念视频
Aging
51
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...
51
Bone Disorders
3.5K
Aging and its effect on bone remodeling is the most common cause of bone disorders. In young and healthy people, bone deposition and resorption happen at an equal rate to maintain optimal bone health.
Bone deposition is also affected by the levels of sex hormones like estrogen and testosterone that promote osteoblast activity and bone matrix synthesis. When the level of these hormones decreases due to aging, it causes a reduction in bone deposition. As a result, bone resorption by osteoclasts...
Bone deposition is also affected by the levels of sex hormones like estrogen and testosterone that promote osteoblast activity and bone matrix synthesis. When the level of these hormones decreases due to aging, it causes a reduction in bone deposition. As a result, bone resorption by osteoclasts...
3.5K
Mitochondria
12.6K
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,...
12.6K
The Proteasome
8.7K
Eukaryotic cells can degrade proteins through several pathways. One of the most important amongst these is the ubiquitin-proteasome pathway. It helps the cell eliminate the misfolded, damaged, or unwarranted cytoplasmic proteins in a highly specific manner.
In this pathway, the target proteins are first tagged with small proteins called ubiquitin. A series of enzymes carry out the ubiquitination of the target proteins - E1 (ubiquitin-activating enzyme), E2 (ubiquitin-conjugating enzyme), and E3...
In this pathway, the target proteins are first tagged with small proteins called ubiquitin. A series of enzymes carry out the ubiquitination of the target proteins - E1 (ubiquitin-activating enzyme), E2 (ubiquitin-conjugating enzyme), and E3...
8.7K
Proteomics
7.3K
A proteome is the entire set of proteins that a cell type produces. We can study proteomes using the knowledge of genomes because genes code for mRNAs, and the mRNAs encode proteins. Although mRNA analysis is a step in the right direction, not all mRNAs are translated into proteins.
Proteomics is the study of proteomes' function. It involves the large-scale systematic study of the proteome to denote the protein complement expressed by a genome. Scientist Mark Wilkins coined the term...
Proteomics is the study of proteomes' function. It involves the large-scale systematic study of the proteome to denote the protein complement expressed by a genome. Scientist Mark Wilkins coined the term...
7.3K
The Effect of Aging on Tissues
2.1K
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...
2.1K


