机器学习模型用于预测健康个体的年龄,使用与年龄相关的肠道微生物和尿液代谢物
Seung-Ho Seo1, Chang-Su Na2, Seong-Eun Park3
1Research & Development Team, Sonlab Inc, Seoul, Republic of Korea.
Gut microbes
|June 23, 2023
概括
肠道微生物和尿液代谢物的与年龄相关的变化可以预测一个人的年龄. 这项研究发现,结合肠道微生物群和尿液代谢物数据,改善了健康个体的年龄预测准确度.
科学领域:
- 微生物学 微生物学
- 代谢学 代谢学 代谢学
- 老年学是一门学科.
- 生物信息学是一种生物信息学.
背景情况:
- 肠道微生物群和代谢资料经历与年龄相关的变化.
- 了解这些变化对于评估生物年龄至关重要.
研究的目的:
- 调查肠道微生物群和尿液代谢物的与年龄相关的差异.
- 利用这些生物标记物开发精确的年龄预测模型.
主要方法:
- 在568名健康个体的样本上使用了metataxonomics和 metabolomics.
- 机器学习算法,特别是极端梯度提升 (XGBoost),被用于年龄预测.
主要成果:
- 观察到便微生物群丰富性,均性和属丰富性的与年龄相关的显著变化.
- 17种尿液代谢物在年轻人和年长人群之间显示出显著的差异.
- 肠道微生物如*Bacteroides*和*Prevotella*与特定的尿液代谢产物相关联.
- 结合肠道微生物群和尿液代谢物的XGBoost模型实现了年龄预测的平均绝对误差为4.93年.
结论:
- 肠道微生物群组成和尿液代谢概况作为健康成年人的年龄预测的可靠生物标志物.
- 整合多学科数据可以提高生物年龄估计的准确性.
相关概念视频
Anatomy of the Intestines
Although digestion of proteins, carbohydrates, and lipids may begin in the stomach, it is completed in the intestine. The absorption of nutrients, water, and electrolytes from food and drink also occurs in the intestine. The intestines can be divided into two structurally distinct organs—the small and large intestines.
Small Intestines
The small intestine is an ~7 meter-long tube with an inner diameter of just 2.5 cm. Since most nutrients are absorbed here, the inner lining of the small...
Small Intestines
The small intestine is an ~7 meter-long tube with an inner diameter of just 2.5 cm. Since most nutrients are absorbed here, the inner lining of the small...
Introduction to the Human Microbiota
Microorganisms colonize various regions of the human body, including the mouth, nasal passages, throat, stomach, intestines, urogenital tract, and skin. The total number of microbial cells is estimated to range from 10¹³ to 10¹⁴—comparable to, or exceeding, the number of human somatic cells. This host–microbiome relationship has led to the conceptualization of humans as supraorganisms, wherein microbial communities perform vital roles in development, immunity, and disease...
Development of Human Microbiota
The human microbiota begins developing at birth and undergoes continual change as we age. Infancy marks a critical period of microbial sensitivity, offering a “window of opportunity” during which beneficial microbes help mature the immune system. By age three, children typically develop a more stable and diverse microbial community. Newborns acquire microbes from their immediate environment; vaginal delivery favors maternal vaginal microbes, while cesarean births favor microbes from the skin...


