人工智能驱动的个性化营养:整合Omics,伦理和数字健康
Celin Mundt1, Büşra Yusufoğlu2, Daniel Kudenko3
1Department of Molecular Food Chemistry and Food Development, Institute of Food and One Health, Gottfried Wilhelm Leibniz University Hannover, Hannover, Germany.
Molecular nutrition & food research
|October 30, 2025
概括
人工智能 (AI) 通过分析复杂的健康数据来增强个性化营养 (PN) 以用于慢性疾病管理. 这种方法扩展了传统的策略,整合了微生物组和奥米克数据,用于定制的饮食干预措施.
科学领域:
- 综合生物学和计算健康科学.
- 人工智能在营养科学和慢性疾病管理中的应用.
背景情况:
- 个性化营养 (PN) 旨在通过个人遗传,代谢和生活方式数据来预防和管理慢性疾病.
- 人工智能 (AI) 对于分析肥胖,糖尿病和心血管疾病等疾病的大型多组数据集至关重要.
研究的目的:
- 分析人工智能驱动的个性化营养研究的全球趋势和范围.
- 评估人工智能,微生物组数据和omics在扩大传统营养策略中的整合.
- 确定挑战,并提出解决方案,用于AI在PN的临床应用.
主要方法:
- 基于人工智能的个性化营养研究的文献分析分析.
- 对基于微生物组的饮食干预和肥胖管理中人工智能模型应用的审查.
- 在个性化干预中检查数字双胞胎和健康知识图.
主要成果:
- 全球基于人工智能的PN研究显著增加,由数字健康趋势和COVID-19大流行加速.
- 人工智能模型在指导基于微生物组的干预和支持肥胖管理方面表现出有效性.
- 通过机器学习扩展传统的营养策略,微生物组和omics集成.
结论:
- 人工智能有可能改变营养科学,为个人和社会健康提供预测性,适应性和基于伦理的方法.
- 通过各种数据集,可解释的人工智能和验证协议来解决算法偏差,概括性和数据隐私等挑战至关重要.
- 标准化的多中心验证是必要的,以将AI支持的PN转化为临床适用的框架.
相关概念视频
01:29Issues And Trends In Healthcare Delivery System
6.1K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
6.1K
02:50Combination Therapies and Personalized Medicine
5.9K
Combining two or more treatment methods increases the life span of cancer patients while reducing damage to vital organs or tissue from the overuse of a single treatment. Combination therapy also targets different cancer-inducing pathways, thus reducing the chances of developing resistance to treatment.
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
5.9K
02:02Genomics
39.6K
Genomics is the science of genomes: it is the study of all the genetic material of an organism. In humans, the genome consists of information carried in 23 pairs of chromosomes in the nucleus, as well as mitochondrial DNA. In genomics, both coding and non-coding DNA is sequenced and analyzed. Genomics allows a better understanding of all living things, their evolution, and their diversity. It has a myriad of uses: for example, to build phylogenetic trees, to improve productivity and...
39.6K
01:22Ethics and Bioethics
2.7K
Ethics is a philosophical study of moral actions. Ethics attempts to determine what is valuable for individuals and society. It examines the rational justification of moral judgments and analyzes what is morally just, fair, and right. Bioethics is a sub-discipline of applied ethics that analyzes the philosophical, social, and legal issues in life sciences and medicine. Ethical theories serve as a foundation for decision-making and represent the viewpoints from which people seek direction. They...
2.7K
01:19Purpose of Health Records II
1.4K
Health records serve various essential purposes in the healthcare system. Here are some key purposes:
1.4K
01:30Health Information Technology and Healthcare Information System
3.3K
Health Information Technology (HIT)
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
3.3K