预孕患者的营养:我们可以更精确吗?
1Department of Pediatrics, Division of Neonatology, University of Florida, Gainesville, Florida, USA.
Nestle Nutrition Institute workshop series
|November 25, 2024
概括
新生儿重症监护中的精准营养使用人工智能 (AI) 和机器学习 (ML) 来个性化婴儿养. 这超出了一般指导方针,以积极预防脆弱的早产婴儿的营养不良.
科学领域:
- 新生儿重症监护室新生儿重症监护室
- 营养科学 营养科学
- 生物医学信息学是生物医学信息学.
背景情况:
- 从历史上看,新生儿营养依赖于临床直觉,导致各种结果.
- 目前基于证据的指导方针虽然有助于改善护理,但由于基于人口的统计数据,经常无法解决个体早产婴儿的需求.
- 现有的营养不良评分系统提供反应性识别,而不是主动的营养指导.
研究的目的:
- 突出目前新生儿营养策略的局限性.
- 介绍基于精度的方法的潜力,以优化婴儿营养.
- 探索AI和ML在开发主动,个性化的营养干预措施中的作用.
主要方法:
- 历史和当前新生儿营养实践的审查.
- 讨论基于人口和基于评分的方法的局限性.
- 探索新兴的AI/ML技术,用于风险分层和机制研究.
主要成果:
- 目前的通用营养指南对异质的早产婴儿人口服务不够.
- 人工智能和机器学习为预测分析和风险分类提供了新的能力.
- 多原子集成可以阐明机械路径,并确定预防策略的生物标志物.
结论:
- 精准营养,由AI/ML提供动力,承诺通过启用主动的,个性化的营养策略来彻底改变新生儿重症监护.
- 这种方法超越了人口平均值,以满足每个早产婴儿的独特需求.
- 未来的研究应该专注于整合多组学和AI/ML来发现生物标志物和有针对性的预防干预措施.
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