The Role of Artificial Intelligence in Deciphering Diet-Disease Relationships: Case Studies.

IF 12.6 2区 医学 Q1 NUTRITION & DIETETICS
Yotam Cohen, Rafael Valdés-Mas, Eran Elinav
{"title":"The Role of Artificial Intelligence in Deciphering Diet-Disease Relationships: Case Studies.","authors":"Yotam Cohen,&nbsp;Rafael Valdés-Mas,&nbsp;Eran Elinav","doi":"10.1146/annurev-nutr-061121-090535","DOIUrl":null,"url":null,"abstract":"<p><p>Modernization of society from a rural, hunter-gatherer setting into an urban and industrial habitat, with the associated dietary changes, has led to an increased prevalence of cardiometabolic and additional noncommunicable diseases, such as cancer, inflammatory bowel disease, and neurodegenerative and autoimmune disorders. However, while dietary sciences have been rapidly evolving to meet these challenges, validation and translation of experimental results into clinical practice remain limited for multiple reasons, including inherent ethnic, gender, and cultural interindividual variability, among other methodological, dietary reporting-related, and analytical issues. Recently, large clinical cohorts with artificial intelligence analytics have introduced new precision and personalized nutrition concepts that enable one to successfully bridge these gaps in a real-life setting. In this review, we highlight selected examples of case studies at the intersection between diet-disease research and artificial intelligence. We discuss their potential and challenges and offer an outlook toward the transformation of dietary sciences into individualized clinical translation.</p>","PeriodicalId":8009,"journal":{"name":"Annual review of nutrition","volume":"43 ","pages":"225-250"},"PeriodicalIF":12.6000,"publicationDate":"2023-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Annual review of nutrition","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1146/annurev-nutr-061121-090535","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"NUTRITION & DIETETICS","Score":null,"Total":0}
引用次数: 1

Abstract

Modernization of society from a rural, hunter-gatherer setting into an urban and industrial habitat, with the associated dietary changes, has led to an increased prevalence of cardiometabolic and additional noncommunicable diseases, such as cancer, inflammatory bowel disease, and neurodegenerative and autoimmune disorders. However, while dietary sciences have been rapidly evolving to meet these challenges, validation and translation of experimental results into clinical practice remain limited for multiple reasons, including inherent ethnic, gender, and cultural interindividual variability, among other methodological, dietary reporting-related, and analytical issues. Recently, large clinical cohorts with artificial intelligence analytics have introduced new precision and personalized nutrition concepts that enable one to successfully bridge these gaps in a real-life setting. In this review, we highlight selected examples of case studies at the intersection between diet-disease research and artificial intelligence. We discuss their potential and challenges and offer an outlook toward the transformation of dietary sciences into individualized clinical translation.

人工智能在解读饮食与疾病关系中的作用:案例研究。
从农村、狩猎采集环境到城市和工业环境的社会现代化,以及相关的饮食变化,导致心脏代谢疾病和其他非传染性疾病(如癌症、炎症性肠病、神经退行性疾病和自身免疫性疾病)的患病率增加。然而,尽管饮食科学已经迅速发展以应对这些挑战,但由于多种原因,包括固有的种族、性别和文化个体间差异,以及其他方法学、饮食报告相关和分析问题,实验结果的验证和转化到临床实践中仍然有限。最近,人工智能分析的大型临床队列引入了新的精确和个性化营养概念,使人们能够在现实生活中成功地弥合这些差距。在这篇综述中,我们重点介绍了饮食疾病研究与人工智能交叉的案例研究。我们讨论了它们的潜力和挑战,并展望了将饮食科学转化为个性化临床翻译的前景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Annual review of nutrition
Annual review of nutrition 医学-营养学
CiteScore
15.80
自引率
0.00%
发文量
19
期刊介绍: Annual Review of Nutrition Publication History:In publication since 1981 Scope:Covers significant developments in the field of nutrition Topics Covered Include: Energy metabolism; Carbohydrates; Lipids; Proteins and amino acids; Vitamins; Minerals; Nutrient transport and function; Metabolic regulation; Nutritional genomics; Molecular and cell biology; Clinical nutrition; Comparative nutrition; Nutritional anthropology; Nutritional toxicology; Nutritional microbiology; Epidemiology; Public health nutrition
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信