Omics biomarkers and an approach for their practical implementation to delineate health status for personalized nutrition strategies.
Biomarkers
diet
health
omics
personalized nutrition
Journal
Critical reviews in food science and nutrition
ISSN: 1549-7852
Titre abrégé: Crit Rev Food Sci Nutr
Pays: United States
ID NLM: 8914818
Informations de publication
Date de publication:
19 Apr 2023
19 Apr 2023
Historique:
medline:
20
4
2023
pubmed:
20
4
2023
entrez:
20
04
2023
Statut:
aheadofprint
Résumé
Personalized nutrition (PN) has gained much attention as a tool for empowerment of consumers to promote changes in dietary behavior, optimizing health status and preventing diet related diseases. Generalized implementation of PN faces different obstacles, one of the most relevant being metabolic characterization of the individual. Although omics technologies allow for assessment the dynamics of metabolism with unprecedented detail, its translatability as affordable and simple PN protocols is still difficult due to the complexity of metabolic regulation and to different technical and economical constrains. In this work, we propose a conceptual framework that considers the dysregulation of a few overarching processes, namely Carbohydrate metabolism, lipid metabolism, inflammation, oxidative stress and microbiota-derived metabolites, as the basis of the onset of several non-communicable diseases. These processes can be assessed and characterized by specific sets of proteomic, metabolomic and genetic markers that minimize operational constrains and maximize the information obtained at the individual level. Current machine learning and data analysis methodologies allow the development of algorithms to integrate omics and genetic markers. Reduction of dimensionality of variables facilitates the implementation of omics and genetic information in digital tools. This framework is exemplified by presenting the EU-Funded project PREVENTOMICS as a use case.
Identifiants
pubmed: 37077157
doi: 10.1080/10408398.2023.2198605
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM