bioRxivSystems BiologyPreprint
Unraveling the Link between Nutrition and Metabolic Syndrome Risk through In Silico Dietary Interventions
Abstract
BackgroundMetabolic Syndrome (MetS) is a cluster of metabolic disorders that substantially increases the risk of chronic metabolic diseases. Diet is known to play a crucial role in the progression of MetS, yet a mechanistic understanding of its impact on MetS risk remains elusive. MethodsTo address this gap, we conducted a rigorous in silico diet intervention study by leveraging organ-resolved sex-specific whole-body models of metabolism. These models were utilized to computationally evaluate the effect of 12 diverse dietary regimens on key MetS biomarkers--glucose, triacylglycerol (TAG), LDL-C, and HDL-C--and fatty acid beta-oxidation in both males and females. ResultsOur analyses elucidated molecular mechanisms underlying the link between conventionally unhealthy diets and elevated MetS risk. Specifically, a typical Unhealthy diet indicated elevated TAG storage in the adipocytes and increased LDL-C to HDL-C ratios across both genders. Conversely, healthier dietary patterns like the Mediterranean and Vegan diets promoted favorable profiles for these biomarkers. Beyond substantiating these known dietary impacts, our analysis also revealed non-intuitive responses to diet. Notably, plant-based (Vegan and Vegetarian) diets induced elevated fatty acid oxidation compared to high-fat regimens like the Ketogenic diet, suggesting their potential in mitigating MetS risk. Pronounced gender differences in metabolic responses to diets were also observed, highlighting the need for gender-tailored dietary recommendations. Organ-specific dietary responses and their contributions to MetS biomarkers were also delineated, pinpointing the liver and lungs as major regulators of blood glucose homeostasis. ConclusionsThis study contributes to a deeper understanding of the intricate interactions between diet and MetS risk.
- Citations
- 0
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Insulin resistance modifies longitudinal multi-omics responses to habitual diet
Heyjun Park, Xiaotao Shen, … Michael P. Snyder·bioRxiv·Feb 18, 2026
- Modelling sex-specific whole-body metabolic responses to feeding and fasting
Stéphanie M. C. Abo, Anita T. Layton·bioRxiv·Apr 29, 2024
- The Role of Macronutrient Composition in Semipurified Diets in Shaping Distinct Obesity Phenotypes: Evidence for Hepatic Oxidative Stress Involvement
Pedro Rocha Tenório, Gabriel Smolak Sobieski e Silva, … Fábio Goulart de Andrade·bioRxiv·Jul 17, 2025
- The propensity of fructose to induce metabolic dysfunction is dependent on the baseline diet, length of the dietary exposure, and sex of the mice.
Taghreed Fadhul, Se‐Hyung Park, … Samir Softic·bioRxiv·Nov 26, 2024
- Sexually dimorphic role of diet and stress on behavior, energy metabolism, and the ventromedial hypothalamus
Sanutha Shetty, Samuel J. Duesman, … Abha Karki Rajbhandari·bioRxiv·Nov 17, 2023
- Systems analysis of metabolic responses to a mixed meal test in an obese cohort reveals links between tissue metabolism and the gut microbiota
Peishun Li, Boyang Ji, … Jens Nielsen·bioRxiv·Apr 26, 2022