# Metabolites and proteins may mediate the relationship between diet quality and insulin sensitivity in young adult cohort

**Authors:** Elizabeth Costello, Jesse A. Goodrich, Brittney O. Baumert, Shiwen Li, Shudi Pan, William B. Patterson, Douglas I. Walker, Sarah Rock, Frank D. Gilliland, Michael I. Goran, Max T. Aung, Sandrah P. Eckel, Tanya L. Alderete, Zhanghua Chen, David V. Conti, Lida Chatzi

PMC · DOI: 10.1007/s40200-026-01918-3 · Journal of Diabetes and Metabolic Disorders · 2026-02-26

## TL;DR

This study finds that certain metabolites and proteins may explain how diet quality affects insulin sensitivity in young adults.

## Contribution

The study identifies specific metabolites and proteins that mediate the relationship between diet quality and insulin sensitivity.

## Key findings

- Each point increase in HEI was associated with a 0.051 point increase in Matsuda Index.
- Four potential mediators were identified: three metabolites and one protein, each mediating 35-43% of the total effect.

## Abstract

Poor diet quality is a known risk factor for type 2 diabetes and related outcomes, including declines in insulin sensitivity. Biological changes that occur in response to diet may explain this relationship.

This study was conducted in a cohort of young adults (the MetaAIR study, n = 77, 52% female, 57% Hispanic). High dimensional mediation analyses (HIMA) were performed to identity potential metabolite, protein, and miRNA mediators of the relationship between the Healthy Eating Index-2015 (HEI) and insulin sensitivity (Matsuda Index) over a four year follow up period. Features identified by HIMA and significant after correction for multiple comparisons (q < 0.05) were assessed using causal mediation analyses. The indirect effects and proportion mediated by each feature were calculated independently.

Each point increase in HEI was associated with a 0.051 (95% CI:0.004, 0.098) point increase in Matsuda Index. Four potential mediators were identified using HIMA: three metabolites (5Z,8Z,11Z-eicosatrienoic acid, pipecolic acid, and biotin), and one protein (F9). Each of these features exhibited a positive indirect effect and independently mediated between 35 and 43% of the total effect. No miRNAs were selected as potential mediators.

These findings suggest that specific metabolites and proteins may mediate the association between diet and diabetes-related outcomes such as declines in insulin sensitivity, likely through pathways related to inflammation. F9, biotin, pipecolic acid, and 5Z,8Z,11Z-eicosatrienoic acid may be potential targets for monitoring efforts for diet adherence or disease prevention.

The online version contains supplementary material available at 10.1007/s40200-026-01918-3.

## Linked entities

- **Proteins:** F9 (coagulation factor IX)
- **Chemicals:** 5Z,8Z,11Z-eicosatrienoic acid (PubChem CID 4028), pipecolic acid (PubChem CID 849), biotin (PubChem CID 171548)
- **Diseases:** type 2 diabetes (MONDO:0005148)

## Full-text entities

- **Genes:** INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, F9 (coagulation factor IX) [NCBI Gene 2158] {aka F9 p22, FIX, HEMB, P19, PTC, THPH8}
- **Diseases:** platelet aggregation (MESH:D001791), inflammation (MESH:D007249), essential fatty acid (EFA) deficiency (MESH:D008067), Diabetes (MESH:D003920), cancer (MESH:D009369), prediabetes (MESH:D011236), Obesity (MESH:D009765), overweight (MESH:D050177), metabolic disease (MESH:D008659), HEI (MESH:D000088102), hyperinsulinemia (MESH:D006946), insulin insensitivity (MESH:D007333), Digestive and Kidney Disorders (MESH:D007674), type 1 or type 2 diabetes (MESH:D003924), glucose intolerance (MESH:D018149)
- **Chemicals:** sugar (MESH:D000073893), Biotin (MESH:D001710), EFAs (-), sodium (MESH:D012964), indoxyl sulfate (MESH:D007200), polyunsaturated fatty acid (MESH:D005231), amino acid (MESH:D000596), Pipecolic acid (MESH:C031345), fatty acids (MESH:D005227), 5Z, 8Z, 11Z-eicosatrienoic acid (MESH:C010944), Glucose (MESH:D005947)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

2 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12946319/full.md

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Source: https://tomesphere.com/paper/PMC12946319