# The mediating role of caffeine and biological age in the association between dietary index for gut microbiota and osteoporosis

**Authors:** Yaxiong Li, Hong Cao, Jingyuan Zhang

PMC · DOI: 10.3389/fnut.2025.1559674 · Frontiers in Nutrition · 2025-06-13

## TL;DR

A higher gut microbiota-friendly diet is linked to lower osteoporosis risk, partly explained by biological age and caffeine consumption.

## Contribution

This study identifies biological age and caffeine as mediators in the relationship between gut microbiota diet and osteoporosis.

## Key findings

- Higher DI-GM scores were associated with a 21.9% reduced risk of osteoporosis in the highest quartile.
- Phenotypic Age, Klemera-Doubal Method, and caffeine mediated 4.73%, 4.55%, and 20.33% of the association, respectively.
- Osteoporosis incidence was highest in women aged 60–79 years and lowest in Non-Hispanic Black individuals.

## Abstract

The Dietary Index for Gut Microbiota (DI-GM) is a novel metric developed to evaluate the diversity of intestinal microbiota. However, its relationship with osteoporosis remains uncertain.

This study utilized data from the National Health and Nutrition Examination Survey (NHANES) conducted between 2007 and 2018. The DI-GM score was derived from two 24-h dietary recall interviews, while bone mineral density (BMD) was measured using dual-energy X-ray absorptiometry (QDR 4500A). Osteopenia and osteoporosis were diagnosed according to the World Health Organization (WHO) criteria. Age-standardized incidence rates (ASIRs) were calculated through direct standardization to the 2,000 U. S. standard population. Additionally, the study employed multivariate logistic regression, restricted cubic spline (RCS) analysis, mediation analysis, and subgroup analysis to explore the data comprehensively.

Weighted logistic regression analysis revealed that higher DI-GM scores were significantly negatively associated with the risk of osteoporosis. Compared to the Q1 group, the Q4 group exhibited a significantly reduced risk of osteoporosis (OR = 0.781, 95% CI: 0.693–0.869). RCS curve analysis identified a nonlinear relationship between DI-GM and osteoporosis, with a critical inflection point at 3.9. Mediation analysis demonstrated that Phenotypic Age (PA), Klemera-Doubal Method (KDM) and caffeine mediated 4.73, 4.55, and 20.33% of the association between DI-GM and osteoporosis, respectively. Furthermore, age-standardized incidence rate analysis showed that the ASIR of osteoporosis was highest among women aged 60–79 years (65.09%). The ASIR for Non-Hispanic Black individuals was significantly lower compared to other racial groups.

Higher DI-GM scores were associated with a reduced risk of developing osteoporosis, with biological age and caffeine serving as mediators in this relationship.

## Linked entities

- **Chemicals:** caffeine (PubChem CID 2519)
- **Diseases:** osteoporosis (MONDO:0005298)

## Full-text entities

- **Diseases:** Osteopenia (MESH:D001851), osteoporosis (MESH:D010024)
- **Chemicals:** caffeine (MESH:D002110)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

52 references — full list in the complete paper: https://tomesphere.com/paper/PMC12202400/full.md

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Source: https://tomesphere.com/paper/PMC12202400