# Metabolic factors are not the direct mediators of the association between type 2 diabetes and osteoporosis

**Authors:** Qifan Yang, Xinyu Wang, Yanwei Liu, Jing Liu, Dong Zhu

PMC · DOI: 10.3389/fendo.2024.1404747 · Frontiers in Endocrinology · 2024-07-25

## TL;DR

This study finds a strong link between type 2 diabetes and osteoporosis, but metabolic factors like obesity traits do not directly explain this connection.

## Contribution

The study reveals a direct causal link between type 2 diabetes and osteoporosis that is not mediated by common metabolic risk factors.

## Key findings

- There is a strong causal relationship between type 2 diabetes and osteoporosis with odds ratio > 1.5.
- Adjusting for BMI, waist circumference, and waist-to-hip ratio does not change the direction of the causal relationship.
- No metabolic or inflammatory factors mediate the link between type 2 diabetes and osteoporosis.

## Abstract

The causal relationship between type 2 diabetes mellitus (T2DM) and osteoporosis (OS) remains unclear. This study aims to investigate the causal relationship and explore the potential metabolic mechanism and its mediating role.

We conducted a comprehensive study, gathering data on 490,089 T2DM patients from the genome-wide association study (GWAS) database and selecting OS data from FinnGen and MRC-IEU sources, including 212,778 and 463,010 patients, respectively, for causal analysis. Simultaneously, we explored the potential roles of three obesity traits and 30 metabolic and inflammation-related mediating variables in the causal relationship.

There is a strong causal relationship between T2DM and OS. The data from our two different database sources appeared in the same direction, but after correcting for body mass index (BMI), waist circumference (WC), and waist-to-hip ratio (WHR), the direction became the same. T2DM may increase the risk of OS [odds ratio (OR) > 1.5, p < 0.001]. Steiger’s test results show that there is no reverse causality. No risk factors related to glycolipid metabolism, amino acid metabolism, and inflammation were found to mediate the causal relationship.

This study’s findings indicate a robust causal relationship between T2DM and OS, influenced by relevant factors such as BMI. Our results shed light on the pathogenesis of OS and underscore the importance for clinicians to treat metabolic disorders to prevent osteoporosis.

## Linked entities

- **Diseases:** type 2 diabetes mellitus (MONDO:0005148), osteoporosis (MONDO:0005298)

## Full-text entities

- **Diseases:** OS (MESH:D010024), obesity (MESH:D009765), inflammation (MESH:D007249), T2DM (MESH:D003924), metabolic disorders (MESH:D008659)
- **Chemicals:** glycolipid (MESH:D006017)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11306037/full.md

## References

45 references — full list in the complete paper: https://tomesphere.com/paper/PMC11306037/full.md

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Source: https://tomesphere.com/paper/PMC11306037