# Genetic prediction of blood metabolites and causal relationships with pain associated with temporomandibular disorders: a Mendelian randomization study

**Authors:** Xue’e Zhang, Ketong Le, Weihong Xi

PMC · DOI: 10.22514/jofph.2025.034 · Journal of Oral & Facial Pain and Headache · 2025-06-12

## TL;DR

This study finds three blood metabolites that are genetically linked to causing pain in temporomandibular disorders.

## Contribution

The study identifies three metabolites with causal relationships to TMD-related pain using Mendelian randomization.

## Key findings

- Acetylcarnitine, Propionylcarnitine (c3), and X-24241 are significantly associated with TMD-related pain.
- Increased levels of these metabolites are causally linked to TMD-related pain.
- The findings suggest new therapeutic targets for TMD.

## Abstract

Background: This study aims to elucidate the causal relationships 
between 1400 blood metabolites and pain related to temporomandibular disorders 
(TMD) using Mendelian Randomization (MR) analysis. Methods: Utilizing 
data from genome-wide association studies (GWAS), our analysis was conducted with 
R software using the “TwoSampleMR” package. The primary method applied was 
Inverse Variance Weighted (IVW) analysis, which was supplemented with MR-Egger, Weighted Median, Simple Mode and Weighted Mode methods to examine 
the causal impact of blood metabolites on TMD-associated pain. We also assessed 
heterogeneity and the presence of horizontal pleiotropy using MR-Egger 
regression, MR-PRESSO (MR Pleiotropy Residual Sum and Outlier) global tests, and 
MR-Egger intercept tests. Results: Three metabolites—Acetylcarnitine, 
Propionylcarnitine (c3) and X-24241—were significantly associated with 
TMD-related pain. Specifically, Acetylcarnitine had an odds ratio (OR) of 1.409 
(95% CI (confidence intervals): 1.016–1.954, p = 0.04), 
Propionylcarnitine (c3) had an OR of 1.194 (95% CI: 1.036–1.377, p = 
0.014), and X-24241 had an OR of 1.408 (95% CI: 1.108–1.790, p = 
0.005). Conclusions: This study establishes a causal link between 
increased levels of these three metabolites and TMD-related pain. Our findings 
provide new insights into the pathogenesis of TMD and potential therapeutic 
targets.

## Linked entities

- **Chemicals:** Acetylcarnitine (PubChem CID 1)

## Full-text entities

- **Diseases:** TMD (MESH:D013705), pain (MESH:D010146)
- **Chemicals:** X-24241 (-), Propionylcarnitine (MESH:C003223), Acetylcarnitine (MESH:D000108)

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12520425/full.md

## References

47 references — full list in the complete paper: https://tomesphere.com/paper/PMC12520425/full.md

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Source: https://tomesphere.com/paper/PMC12520425