# Causal Relationships Between Plasma Metabolites, Inflammatory Factors, and Oral Cancer Risk: A Comprehensive Mendelian Randomization Study With Mediation Analysis

**Authors:** Shaonan Hu, Chufeng Liu

PMC · DOI: 10.1155/humu/4387817 · Human Mutation · 2026-02-06

## TL;DR

This study finds that certain blood metabolites and inflammatory factors are causally linked to oral cancer risk, revealing a genetic pathway that could help in precision prevention and treatment.

## Contribution

The study identifies 61 metabolites and 14 inflammatory factors with causal links to oral cancer and validates a metabolism-inflammation pathway using genetic and experimental data.

## Key findings

- 61 metabolites show significant causal relationships with oral cancer, with 29 protective and 32 increasing risk.
- 14 inflammatory factors mediate 1.4%–17.4% of the total effects on oral cancer risk.
- Aspartate reduces CCL11 and inflammatory factors, while CCL11 overexpression is reversed by aspartate via NF-κB and MAPK pathways.

## Abstract

This study conducted a large‐scale Mendelian randomization analysis using genome‐wide single nucleotide polymorphisms (SNPs) as instrumental variables to investigate the causal relationships between 1400 circulating metabolites and oral cancer risk. The genetic data were derived from the Canadian Longitudinal Study on Aging (CLSA) cohort and the IEU OpenGWAS database. The study employed germline genetic variants captured in genome‐wide association studies for causal inference, combined with mediation analysis and CAL‐27 cell experimental validation. The results identified 61 metabolites with significant causal relationships with oral cancer through SNP instrumental variables (29 with protective effects and 32 increasing risk) and revealed 14 inflammatory factors as key mediating variables, with mediation effects accounting for 1.4%–17.4% of the total effects. Cell experiments further confirmed that aspartate significantly downregulates CCL11 expression and secretion and exerts anti‐inflammatory effects by suppressing inflammatory factors, including IL‐1β, IL‐6, and TNF‐α. Conversely, CCL11 overexpression promotes malignant cellular behavior, but these effects can be reversed by aspartate through inhibition of NF‐κB and MAPK signaling pathways. This study elucidates a genetic variant‐driven “metabolism‐inflammation” carcinogenic pathway, providing novel insights into the mechanisms of oral cancer development and demonstrating significant translational potential for precision prevention and precision therapy.

## Linked entities

- **Genes:** CCL11 (C-C motif chemokine ligand 11) [NCBI Gene 6356], NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790], MAPK (mitogen activated kinase-like protein) [NCBI Gene 7446652]
- **Proteins:** CCL11 (C-C motif chemokine ligand 11), IL1B (interleukin 1 beta), IL6 (interleukin 6), TNF (tumor necrosis factor)
- **Chemicals:** aspartate (PubChem CID 5960)
- **Diseases:** oral cancer (MONDO:0023644)

## Full-text entities

- **Genes:** IL1B (interleukin 1 beta) [NCBI Gene 3553] {aka IL-1, IL1-BETA, IL1F2, IL1beta}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, CCL11 (C-C motif chemokine ligand 11) [NCBI Gene 6356] {aka SCYA11}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}
- **Diseases:** carcinogenic (MESH:D011230), Oral Cancer (MESH:D009062), Inflammatory (MESH:D007249)
- **Chemicals:** aspartate (MESH:D001224)

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12878797/full.md

## References

58 references — full list in the complete paper: https://tomesphere.com/paper/PMC12878797/full.md

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Source: https://tomesphere.com/paper/PMC12878797