# Dissecting the causal pathway linking HbA1c to oral cavity cancer via immune cell modulation: a bidirectional mendelian randomization analysis

**Authors:** Jieqi Wang, Zhe Zhang, Yujia Wang, Bowen Li, Meihua Zheng, Jinsong Li

PMC · DOI: 10.3389/fonc.2026.1768761 · Frontiers in Oncology · 2026-02-13

## TL;DR

This study finds that higher HbA1c levels may protect against oral cavity cancer by boosting immune cell activity, though not by directly affecting cancer cell growth.

## Contribution

The novel contribution is identifying a protective, immune-mediated role of HbA1c in oral cavity cancer through genetic and experimental evidence.

## Key findings

- Genetically elevated HbA1c is causally linked to reduced oral cavity cancer risk.
- AGEs impair CD8+ T cell function and increase oxidative stress without affecting cancer cell viability.
- Immune cell modulation, not direct cancer cell effects, mediates the HbA1c-cancer relationship.

## Abstract

To investigate the immune-mediated mechanisms underlying the causal link between HbA1c and oral cavity cancer.

A bidirectional two-sample Mendelian randomization (MR) framework was employed, utilizing genome-wide association study (GWAS) data on HbA1c (n=46,368), oral cavity cancer (357 cases/372,016 controls), and 731 immune cell traits. The primary IVW analysis was supported by sensitivity analyses, including Cochran’s Q, I², MR-Egger, and leave-one-out, to ensure robustness. A multivariable MR (MVMR) was implemented to investigate the mediating effect of immune cells within the causal pathway linking HbA1c and oral cavity cancer. In vitro experiments evaluated the impact of advanced glycation end products (AGEs) on oral squamous cell carcinoma (OSCC) viability and CD8+ T cell function.

Genetically elevated HbA1c was causally associated with the risk of oral cavity cancer (OR = 0.9993, 95% CI: 0.9988–0.9997, P = 0.0021). HbA1c significantly influences the activity of activated B cells and T cells (P < 0.05). MVMR analysis showcased considerable variation across immune cell types in relation to the HbA1c-oral cavity cancer relationship (P < 0.05). Importantly, reverse MR analyses revealed no significant bidirectional association between oral cavity cancer and HbA1c (OR = 0.1591; P = 0.1732). In vitro, AGEs did not alter OSCC cell viability but suppressed CD8+ T cell production of IFN-γ and GZMB, increased oxidative stress, and reduced tumor cell susceptibility to T-cell cytotoxicity (all P<0.05).

This study provides genetic and experimental evidence for a protective, immune-mediated role of HbA1c in oral cavity cancer. While AGEs do not directly impact OSCC viability, they impair CD8+ T cell function via oxidative stress, highlighting the interplay between glycemic control, immune modulation, and carcinogenesis.

## Linked entities

- **Proteins:** CD8A (CD8 subunit alpha), IFNG (interferon gamma), GZMB (granzyme B)
- **Diseases:** oral cavity cancer (MONDO:0005515), oral squamous cell carcinoma (MONDO:0004958)

## Full-text entities

- **Genes:** IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, GZMB (granzyme B) [NCBI Gene 3002] {aka C11, CCPI, CGL-1, CGL1, CSP-B, CSPB}, MAF (MAF bZIP transcription factor) [NCBI Gene 4094] {aka AYGRP, CCA4, CTRCT21, c-MAF}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, CASP3 (caspase 3) [NCBI Gene 836] {aka CPP32, CPP32B, SCA-1}, RENBP (renin binding protein) [NCBI Gene 5973] {aka RBP, RNBP}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, CASP7 (caspase 7) [NCBI Gene 840] {aka CASP-7, CMH-1, ICE-LAP3, LICE2, MCH3}, CD28 (CD28 molecule) [NCBI Gene 940] {aka IMD123, Tp44}, STAT4 (signal transducer and activator of transcription 4) [NCBI Gene 6775] {aka DPMC, SLEB11}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, PTRH1 (peptidyl-tRNA hydrolase 1 homolog) [NCBI Gene 138428] {aka C9orf115, PTH1}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}
- **Diseases:** human papillomavirus infection (MESH:D030361), necrosis (MESH:D009336), OSCC (MESH:D000077195), obesity (MESH:D009765), carcinogenesis (MESH:D063646), Oral cavity cancer (MESH:D009062), Malignant tumors (MESH:D009369), immune dysfunction (MESH:D007154), diabetes (MESH:D003920), Cytotoxicity (MESH:D064420), MR (MESH:C562757), Head and neck carcinoma (MESH:D006258), neutrophil and macrophage dysfunction (MESH:D055501), Insulin resistance (MESH:D007333), inflammation (MESH:D007249), T cell dysfunction (MESH:C536780), Hyperglycemia (MESH:D006943), vascular and cardiometabolic diseases (MESH:D024821), hyperglycemic (MESH:D006944), mitochondrial dysfunction (MESH:D028361)
- **Chemicals:** PBS (MESH:D007854), alcohol (MESH:D000438), glucose (MESH:D005947), ROS (MESH:D017382), blood glucose (MESH:D001786), AGEs (MESH:D017127), CCK-8 (MESH:D012844), E (MESH:D004540), DCFH-DA (MESH:C029569), lipid (MESH:D008055), fatty acid (MESH:D005227), Brefeldin A (MESH:D020126), RPMI 1640 medium (-)
- **Species:** Nicotiana tabacum (American tobacco, species) [taxon 4097], Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** Cal 27 — Homo sapiens (Human), Tongue adenosquamous carcinoma, Cancer cell line (CVCL_1107), SAS — Homo sapiens (Human), Tongue squamous cell carcinoma, Cancer cell line (CVCL_1675)

## Full text

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## Figures

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## References

48 references — full list in the complete paper: https://tomesphere.com/paper/PMC12945784/full.md

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Source: https://tomesphere.com/paper/PMC12945784