# Explore the possible influence of Sjogren’s syndrome on thyroid cancer: A literature data mining and meta-analysis

**Authors:** Fanyong Kong, Boxuan Han, Zhen Wu, Jiaming Chen, Xixi Shen, Qian Shi, Lizhen Hou, Jugao Fang, Meng Lian, Vahid Mansouri, Vahid Mansouri, Vahid Mansouri, Vahid Mansouri, Vahid Mansouri, Vahid Mansouri

PMC · DOI: 10.1371/journal.pone.0318747 · PLOS ONE · 2025-02-10

## TL;DR

This study explores how Sjogren’s syndrome might influence thyroid cancer by analyzing gene expression and identifying potential pathways involved.

## Contribution

The study introduces novel genetic pathways linking Sjogren’s syndrome to thyroid cancer and identifies specific genes that may influence cancer progression and survival.

## Key findings

- SS may increase TC risk by activating 14 promoters and suppressing 3 inhibitors.
- Four molecules (PLA2G7, TFF3, LCN2, CLDN1) showed significant expression changes in TC patients.
- Three pathways (SS-PLA2G7-CCL2, SS-LCN2-LGALS3, SS-CLDN1-BCL2) may explain SS's role in TC development.

## Abstract

To explore the potential influence of Sjogren’s syndrome (SS) on thyroid cancer (TC).

First, a literature data mining (LDM) approach was used to reconstruct functional pathways connecting SS and TC. A meta-analysis was then performed to examine the expression changes of genes mediated by SS using 16 TC case/control expression datasets, with results validated through the TCGA/GTEx dataset. Finally, gene set enrichment analysis (GSEA) and survival analysis using GEPIA2 were conducted on the significant genes.

Our findings indicate that SS may increase the risk of TC by activating 14 TC promoters (PDCD1, NTRK1, LGALS3, CD274, FOXP3, BCL2, CYP1A1, HMGB1, TGFB1, CCL2, PLA2G7, TFF3, LCN2, and CLDN1) and suppressing three TC inhibitors (MIR145, MIR30C1, and EP300). Four molecules (PLA2G7, TFF3, LCN2, and CLDN1) exhibited significant expression changes in TC patients (LFC > 1 or < -1; p < 2.07E-04), which were confirmed in TCGA/GTEx expression analysis. These results highlight three possible mechanisms—the SS-PLA2G7-CCL2-TC pathway, the SS-LCN2-LGALS3-TC pathway, and the SS-CLDN1-BCL2-TC pathway—that may explain how SS contributes to TC development. Enrichment analysis suggests that SS may affect TC prognosis by regulating leukocytes and tolerance induction. Survival analysis indicates that SS may enhance TC survival through the regulation of the CLDN1 and EGF pathways.

LDM-based pathway analysis highlighted three genetic pathways through which SS may adversely affect TC progression, while SS may enhance TC survival via the CLDN1 and EGF pathways, highlighting the need for further research.

## Linked entities

- **Genes:** PDCD1 (programmed cell death 1) [NCBI Gene 5133], NTRK1 (neurotrophic receptor tyrosine kinase 1) [NCBI Gene 4914], LGALS3 (galectin 3) [NCBI Gene 3958], CD274 (CD274 molecule) [NCBI Gene 29126], FOXP3 (forkhead box P3) [NCBI Gene 50943], BCL2 (BCL2 apoptosis regulator) [NCBI Gene 596], CYP1A1 (cytochrome P450 family 1 subfamily A member 1) [NCBI Gene 1543], HMGB1 (high mobility group box 1) [NCBI Gene 3146], TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040], CCL2 (C-C motif chemokine ligand 2) [NCBI Gene 6347], PLA2G7 (phospholipase A2 group VII) [NCBI Gene 7941], TFF3 (trefoil factor 3) [NCBI Gene 7033], LCN2 (lipocalin 2) [NCBI Gene 3934], CLDN1 (claudin 1) [NCBI Gene 9076], MIR145 (microRNA 145) [NCBI Gene 406937], MIR30C1 (microRNA 30c-1) [NCBI Gene 407031], EP300 (EP300 lysine acetyltransferase) [NCBI Gene 2033]
- **Diseases:** thyroid cancer (MONDO:0002108)

## Full-text entities

- **Genes:** CCL2 (C-C motif chemokine ligand 2) [NCBI Gene 6347] {aka GDCF-2, HC11, HSMCR30, MCAF, MCP-1, MCP1}, MIR145 (microRNA 145) [NCBI Gene 406937] {aka MIRN145, miR-145, miRNA145}, LCN2 (lipocalin 2) [NCBI Gene 3934] {aka 24p3, MSFI, NGAL, p25}, CLDN1 (claudin 1) [NCBI Gene 9076] {aka CLD1, ILVASC, SEMP1}, PLA2G7 (phospholipase A2 group VII) [NCBI Gene 7941] {aka LDL-PLA2, LP-PLA2, PAFAD, PAFAH}, EGF (epidermal growth factor) [NCBI Gene 1950] {aka HOMG4, URG}, LGALS3 (galectin 3) [NCBI Gene 3958] {aka CBP35, GAL3, GALBP, GALIG, L31, LGALS2}, NTRK1 (neurotrophic receptor tyrosine kinase 1) [NCBI Gene 4914] {aka MTC, TRK, TRK1, TRKA, Trk-A, p140-TrkA}, FOXP3 (forkhead box P3) [NCBI Gene 50943] {aka AIID, DIETER, IPEX, JM2, PIDX, XPID}, TFF3 (trefoil factor 3) [NCBI Gene 7033] {aka ITF, P1B, TFI}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, BCL2 (BCL2 apoptosis regulator) [NCBI Gene 596] {aka Bcl-2, PPP1R50}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, CYP1A1 (cytochrome P450 family 1 subfamily A member 1) [NCBI Gene 1543] {aka AHH, CP11, CYP1, CYPIA1, P1-450, P450-C}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, HMGB1 (high mobility group box 1) [NCBI Gene 3146] {aka HMG-1, HMG1, HMG3, SBP-1}, EP300 (EP300 lysine acetyltransferase) [NCBI Gene 2033] {aka KAT3B, MKHK2, RSTS2, p300}, MIR30C1 (microRNA 30c-1) [NCBI Gene 407031] {aka MIRN30C1, mir-30c-1}
- **Diseases:** TC (MESH:D013964), SS (MESH:D012859)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

60 references — full list in the complete paper: https://tomesphere.com/paper/PMC11809879/full.md

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Source: https://tomesphere.com/paper/PMC11809879