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

<h4>Objectives</h4>To explore the potential influence of Sjogren's syndrome (SS) on thyroid cancer (TC).<h4>Methods</h4>First, a literature data mining (LDM) approach was used to reconstruct functional pathways connecting SS and TC. A meta-analysis was then performed to...

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Main Authors: Fanyong Kong, Boxuan Han, Zhen Wu, Jiaming Chen, Xixi Shen, Qian Shi, Lizhen Hou, Jugao Fang, Meng Lian
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2025-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0318747
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author Fanyong Kong
Boxuan Han
Zhen Wu
Jiaming Chen
Xixi Shen
Qian Shi
Lizhen Hou
Jugao Fang
Meng Lian
author_facet Fanyong Kong
Boxuan Han
Zhen Wu
Jiaming Chen
Xixi Shen
Qian Shi
Lizhen Hou
Jugao Fang
Meng Lian
author_sort Fanyong Kong
collection DOAJ
description <h4>Objectives</h4>To explore the potential influence of Sjogren's syndrome (SS) on thyroid cancer (TC).<h4>Methods</h4>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.<h4>Results</h4>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.<h4>Conclusion</h4>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.
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spelling doaj-art-097fb80c0bef4595b381a6b6d3b7ef422025-08-20T02:56:10ZengPublic Library of Science (PLoS)PLoS ONE1932-62032025-01-01202e031874710.1371/journal.pone.0318747Explore the possible influence of Sjogren's syndrome on thyroid cancer: A literature data mining and meta-analysis.Fanyong KongBoxuan HanZhen WuJiaming ChenXixi ShenQian ShiLizhen HouJugao FangMeng Lian<h4>Objectives</h4>To explore the potential influence of Sjogren's syndrome (SS) on thyroid cancer (TC).<h4>Methods</h4>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.<h4>Results</h4>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.<h4>Conclusion</h4>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.https://doi.org/10.1371/journal.pone.0318747
spellingShingle Fanyong Kong
Boxuan Han
Zhen Wu
Jiaming Chen
Xixi Shen
Qian Shi
Lizhen Hou
Jugao Fang
Meng Lian
Explore the possible influence of Sjogren's syndrome on thyroid cancer: A literature data mining and meta-analysis.
PLoS ONE
title Explore the possible influence of Sjogren's syndrome on thyroid cancer: A literature data mining and meta-analysis.
title_full Explore the possible influence of Sjogren's syndrome on thyroid cancer: A literature data mining and meta-analysis.
title_fullStr Explore the possible influence of Sjogren's syndrome on thyroid cancer: A literature data mining and meta-analysis.
title_full_unstemmed Explore the possible influence of Sjogren's syndrome on thyroid cancer: A literature data mining and meta-analysis.
title_short Explore the possible influence of Sjogren's syndrome on thyroid cancer: A literature data mining and meta-analysis.
title_sort explore the possible influence of sjogren s syndrome on thyroid cancer a literature data mining and meta analysis
url https://doi.org/10.1371/journal.pone.0318747
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