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Unraveling the transcriptome-based network of tfh cells in primary sjogren syndrome: insights from a systems biology approach
BACKGROUND: Primary Sjogren Syndrome (pSS) is an autoimmune disease characterized by immune cell infiltration. While the presence of follicular T helper (Tfh) cells in the glandular microenvironment has been observed, their biological functions and clinical significance remain poorly understood. MET...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10448518/ https://www.ncbi.nlm.nih.gov/pubmed/37638029 http://dx.doi.org/10.3389/fimmu.2023.1216379 |
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author | Luo, Danyang Li, Lei Yang, Yi Ye, Yulin Hu, Jiawei Zong, Yuan Zhao, Jiawen Gao, Yiming Xu, Haimin Li, Ning Xie, Yinyin Jiang, Liting |
author_facet | Luo, Danyang Li, Lei Yang, Yi Ye, Yulin Hu, Jiawei Zong, Yuan Zhao, Jiawen Gao, Yiming Xu, Haimin Li, Ning Xie, Yinyin Jiang, Liting |
author_sort | Luo, Danyang |
collection | PubMed |
description | BACKGROUND: Primary Sjogren Syndrome (pSS) is an autoimmune disease characterized by immune cell infiltration. While the presence of follicular T helper (Tfh) cells in the glandular microenvironment has been observed, their biological functions and clinical significance remain poorly understood. METHODS: We enrolled a total of 106 patients with pSS and 46 patients without pSS for this study. Clinical data and labial salivary gland (LSG) biopsies were collected from all participants. Histological staining was performed to assess the distribution of Tfh cells and B cells. Transcriptome analysis using RNA-sequencing (RNA-seq) was conducted on 56 patients with pSS and 26 patients without pSS to uncover the underlying molecular mechanisms of Tfh cells. To categorize patients, we employed the single-sample gene set enrichment analysis (ssGSEA) algorithm, dividing them into low- and high-Tfh groups. We then utilized gene set enrichment analysis (GSEA), weighted gene co-expression network analysis (WGCNA), and deconvolution tools to explore functional and immune infiltration differences between the low- and high-Tfh groups. RESULTS: Patients with pSS had a higher positive rate of the antinuclear antibody (ANA), anti-Ro52, anti-SSA, anti-SSB and hypergammaglobulinaemia and higher levels of serum IgG compared to the non-pSS. Histopathologic analyses revealed the presence of Tfh cells (CD4(+)CXCR5(+)ICOS(+)) in germinal centers (GC) within the labial glands of pSS patients. GSEA, WGCNA, and correlation analysis indicated that the high-Tfh group was associated with an immune response related to virus-mediated IFN response and metabolic processes, primarily characterized by hypoxia, elevated glycolysis, and oxidative phosphorylation levels. In pSS, most immune cell types exhibited significantly higher infiltration levels in the high-Tfh group compared to the low-Tfh group. Additionally, patients in the Tfh-high group demonstrated a higher positive rate of the ANA, rheumatoid factor (RF), and hypergammaglobulinaemia, as well as higher serum IgG levels. CONCLUSION: Our study suggests that Tfh cells may play a crucial role in the pathogenesis of pSS and could serve as potential therapeutic targets in pSS patients. |
format | Online Article Text |
id | pubmed-10448518 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-104485182023-08-25 Unraveling the transcriptome-based network of tfh cells in primary sjogren syndrome: insights from a systems biology approach Luo, Danyang Li, Lei Yang, Yi Ye, Yulin Hu, Jiawei Zong, Yuan Zhao, Jiawen Gao, Yiming Xu, Haimin Li, Ning Xie, Yinyin Jiang, Liting Front Immunol Immunology BACKGROUND: Primary Sjogren Syndrome (pSS) is an autoimmune disease characterized by immune cell infiltration. While the presence of follicular T helper (Tfh) cells in the glandular microenvironment has been observed, their biological functions and clinical significance remain poorly understood. METHODS: We enrolled a total of 106 patients with pSS and 46 patients without pSS for this study. Clinical data and labial salivary gland (LSG) biopsies were collected from all participants. Histological staining was performed to assess the distribution of Tfh cells and B cells. Transcriptome analysis using RNA-sequencing (RNA-seq) was conducted on 56 patients with pSS and 26 patients without pSS to uncover the underlying molecular mechanisms of Tfh cells. To categorize patients, we employed the single-sample gene set enrichment analysis (ssGSEA) algorithm, dividing them into low- and high-Tfh groups. We then utilized gene set enrichment analysis (GSEA), weighted gene co-expression network analysis (WGCNA), and deconvolution tools to explore functional and immune infiltration differences between the low- and high-Tfh groups. RESULTS: Patients with pSS had a higher positive rate of the antinuclear antibody (ANA), anti-Ro52, anti-SSA, anti-SSB and hypergammaglobulinaemia and higher levels of serum IgG compared to the non-pSS. Histopathologic analyses revealed the presence of Tfh cells (CD4(+)CXCR5(+)ICOS(+)) in germinal centers (GC) within the labial glands of pSS patients. GSEA, WGCNA, and correlation analysis indicated that the high-Tfh group was associated with an immune response related to virus-mediated IFN response and metabolic processes, primarily characterized by hypoxia, elevated glycolysis, and oxidative phosphorylation levels. In pSS, most immune cell types exhibited significantly higher infiltration levels in the high-Tfh group compared to the low-Tfh group. Additionally, patients in the Tfh-high group demonstrated a higher positive rate of the ANA, rheumatoid factor (RF), and hypergammaglobulinaemia, as well as higher serum IgG levels. CONCLUSION: Our study suggests that Tfh cells may play a crucial role in the pathogenesis of pSS and could serve as potential therapeutic targets in pSS patients. Frontiers Media S.A. 2023-08-10 /pmc/articles/PMC10448518/ /pubmed/37638029 http://dx.doi.org/10.3389/fimmu.2023.1216379 Text en Copyright © 2023 Luo, Li, Yang, Ye, Hu, Zong, Zhao, Gao, Xu, Li, Xie and Jiang https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Immunology Luo, Danyang Li, Lei Yang, Yi Ye, Yulin Hu, Jiawei Zong, Yuan Zhao, Jiawen Gao, Yiming Xu, Haimin Li, Ning Xie, Yinyin Jiang, Liting Unraveling the transcriptome-based network of tfh cells in primary sjogren syndrome: insights from a systems biology approach |
title | Unraveling the transcriptome-based network of tfh cells in primary sjogren syndrome: insights from a systems biology approach |
title_full | Unraveling the transcriptome-based network of tfh cells in primary sjogren syndrome: insights from a systems biology approach |
title_fullStr | Unraveling the transcriptome-based network of tfh cells in primary sjogren syndrome: insights from a systems biology approach |
title_full_unstemmed | Unraveling the transcriptome-based network of tfh cells in primary sjogren syndrome: insights from a systems biology approach |
title_short | Unraveling the transcriptome-based network of tfh cells in primary sjogren syndrome: insights from a systems biology approach |
title_sort | unraveling the transcriptome-based network of tfh cells in primary sjogren syndrome: insights from a systems biology approach |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10448518/ https://www.ncbi.nlm.nih.gov/pubmed/37638029 http://dx.doi.org/10.3389/fimmu.2023.1216379 |
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