Cargando…
Fucose as a potential therapeutic molecule against the immune-mediated inflammation in IgA nepharopathy: An unrevealed link
BACKGROUND: IgA nephropathy (IgAN) is an autoimmune disease that affects people of any age and is an important cause of end-stage renal disease. However, the pathogenesis and pathophysiology of IgAN is not clear. This article aimed to explore the immune-mediated inflammation and genetic mechanisms i...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9428610/ https://www.ncbi.nlm.nih.gov/pubmed/36059518 http://dx.doi.org/10.3389/fimmu.2022.929138 |
_version_ | 1784779156711538688 |
---|---|
author | Qing, Jianbo Hu, Xueli Li, Changqun Song, Wenzhu Tirichen, Hasna Yaigoub, Hasnaa Li, Yafeng |
author_facet | Qing, Jianbo Hu, Xueli Li, Changqun Song, Wenzhu Tirichen, Hasna Yaigoub, Hasnaa Li, Yafeng |
author_sort | Qing, Jianbo |
collection | PubMed |
description | BACKGROUND: IgA nephropathy (IgAN) is an autoimmune disease that affects people of any age and is an important cause of end-stage renal disease. However, the pathogenesis and pathophysiology of IgAN is not clear. This article aimed to explore the immune-mediated inflammation and genetic mechanisms in IgAN. METHODS: The transcriptome sequencing data of IgAN glomeruli in the Gene Expression Omnibus database were downloaded. Single-sample gene set enrichment analysis was used to estimate the immune microenvironment of the merged microarray data and GSE141295. IgAN samples were divided into two clusters by cluster analysis. “limma” and “DEseq2” package in R were used to identify differentially expressed genes (DEGs). The weighted gene co-expression network analysis (WGCNA) was used to identify the co-expression modules related to inflammation in IgAN. R software package “clusterProfiler” was used for enrichment analysis, whereas Short Time-Series Expression Miner (STEM) analysis was used to identify the trend of gene expression. Machine-learn (ML) was performed using the shiny app. Finally, Drug Signatures Database (DSigDB) was used to identify potential molecules for treating IgAN. RESULTS: The infiltration of macrophages in IgAN glomeruli was increased, whereas CD4+ T cells, especially inducedregulatory T cells (iTregs) were decreased. A total of 1,104 common DEGs were identified from the merged data and GSE141295. Brown module was identified to have the highest inflammatory correlation with IgAN using WGCNA, and 15 hub genes were screened from this module. Among these 15 hub genes, 14 increased with the severity of IgAN inflammation based on STEM analysis. Neural network (nnet) is considered as the best model to predict the severity of IgAN. Fucose identified from DSigDB has a potential biological activity to treat IgAN. CONCLUSION: The increase of macrophages and the decrease of iTregs in glomeruli represent the immune-mediated inflammation of IgAN, and fucose may be a potential therapeutic molecule against IgAN because it affects genes involved in the severe inflammation of IgAN. |
format | Online Article Text |
id | pubmed-9428610 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-94286102022-09-01 Fucose as a potential therapeutic molecule against the immune-mediated inflammation in IgA nepharopathy: An unrevealed link Qing, Jianbo Hu, Xueli Li, Changqun Song, Wenzhu Tirichen, Hasna Yaigoub, Hasnaa Li, Yafeng Front Immunol Immunology BACKGROUND: IgA nephropathy (IgAN) is an autoimmune disease that affects people of any age and is an important cause of end-stage renal disease. However, the pathogenesis and pathophysiology of IgAN is not clear. This article aimed to explore the immune-mediated inflammation and genetic mechanisms in IgAN. METHODS: The transcriptome sequencing data of IgAN glomeruli in the Gene Expression Omnibus database were downloaded. Single-sample gene set enrichment analysis was used to estimate the immune microenvironment of the merged microarray data and GSE141295. IgAN samples were divided into two clusters by cluster analysis. “limma” and “DEseq2” package in R were used to identify differentially expressed genes (DEGs). The weighted gene co-expression network analysis (WGCNA) was used to identify the co-expression modules related to inflammation in IgAN. R software package “clusterProfiler” was used for enrichment analysis, whereas Short Time-Series Expression Miner (STEM) analysis was used to identify the trend of gene expression. Machine-learn (ML) was performed using the shiny app. Finally, Drug Signatures Database (DSigDB) was used to identify potential molecules for treating IgAN. RESULTS: The infiltration of macrophages in IgAN glomeruli was increased, whereas CD4+ T cells, especially inducedregulatory T cells (iTregs) were decreased. A total of 1,104 common DEGs were identified from the merged data and GSE141295. Brown module was identified to have the highest inflammatory correlation with IgAN using WGCNA, and 15 hub genes were screened from this module. Among these 15 hub genes, 14 increased with the severity of IgAN inflammation based on STEM analysis. Neural network (nnet) is considered as the best model to predict the severity of IgAN. Fucose identified from DSigDB has a potential biological activity to treat IgAN. CONCLUSION: The increase of macrophages and the decrease of iTregs in glomeruli represent the immune-mediated inflammation of IgAN, and fucose may be a potential therapeutic molecule against IgAN because it affects genes involved in the severe inflammation of IgAN. Frontiers Media S.A. 2022-08-17 /pmc/articles/PMC9428610/ /pubmed/36059518 http://dx.doi.org/10.3389/fimmu.2022.929138 Text en Copyright © 2022 Qing, Hu, Li, Song, Tirichen, Yaigoub and Li 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 Qing, Jianbo Hu, Xueli Li, Changqun Song, Wenzhu Tirichen, Hasna Yaigoub, Hasnaa Li, Yafeng Fucose as a potential therapeutic molecule against the immune-mediated inflammation in IgA nepharopathy: An unrevealed link |
title | Fucose as a potential therapeutic molecule against the immune-mediated inflammation in IgA nepharopathy: An unrevealed link |
title_full | Fucose as a potential therapeutic molecule against the immune-mediated inflammation in IgA nepharopathy: An unrevealed link |
title_fullStr | Fucose as a potential therapeutic molecule against the immune-mediated inflammation in IgA nepharopathy: An unrevealed link |
title_full_unstemmed | Fucose as a potential therapeutic molecule against the immune-mediated inflammation in IgA nepharopathy: An unrevealed link |
title_short | Fucose as a potential therapeutic molecule against the immune-mediated inflammation in IgA nepharopathy: An unrevealed link |
title_sort | fucose as a potential therapeutic molecule against the immune-mediated inflammation in iga nepharopathy: an unrevealed link |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9428610/ https://www.ncbi.nlm.nih.gov/pubmed/36059518 http://dx.doi.org/10.3389/fimmu.2022.929138 |
work_keys_str_mv | AT qingjianbo fucoseasapotentialtherapeuticmoleculeagainsttheimmunemediatedinflammationiniganepharopathyanunrevealedlink AT huxueli fucoseasapotentialtherapeuticmoleculeagainsttheimmunemediatedinflammationiniganepharopathyanunrevealedlink AT lichangqun fucoseasapotentialtherapeuticmoleculeagainsttheimmunemediatedinflammationiniganepharopathyanunrevealedlink AT songwenzhu fucoseasapotentialtherapeuticmoleculeagainsttheimmunemediatedinflammationiniganepharopathyanunrevealedlink AT tirichenhasna fucoseasapotentialtherapeuticmoleculeagainsttheimmunemediatedinflammationiniganepharopathyanunrevealedlink AT yaigoubhasnaa fucoseasapotentialtherapeuticmoleculeagainsttheimmunemediatedinflammationiniganepharopathyanunrevealedlink AT liyafeng fucoseasapotentialtherapeuticmoleculeagainsttheimmunemediatedinflammationiniganepharopathyanunrevealedlink |