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Construction and Analysis of Immune Infiltration-Related ceRNA Network for Kidney Stones
Purpose: Kidney stones is a common medical issue that mediates kidney injury and even kidney function loss. However, the exact pathogenesis still remains unclear. This study aimed to explore the potential competing endogenous RNA (ceRNA)-related pathogenesis of kidney stones and identify the corresp...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8686191/ https://www.ncbi.nlm.nih.gov/pubmed/34938320 http://dx.doi.org/10.3389/fgene.2021.774155 |
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author | Xia, Yuqi Zhou, Xiangjun Ye, Zehua Yu, Weimin Ning, Jinzhuo Ruan, Yuan Yuan, Run Lin, Fangyou Ye, Peng Zheng, Di Rao, Ting Cheng, Fan |
author_facet | Xia, Yuqi Zhou, Xiangjun Ye, Zehua Yu, Weimin Ning, Jinzhuo Ruan, Yuan Yuan, Run Lin, Fangyou Ye, Peng Zheng, Di Rao, Ting Cheng, Fan |
author_sort | Xia, Yuqi |
collection | PubMed |
description | Purpose: Kidney stones is a common medical issue that mediates kidney injury and even kidney function loss. However, the exact pathogenesis still remains unclear. This study aimed to explore the potential competing endogenous RNA (ceRNA)-related pathogenesis of kidney stones and identify the corresponding immune infiltration signature. Methods: One mRNA and one long non-coding RNA (lncRNA) microarray dataset was obtained from the GEO database. Subsequently, we compared differentially expressed mRNAs (DE-mRNAs) and lncRNAs between Randall’s plaques in patients with calcium oxalate (CaOx) stones and controls with normal papillary tissues. lncRNA-targeted miRNAs and miRNA–mRNA pairs were predicted using the online databases. lncRNA-related DE-mRNAs were identified using the Venn method, and GO and KEGG enrichment analyses were subsequently performed. The immune-related lncRNA–miRNA–mRNA ceRNA network was developed. The CIBERSORT algorithm was used to estimate the rate of immune cell infiltration in Randall’s plaques. The ceRNA network and immune infiltration were validated in the glyoxylate-induced hyperoxaluric mouse model and oxalate-treated HK-2 cells. Results: We identified 2,340 DE-mRNAs and 929 DE-lncRNAs between Randall’s plaques in patients with CaOx stones and controls with normal papillary tissues. lncRNA-related DE-mRNAs were significantly enriched in extracellular matrix organization and collagen-containing extracellular matrix, which were associated with kidney interstitial fibrosis. The immune-related ceRNA network included 10 lncRNAs, 23 miRNAs, and 20 mRNAs. Moreover, we found that M2 macrophages and resting mast cells were differentially expressed between Randall’s plaques and normal tissues. Throughout kidney stone development, kidney tubular injury, crystal deposition, collagen fiber deposition, TGF-β expression, infiltration of M1 macrophages, and activation of mast cells were more frequent in glyoxylate-induced hyperoxaluric mice compared with control mice. Nevertheless, M2 macrophage infiltration increased in early stages (day 6) and decreased as kidney stones progressed (day 12). Furthermore, treatment with 0.25 and 0.5 mM of oxalate for 48 h significantly upregulated NEAT1, PVT1, CCL7, and ROBO2 expression levels and downregulated hsa-miR-23b-3p, hsa-miR-429, and hsa-miR-139-5p expression levels in the HK-2 cell line in a dose-dependent manner. Conclusion: We found that significant expressions of ceRNAs (NEAT1, PVT1, hsa-miR-23b-3p, hsa-miR-429, hsa-miR-139-5p, CCL7, and ROBO2) and infiltrating immune cells (macrophages and mast cells) may be involved in kidney stone pathogenesis. These findings provide novel potential therapeutic targets for kidney stones. |
format | Online Article Text |
id | pubmed-8686191 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-86861912021-12-21 Construction and Analysis of Immune Infiltration-Related ceRNA Network for Kidney Stones Xia, Yuqi Zhou, Xiangjun Ye, Zehua Yu, Weimin Ning, Jinzhuo Ruan, Yuan Yuan, Run Lin, Fangyou Ye, Peng Zheng, Di Rao, Ting Cheng, Fan Front Genet Genetics Purpose: Kidney stones is a common medical issue that mediates kidney injury and even kidney function loss. However, the exact pathogenesis still remains unclear. This study aimed to explore the potential competing endogenous RNA (ceRNA)-related pathogenesis of kidney stones and identify the corresponding immune infiltration signature. Methods: One mRNA and one long non-coding RNA (lncRNA) microarray dataset was obtained from the GEO database. Subsequently, we compared differentially expressed mRNAs (DE-mRNAs) and lncRNAs between Randall’s plaques in patients with calcium oxalate (CaOx) stones and controls with normal papillary tissues. lncRNA-targeted miRNAs and miRNA–mRNA pairs were predicted using the online databases. lncRNA-related DE-mRNAs were identified using the Venn method, and GO and KEGG enrichment analyses were subsequently performed. The immune-related lncRNA–miRNA–mRNA ceRNA network was developed. The CIBERSORT algorithm was used to estimate the rate of immune cell infiltration in Randall’s plaques. The ceRNA network and immune infiltration were validated in the glyoxylate-induced hyperoxaluric mouse model and oxalate-treated HK-2 cells. Results: We identified 2,340 DE-mRNAs and 929 DE-lncRNAs between Randall’s plaques in patients with CaOx stones and controls with normal papillary tissues. lncRNA-related DE-mRNAs were significantly enriched in extracellular matrix organization and collagen-containing extracellular matrix, which were associated with kidney interstitial fibrosis. The immune-related ceRNA network included 10 lncRNAs, 23 miRNAs, and 20 mRNAs. Moreover, we found that M2 macrophages and resting mast cells were differentially expressed between Randall’s plaques and normal tissues. Throughout kidney stone development, kidney tubular injury, crystal deposition, collagen fiber deposition, TGF-β expression, infiltration of M1 macrophages, and activation of mast cells were more frequent in glyoxylate-induced hyperoxaluric mice compared with control mice. Nevertheless, M2 macrophage infiltration increased in early stages (day 6) and decreased as kidney stones progressed (day 12). Furthermore, treatment with 0.25 and 0.5 mM of oxalate for 48 h significantly upregulated NEAT1, PVT1, CCL7, and ROBO2 expression levels and downregulated hsa-miR-23b-3p, hsa-miR-429, and hsa-miR-139-5p expression levels in the HK-2 cell line in a dose-dependent manner. Conclusion: We found that significant expressions of ceRNAs (NEAT1, PVT1, hsa-miR-23b-3p, hsa-miR-429, hsa-miR-139-5p, CCL7, and ROBO2) and infiltrating immune cells (macrophages and mast cells) may be involved in kidney stone pathogenesis. These findings provide novel potential therapeutic targets for kidney stones. Frontiers Media S.A. 2021-12-06 /pmc/articles/PMC8686191/ /pubmed/34938320 http://dx.doi.org/10.3389/fgene.2021.774155 Text en Copyright © 2021 Xia, Zhou, Ye, Yu, Ning, Ruan, Yuan, Lin, Ye, Zheng, Rao and Cheng. 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 | Genetics Xia, Yuqi Zhou, Xiangjun Ye, Zehua Yu, Weimin Ning, Jinzhuo Ruan, Yuan Yuan, Run Lin, Fangyou Ye, Peng Zheng, Di Rao, Ting Cheng, Fan Construction and Analysis of Immune Infiltration-Related ceRNA Network for Kidney Stones |
title | Construction and Analysis of Immune Infiltration-Related ceRNA Network for Kidney Stones |
title_full | Construction and Analysis of Immune Infiltration-Related ceRNA Network for Kidney Stones |
title_fullStr | Construction and Analysis of Immune Infiltration-Related ceRNA Network for Kidney Stones |
title_full_unstemmed | Construction and Analysis of Immune Infiltration-Related ceRNA Network for Kidney Stones |
title_short | Construction and Analysis of Immune Infiltration-Related ceRNA Network for Kidney Stones |
title_sort | construction and analysis of immune infiltration-related cerna network for kidney stones |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8686191/ https://www.ncbi.nlm.nih.gov/pubmed/34938320 http://dx.doi.org/10.3389/fgene.2021.774155 |
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