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Identifying and Exploring the Candidate Susceptibility Genes of Cirrhosis Using the Multi-Tissue Transcriptome-Wide Association Study
Objective: We identify and explore the candidate susceptibility genes for cirrhosis and their underlying biological mechanism. Methods: We downloaded the genome-wide association studies summary data of 901 cirrhosis cases and 451,363 controls and integrated them with reference models of five potenti...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9136150/ https://www.ncbi.nlm.nih.gov/pubmed/35646080 http://dx.doi.org/10.3389/fgene.2022.878607 |
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author | Zhu, Xiao-Bo Hou, Yu-Qing Ye, Xiang-Yu Zou, Yi-Xin Xia, Xue-Shan Yang, Sheng Huang, Peng Yu, Rong-Bin |
author_facet | Zhu, Xiao-Bo Hou, Yu-Qing Ye, Xiang-Yu Zou, Yi-Xin Xia, Xue-Shan Yang, Sheng Huang, Peng Yu, Rong-Bin |
author_sort | Zhu, Xiao-Bo |
collection | PubMed |
description | Objective: We identify and explore the candidate susceptibility genes for cirrhosis and their underlying biological mechanism. Methods: We downloaded the genome-wide association studies summary data of 901 cirrhosis cases and 451,363 controls and integrated them with reference models of five potential tissues from the Genotype-Tissue Expression (GTEx) Project, including whole blood, liver, pancreas, spleen, and thyroid, to identify genes whose expression is predicted to be associated with cirrhosis. Then, we downloaded gene expression data of individuals with hepatocellular carcinoma from TCGA database to conduct differential expression analysis to validate these identified genes and explored their possible role in driving cirrhosis via functional enrichment and gene set enrichment analysis (GSEA). Results: We identified 10 significant genes (SKIV2L, JPH4, UQCC2, RP11-91I8.3, MAU2, ERAP1, PUS3, ZNF677, ARHGAP40, and SHANK3) associated with cirrhosis at a Bonferroni-corrected threshold of p < 0.01, among which two (SKIV2L and JPH4) were identified in the liver and five (SKIV2L, JPH4, MAU2, SHANK3, and UQCC2) were validated by differential expression analysis at an FDR-corrected threshold of p < 0.01. The enrichment analysis showed that the degradation process of RNA, which is enriched by 58 genes, is significantly under-enriched in liver cancer tissues (p = 0.0268). Conclusion: We have identified several candidate genes for cirrhosis in multiple tissues and performed differential genetic analysis using the liver cancer database to verify the significant genes. We found that the genes SKIV2L and JPH4 identified in the liver are of particular concern. Finally, through enrichment analysis, we speculate that the process of mRNA transcription and RNA degradation may play a role in cirrhosis. |
format | Online Article Text |
id | pubmed-9136150 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-91361502022-05-28 Identifying and Exploring the Candidate Susceptibility Genes of Cirrhosis Using the Multi-Tissue Transcriptome-Wide Association Study Zhu, Xiao-Bo Hou, Yu-Qing Ye, Xiang-Yu Zou, Yi-Xin Xia, Xue-Shan Yang, Sheng Huang, Peng Yu, Rong-Bin Front Genet Genetics Objective: We identify and explore the candidate susceptibility genes for cirrhosis and their underlying biological mechanism. Methods: We downloaded the genome-wide association studies summary data of 901 cirrhosis cases and 451,363 controls and integrated them with reference models of five potential tissues from the Genotype-Tissue Expression (GTEx) Project, including whole blood, liver, pancreas, spleen, and thyroid, to identify genes whose expression is predicted to be associated with cirrhosis. Then, we downloaded gene expression data of individuals with hepatocellular carcinoma from TCGA database to conduct differential expression analysis to validate these identified genes and explored their possible role in driving cirrhosis via functional enrichment and gene set enrichment analysis (GSEA). Results: We identified 10 significant genes (SKIV2L, JPH4, UQCC2, RP11-91I8.3, MAU2, ERAP1, PUS3, ZNF677, ARHGAP40, and SHANK3) associated with cirrhosis at a Bonferroni-corrected threshold of p < 0.01, among which two (SKIV2L and JPH4) were identified in the liver and five (SKIV2L, JPH4, MAU2, SHANK3, and UQCC2) were validated by differential expression analysis at an FDR-corrected threshold of p < 0.01. The enrichment analysis showed that the degradation process of RNA, which is enriched by 58 genes, is significantly under-enriched in liver cancer tissues (p = 0.0268). Conclusion: We have identified several candidate genes for cirrhosis in multiple tissues and performed differential genetic analysis using the liver cancer database to verify the significant genes. We found that the genes SKIV2L and JPH4 identified in the liver are of particular concern. Finally, through enrichment analysis, we speculate that the process of mRNA transcription and RNA degradation may play a role in cirrhosis. Frontiers Media S.A. 2022-05-13 /pmc/articles/PMC9136150/ /pubmed/35646080 http://dx.doi.org/10.3389/fgene.2022.878607 Text en Copyright © 2022 Zhu, Hou, Ye, Zou, Xia, Yang, Huang and Yu. 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 Zhu, Xiao-Bo Hou, Yu-Qing Ye, Xiang-Yu Zou, Yi-Xin Xia, Xue-Shan Yang, Sheng Huang, Peng Yu, Rong-Bin Identifying and Exploring the Candidate Susceptibility Genes of Cirrhosis Using the Multi-Tissue Transcriptome-Wide Association Study |
title | Identifying and Exploring the Candidate Susceptibility Genes of Cirrhosis Using the Multi-Tissue Transcriptome-Wide Association Study |
title_full | Identifying and Exploring the Candidate Susceptibility Genes of Cirrhosis Using the Multi-Tissue Transcriptome-Wide Association Study |
title_fullStr | Identifying and Exploring the Candidate Susceptibility Genes of Cirrhosis Using the Multi-Tissue Transcriptome-Wide Association Study |
title_full_unstemmed | Identifying and Exploring the Candidate Susceptibility Genes of Cirrhosis Using the Multi-Tissue Transcriptome-Wide Association Study |
title_short | Identifying and Exploring the Candidate Susceptibility Genes of Cirrhosis Using the Multi-Tissue Transcriptome-Wide Association Study |
title_sort | identifying and exploring the candidate susceptibility genes of cirrhosis using the multi-tissue transcriptome-wide association study |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9136150/ https://www.ncbi.nlm.nih.gov/pubmed/35646080 http://dx.doi.org/10.3389/fgene.2022.878607 |
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