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Integrating transcriptome-wide study and mRNA expression profiles yields novel insights into the biological mechanism of chondropathies
BACKGROUND: Chondropathies are a group of cartilage diseases, which share some common pathogenetic features. The etiology of chondropathies is still largely obscure now. METHODS: A transcriptome-wide association study (TWAS) was performed using the UK Biobank genome-wide association study (GWAS) dat...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6712880/ https://www.ncbi.nlm.nih.gov/pubmed/31455417 http://dx.doi.org/10.1186/s13075-019-1978-8 |
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author | Li, Ping Ning, Yujie Guo, Xiong Wen, Yan Cheng, Bolun Ma, Mei Zhang, Lu Cheng, Shiqiang Wang, Sen Zhang, Feng |
author_facet | Li, Ping Ning, Yujie Guo, Xiong Wen, Yan Cheng, Bolun Ma, Mei Zhang, Lu Cheng, Shiqiang Wang, Sen Zhang, Feng |
author_sort | Li, Ping |
collection | PubMed |
description | BACKGROUND: Chondropathies are a group of cartilage diseases, which share some common pathogenetic features. The etiology of chondropathies is still largely obscure now. METHODS: A transcriptome-wide association study (TWAS) was performed using the UK Biobank genome-wide association study (GWAS) data of chondropathies (including 1314 chondropathy patients and 450,950 controls) with gene expression references of muscle skeleton (MS) and peripheral blood (YBL). The candidate genes identified by TWAS were further compared with three gene expression profiles of osteoarthritis (OA), cartilage tumor (CT), and spinal disc herniation (SDH), to confirm the functional relevance between the chondropathies and the candidate genes identified by TWAS. Functional mapping and annotation (FUMA) was used for the gene ontology enrichment analyses. Immunohistochemistry (IHC) was conducted to validate the accuracy of integrative analysis results. RESULTS: Integrating TWAS and mRNA expression profiles detected 84 candidate genes for knee OA, such as DDX20 (P(TWAS YBL) = 1.79 × 10(− 3), fold change (FC) = 2.69), 10 candidate genes for CT, such as SRGN (P(TWAS YBL) = 1.46 × 10(− 3), FC = 3.36), and 4 candidate genes for SDH, such as SUPV3L1 (P(TWAS YBL) = 3.59 × 10(− 3), FC = 3.22). Gene set enrichment analysis detected 73 GO terms for knee OA, 3 GO terms for CT, and 1 GO term for SDH, such as mitochondrial protein complex (P = 7.31 × 10(− 5)) for knee OA, cytokine for CT (P = 1.13 × 10(− 4)), and ion binding for SDH (P = 3.55 × 10(− 4)). IHC confirmed that the protein expression level of DDX20 was significantly different between knee OA cartilage and healthy control cartilage (P = 0.0358). CONCLUSIONS: Multiple candidate genes and GO terms were detected for chondropathies. Our findings may provide a novel insight in the molecular mechanisms of chondropathies. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13075-019-1978-8) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6712880 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-67128802019-09-04 Integrating transcriptome-wide study and mRNA expression profiles yields novel insights into the biological mechanism of chondropathies Li, Ping Ning, Yujie Guo, Xiong Wen, Yan Cheng, Bolun Ma, Mei Zhang, Lu Cheng, Shiqiang Wang, Sen Zhang, Feng Arthritis Res Ther Research Article BACKGROUND: Chondropathies are a group of cartilage diseases, which share some common pathogenetic features. The etiology of chondropathies is still largely obscure now. METHODS: A transcriptome-wide association study (TWAS) was performed using the UK Biobank genome-wide association study (GWAS) data of chondropathies (including 1314 chondropathy patients and 450,950 controls) with gene expression references of muscle skeleton (MS) and peripheral blood (YBL). The candidate genes identified by TWAS were further compared with three gene expression profiles of osteoarthritis (OA), cartilage tumor (CT), and spinal disc herniation (SDH), to confirm the functional relevance between the chondropathies and the candidate genes identified by TWAS. Functional mapping and annotation (FUMA) was used for the gene ontology enrichment analyses. Immunohistochemistry (IHC) was conducted to validate the accuracy of integrative analysis results. RESULTS: Integrating TWAS and mRNA expression profiles detected 84 candidate genes for knee OA, such as DDX20 (P(TWAS YBL) = 1.79 × 10(− 3), fold change (FC) = 2.69), 10 candidate genes for CT, such as SRGN (P(TWAS YBL) = 1.46 × 10(− 3), FC = 3.36), and 4 candidate genes for SDH, such as SUPV3L1 (P(TWAS YBL) = 3.59 × 10(− 3), FC = 3.22). Gene set enrichment analysis detected 73 GO terms for knee OA, 3 GO terms for CT, and 1 GO term for SDH, such as mitochondrial protein complex (P = 7.31 × 10(− 5)) for knee OA, cytokine for CT (P = 1.13 × 10(− 4)), and ion binding for SDH (P = 3.55 × 10(− 4)). IHC confirmed that the protein expression level of DDX20 was significantly different between knee OA cartilage and healthy control cartilage (P = 0.0358). CONCLUSIONS: Multiple candidate genes and GO terms were detected for chondropathies. Our findings may provide a novel insight in the molecular mechanisms of chondropathies. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13075-019-1978-8) contains supplementary material, which is available to authorized users. BioMed Central 2019-08-27 2019 /pmc/articles/PMC6712880/ /pubmed/31455417 http://dx.doi.org/10.1186/s13075-019-1978-8 Text en © The Author(s). 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Li, Ping Ning, Yujie Guo, Xiong Wen, Yan Cheng, Bolun Ma, Mei Zhang, Lu Cheng, Shiqiang Wang, Sen Zhang, Feng Integrating transcriptome-wide study and mRNA expression profiles yields novel insights into the biological mechanism of chondropathies |
title | Integrating transcriptome-wide study and mRNA expression profiles yields novel insights into the biological mechanism of chondropathies |
title_full | Integrating transcriptome-wide study and mRNA expression profiles yields novel insights into the biological mechanism of chondropathies |
title_fullStr | Integrating transcriptome-wide study and mRNA expression profiles yields novel insights into the biological mechanism of chondropathies |
title_full_unstemmed | Integrating transcriptome-wide study and mRNA expression profiles yields novel insights into the biological mechanism of chondropathies |
title_short | Integrating transcriptome-wide study and mRNA expression profiles yields novel insights into the biological mechanism of chondropathies |
title_sort | integrating transcriptome-wide study and mrna expression profiles yields novel insights into the biological mechanism of chondropathies |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6712880/ https://www.ncbi.nlm.nih.gov/pubmed/31455417 http://dx.doi.org/10.1186/s13075-019-1978-8 |
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