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Identification of co-expression modules and pathways correlated with osteosarcoma and its metastasis
BACKGROUND: Osteosarcoma is the most common bone tumor that occurs in children. METHODS: To identify co-expression modules and pathways correlated with osteosarcoma and its clinical characteristics, we performed weighted gene co-expression network analysis (WGCNA) on RNA-seq data of osteosarcoma wit...
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/PMC6408756/ https://www.ncbi.nlm.nih.gov/pubmed/30849987 http://dx.doi.org/10.1186/s12957-019-1587-7 |
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author | Wang, Jian-sheng Wang, Yun-guo Zhong, Yong-sheng Li, Xue-dong Du, Shi-xin Xie, Peng Zheng, Gui-zhou Han, Jing-ming |
author_facet | Wang, Jian-sheng Wang, Yun-guo Zhong, Yong-sheng Li, Xue-dong Du, Shi-xin Xie, Peng Zheng, Gui-zhou Han, Jing-ming |
author_sort | Wang, Jian-sheng |
collection | PubMed |
description | BACKGROUND: Osteosarcoma is the most common bone tumor that occurs in children. METHODS: To identify co-expression modules and pathways correlated with osteosarcoma and its clinical characteristics, we performed weighted gene co-expression network analysis (WGCNA) on RNA-seq data of osteosarcoma with 52 samples. Then we performed pathway enrichment analysis on genes from significant modules. RESULTS: A total of 5471 genes were included in WGCNA, and 16 modules were identified. Module-trait analysis identified that a module involved in microtubule bundle formation, drug metabolism-cytochrome P450, and IL-17 signaling pathway was negatively correlated with osteosarcoma and positively correlated with metastasis; a module involved in DNA replication was positively correlated with osteosarcoma; a module involved in cell junction was positively correlated with metastasis; and a module involved in heparin binding negatively correlated with osteosarcoma. Moreover, expression levels in four of the top ten differentially expressed genes were validated in another independent dataset. CONCLUSIONS: Our analysis might provide insight for molecular mechanisms of osteosarcoma. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12957-019-1587-7) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6408756 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-64087562019-03-21 Identification of co-expression modules and pathways correlated with osteosarcoma and its metastasis Wang, Jian-sheng Wang, Yun-guo Zhong, Yong-sheng Li, Xue-dong Du, Shi-xin Xie, Peng Zheng, Gui-zhou Han, Jing-ming World J Surg Oncol Research BACKGROUND: Osteosarcoma is the most common bone tumor that occurs in children. METHODS: To identify co-expression modules and pathways correlated with osteosarcoma and its clinical characteristics, we performed weighted gene co-expression network analysis (WGCNA) on RNA-seq data of osteosarcoma with 52 samples. Then we performed pathway enrichment analysis on genes from significant modules. RESULTS: A total of 5471 genes were included in WGCNA, and 16 modules were identified. Module-trait analysis identified that a module involved in microtubule bundle formation, drug metabolism-cytochrome P450, and IL-17 signaling pathway was negatively correlated with osteosarcoma and positively correlated with metastasis; a module involved in DNA replication was positively correlated with osteosarcoma; a module involved in cell junction was positively correlated with metastasis; and a module involved in heparin binding negatively correlated with osteosarcoma. Moreover, expression levels in four of the top ten differentially expressed genes were validated in another independent dataset. CONCLUSIONS: Our analysis might provide insight for molecular mechanisms of osteosarcoma. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12957-019-1587-7) contains supplementary material, which is available to authorized users. BioMed Central 2019-03-08 /pmc/articles/PMC6408756/ /pubmed/30849987 http://dx.doi.org/10.1186/s12957-019-1587-7 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 Wang, Jian-sheng Wang, Yun-guo Zhong, Yong-sheng Li, Xue-dong Du, Shi-xin Xie, Peng Zheng, Gui-zhou Han, Jing-ming Identification of co-expression modules and pathways correlated with osteosarcoma and its metastasis |
title | Identification of co-expression modules and pathways correlated with osteosarcoma and its metastasis |
title_full | Identification of co-expression modules and pathways correlated with osteosarcoma and its metastasis |
title_fullStr | Identification of co-expression modules and pathways correlated with osteosarcoma and its metastasis |
title_full_unstemmed | Identification of co-expression modules and pathways correlated with osteosarcoma and its metastasis |
title_short | Identification of co-expression modules and pathways correlated with osteosarcoma and its metastasis |
title_sort | identification of co-expression modules and pathways correlated with osteosarcoma and its metastasis |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6408756/ https://www.ncbi.nlm.nih.gov/pubmed/30849987 http://dx.doi.org/10.1186/s12957-019-1587-7 |
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