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Integrated WGCNA and PPI Network to Screen Hub Genes Signatures for Infantile Hemangioma
BACKGROUND: Infantile hemangioma (IH) is characterized by proliferation and regression. METHODS: Based on the GSE127487 dataset, the differentially expressed genes (DEGs) between 6, 12, or 24 months and normal samples were screened, respectively. STEM software was used to screen the continued up-reg...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7844399/ https://www.ncbi.nlm.nih.gov/pubmed/33519918 http://dx.doi.org/10.3389/fgene.2020.614195 |
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author | Xu, Miao Ouyang, Tianxiang Lv, Kaiyang Ma, Xiaorong |
author_facet | Xu, Miao Ouyang, Tianxiang Lv, Kaiyang Ma, Xiaorong |
author_sort | Xu, Miao |
collection | PubMed |
description | BACKGROUND: Infantile hemangioma (IH) is characterized by proliferation and regression. METHODS: Based on the GSE127487 dataset, the differentially expressed genes (DEGs) between 6, 12, or 24 months and normal samples were screened, respectively. STEM software was used to screen the continued up-regulated or down-regulated in common genes. The modules were assessed by weighted gene co-expression network analysis (WGCNA). The enrichment analysis was performed to identified the biological function of important module genes. The area under curve (AUC) value and protein-protein interaction (PPI) network were used to identify hub genes. The differential expression of hub genes in IH and normal tissues was detected by qPCR. RESULTS: There were 5,785, 4,712, and 2,149 DEGs between 6, 12, and 24 months and normal tissues. We found 1,218 DEGs were up-regulated or down-regulated expression simultaneously in common genes. They were identified as 10 co-expression modules. Module 3 and module 4 were positively or negatively correlated with the development of IH, respectively. These two module genes were significantly involved in immunity, cell cycle arrest and mTOR signaling pathway. The two module genes with AUC greater than 0.8 at different stages of IH were put into PPI network, and five genes with the highest degree were identified as hub genes. The differential expression of these genes was also verified by qRTPCR. CONCLUSION: Five hub genes may distinguish for proliferative and regressive IH lesions. The WGCNA and PPI network analyses may help to clarify the molecular mechanism of IH at different stages. |
format | Online Article Text |
id | pubmed-7844399 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-78443992021-01-30 Integrated WGCNA and PPI Network to Screen Hub Genes Signatures for Infantile Hemangioma Xu, Miao Ouyang, Tianxiang Lv, Kaiyang Ma, Xiaorong Front Genet Genetics BACKGROUND: Infantile hemangioma (IH) is characterized by proliferation and regression. METHODS: Based on the GSE127487 dataset, the differentially expressed genes (DEGs) between 6, 12, or 24 months and normal samples were screened, respectively. STEM software was used to screen the continued up-regulated or down-regulated in common genes. The modules were assessed by weighted gene co-expression network analysis (WGCNA). The enrichment analysis was performed to identified the biological function of important module genes. The area under curve (AUC) value and protein-protein interaction (PPI) network were used to identify hub genes. The differential expression of hub genes in IH and normal tissues was detected by qPCR. RESULTS: There were 5,785, 4,712, and 2,149 DEGs between 6, 12, and 24 months and normal tissues. We found 1,218 DEGs were up-regulated or down-regulated expression simultaneously in common genes. They were identified as 10 co-expression modules. Module 3 and module 4 were positively or negatively correlated with the development of IH, respectively. These two module genes were significantly involved in immunity, cell cycle arrest and mTOR signaling pathway. The two module genes with AUC greater than 0.8 at different stages of IH were put into PPI network, and five genes with the highest degree were identified as hub genes. The differential expression of these genes was also verified by qRTPCR. CONCLUSION: Five hub genes may distinguish for proliferative and regressive IH lesions. The WGCNA and PPI network analyses may help to clarify the molecular mechanism of IH at different stages. Frontiers Media S.A. 2021-01-15 /pmc/articles/PMC7844399/ /pubmed/33519918 http://dx.doi.org/10.3389/fgene.2020.614195 Text en Copyright © 2021 Xu, Ouyang, Lv and Ma. http://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 Xu, Miao Ouyang, Tianxiang Lv, Kaiyang Ma, Xiaorong Integrated WGCNA and PPI Network to Screen Hub Genes Signatures for Infantile Hemangioma |
title | Integrated WGCNA and PPI Network to Screen Hub Genes Signatures for Infantile Hemangioma |
title_full | Integrated WGCNA and PPI Network to Screen Hub Genes Signatures for Infantile Hemangioma |
title_fullStr | Integrated WGCNA and PPI Network to Screen Hub Genes Signatures for Infantile Hemangioma |
title_full_unstemmed | Integrated WGCNA and PPI Network to Screen Hub Genes Signatures for Infantile Hemangioma |
title_short | Integrated WGCNA and PPI Network to Screen Hub Genes Signatures for Infantile Hemangioma |
title_sort | integrated wgcna and ppi network to screen hub genes signatures for infantile hemangioma |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7844399/ https://www.ncbi.nlm.nih.gov/pubmed/33519918 http://dx.doi.org/10.3389/fgene.2020.614195 |
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