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Systematic Tracking of Disrupted Modules Identifies Altered Pathways Associated with Congenital Heart Defects in Down Syndrome
BACKGROUND: This work aimed to identify altered pathways in congenital heart defects (CHD) in Down syndrome (DS) by systematically tracking the dysregulated modules of reweighted protein-protein interaction (PPI) networks. MATERIAL/METHODS: We performed systematic identification and comparison of mo...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
International Scientific Literature, Inc.
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4635630/ https://www.ncbi.nlm.nih.gov/pubmed/26524729 http://dx.doi.org/10.12659/MSM.896001 |
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author | Chen, Denghong Zhang, Zhenhua Meng, Yuxiu |
author_facet | Chen, Denghong Zhang, Zhenhua Meng, Yuxiu |
author_sort | Chen, Denghong |
collection | PubMed |
description | BACKGROUND: This work aimed to identify altered pathways in congenital heart defects (CHD) in Down syndrome (DS) by systematically tracking the dysregulated modules of reweighted protein-protein interaction (PPI) networks. MATERIAL/METHODS: We performed systematic identification and comparison of modules across normal and disease conditions by integrating PPI and gene-expression data. Based on Pearson correlation coefficient (PCC), normal and disease PPI networks were inferred and reweighted. Then, modules in the PPI network were explored by clique-merging algorithm; altered modules were identified via maximum weight bipartite matching and ranked in non-increasing order. Finally, pathways enrichment analysis of genes in altered modules was carried out based on Database for Annotation, Visualization, and Integrated Discovery (DAVID) to study the biological pathways in CHD in DS. RESULTS: Our analyses revealed that 348 altered modules were identified by comparing modules in normal and disease PPI networks. Pathway functional enrichment analysis of disrupted module genes showed that the 4 most significantly altered pathways were: ECM-receptor interaction, purine metabolism, focal adhesion, and dilated cardiomyopathy. CONCLUSIONS: We successfully identified 4 altered pathways and we predicted that these pathways would be good indicators for CHD in DS. |
format | Online Article Text |
id | pubmed-4635630 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | International Scientific Literature, Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-46356302015-11-18 Systematic Tracking of Disrupted Modules Identifies Altered Pathways Associated with Congenital Heart Defects in Down Syndrome Chen, Denghong Zhang, Zhenhua Meng, Yuxiu Med Sci Monit Molecular Biology BACKGROUND: This work aimed to identify altered pathways in congenital heart defects (CHD) in Down syndrome (DS) by systematically tracking the dysregulated modules of reweighted protein-protein interaction (PPI) networks. MATERIAL/METHODS: We performed systematic identification and comparison of modules across normal and disease conditions by integrating PPI and gene-expression data. Based on Pearson correlation coefficient (PCC), normal and disease PPI networks were inferred and reweighted. Then, modules in the PPI network were explored by clique-merging algorithm; altered modules were identified via maximum weight bipartite matching and ranked in non-increasing order. Finally, pathways enrichment analysis of genes in altered modules was carried out based on Database for Annotation, Visualization, and Integrated Discovery (DAVID) to study the biological pathways in CHD in DS. RESULTS: Our analyses revealed that 348 altered modules were identified by comparing modules in normal and disease PPI networks. Pathway functional enrichment analysis of disrupted module genes showed that the 4 most significantly altered pathways were: ECM-receptor interaction, purine metabolism, focal adhesion, and dilated cardiomyopathy. CONCLUSIONS: We successfully identified 4 altered pathways and we predicted that these pathways would be good indicators for CHD in DS. International Scientific Literature, Inc. 2015-11-02 /pmc/articles/PMC4635630/ /pubmed/26524729 http://dx.doi.org/10.12659/MSM.896001 Text en © Med Sci Monit, 2015 This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivs 3.0 Unported License |
spellingShingle | Molecular Biology Chen, Denghong Zhang, Zhenhua Meng, Yuxiu Systematic Tracking of Disrupted Modules Identifies Altered Pathways Associated with Congenital Heart Defects in Down Syndrome |
title | Systematic Tracking of Disrupted Modules Identifies Altered Pathways Associated with Congenital Heart Defects in Down Syndrome |
title_full | Systematic Tracking of Disrupted Modules Identifies Altered Pathways Associated with Congenital Heart Defects in Down Syndrome |
title_fullStr | Systematic Tracking of Disrupted Modules Identifies Altered Pathways Associated with Congenital Heart Defects in Down Syndrome |
title_full_unstemmed | Systematic Tracking of Disrupted Modules Identifies Altered Pathways Associated with Congenital Heart Defects in Down Syndrome |
title_short | Systematic Tracking of Disrupted Modules Identifies Altered Pathways Associated with Congenital Heart Defects in Down Syndrome |
title_sort | systematic tracking of disrupted modules identifies altered pathways associated with congenital heart defects in down syndrome |
topic | Molecular Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4635630/ https://www.ncbi.nlm.nih.gov/pubmed/26524729 http://dx.doi.org/10.12659/MSM.896001 |
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