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Modular networks and genomic variation during progression from stable angina pectoris through ischemic cardiomyopathy to chronic heart failure
BACKGROUND: Analyzing disease–disease relationships plays an important role for understanding etiology, disease classification, and drug repositioning. However, as cardiovascular diseases with causative links, the molecular relationship among stable angina pectoris (SAP), ischemic cardiomyopathy (IC...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9701405/ https://www.ncbi.nlm.nih.gov/pubmed/36435742 http://dx.doi.org/10.1186/s10020-022-00569-3 |
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author | Chen, Lin Yu, Ya-Nan Liu, Jun Chen, Yin-ying Wang, Bo Qi, Yi-Fei Guan, Shuang Liu, Xi Li, Bing Zhang, Ying-Ying Hu, Yuanhui Wang, Zhong |
author_facet | Chen, Lin Yu, Ya-Nan Liu, Jun Chen, Yin-ying Wang, Bo Qi, Yi-Fei Guan, Shuang Liu, Xi Li, Bing Zhang, Ying-Ying Hu, Yuanhui Wang, Zhong |
author_sort | Chen, Lin |
collection | PubMed |
description | BACKGROUND: Analyzing disease–disease relationships plays an important role for understanding etiology, disease classification, and drug repositioning. However, as cardiovascular diseases with causative links, the molecular relationship among stable angina pectoris (SAP), ischemic cardiomyopathy (ICM) and chronic heart failure (CHF) is not clear. METHODS: In this study, by integrating the multi-database data, we constructed paired disease progression modules (PDPMs) to identified relationship among SAP, ICM and CHF based on module reconstruction pairs (MRPs) of K-value calculation (a Euclidean distance optimization by integrating module topology parameters and their weights) methods. Finally, enrichment analysis, literature validation and structural variation (SV) were performed to verify the relationship between the three diseases in PDPMs. RESULTS: Total 16 PDPMs were found with K > 0.3777 among SAP, ICM and CHF, in which 6 pairs in SAP–ICM, 5 pairs for both ICM–CHF and SAP–CHF. SAP–ICM was the most closely related by having the smallest average K-value (K = 0.3899) while the maximum is SAP–CHF (K = 0.4006). According to the function of the validation gene, inflammatory response were through each stage of SAP–ICM–CHF, while SAP–ICM was uniquely involved in fibrosis, and genes were related in affecting the upstream of PI3K–Akt signaling pathway. 4 of the 11 genes (FLT1, KDR, ANGPT2 and PGF) in SAP–ICM–CHF related to angiogenesis in HIF-1 signaling pathway. Furthermore, we identified 62.96% SVs were protein deletion in SAP–ICM–CHF, and 53.85% SVs were defined as protein replication in SAP–ICM, while ICM–CHF genes were mainly affected by protein deletion. CONCLUSION: The PDPMs analysis approach combined with genomic structural variation provides a new avenue for determining target associations contributing to disease progression and reveals that inflammation and angiogenesis may be important links among SAP, ICM and CHF progression. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s10020-022-00569-3. |
format | Online Article Text |
id | pubmed-9701405 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-97014052022-11-28 Modular networks and genomic variation during progression from stable angina pectoris through ischemic cardiomyopathy to chronic heart failure Chen, Lin Yu, Ya-Nan Liu, Jun Chen, Yin-ying Wang, Bo Qi, Yi-Fei Guan, Shuang Liu, Xi Li, Bing Zhang, Ying-Ying Hu, Yuanhui Wang, Zhong Mol Med Research Article BACKGROUND: Analyzing disease–disease relationships plays an important role for understanding etiology, disease classification, and drug repositioning. However, as cardiovascular diseases with causative links, the molecular relationship among stable angina pectoris (SAP), ischemic cardiomyopathy (ICM) and chronic heart failure (CHF) is not clear. METHODS: In this study, by integrating the multi-database data, we constructed paired disease progression modules (PDPMs) to identified relationship among SAP, ICM and CHF based on module reconstruction pairs (MRPs) of K-value calculation (a Euclidean distance optimization by integrating module topology parameters and their weights) methods. Finally, enrichment analysis, literature validation and structural variation (SV) were performed to verify the relationship between the three diseases in PDPMs. RESULTS: Total 16 PDPMs were found with K > 0.3777 among SAP, ICM and CHF, in which 6 pairs in SAP–ICM, 5 pairs for both ICM–CHF and SAP–CHF. SAP–ICM was the most closely related by having the smallest average K-value (K = 0.3899) while the maximum is SAP–CHF (K = 0.4006). According to the function of the validation gene, inflammatory response were through each stage of SAP–ICM–CHF, while SAP–ICM was uniquely involved in fibrosis, and genes were related in affecting the upstream of PI3K–Akt signaling pathway. 4 of the 11 genes (FLT1, KDR, ANGPT2 and PGF) in SAP–ICM–CHF related to angiogenesis in HIF-1 signaling pathway. Furthermore, we identified 62.96% SVs were protein deletion in SAP–ICM–CHF, and 53.85% SVs were defined as protein replication in SAP–ICM, while ICM–CHF genes were mainly affected by protein deletion. CONCLUSION: The PDPMs analysis approach combined with genomic structural variation provides a new avenue for determining target associations contributing to disease progression and reveals that inflammation and angiogenesis may be important links among SAP, ICM and CHF progression. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s10020-022-00569-3. BioMed Central 2022-11-26 /pmc/articles/PMC9701405/ /pubmed/36435742 http://dx.doi.org/10.1186/s10020-022-00569-3 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Research Article Chen, Lin Yu, Ya-Nan Liu, Jun Chen, Yin-ying Wang, Bo Qi, Yi-Fei Guan, Shuang Liu, Xi Li, Bing Zhang, Ying-Ying Hu, Yuanhui Wang, Zhong Modular networks and genomic variation during progression from stable angina pectoris through ischemic cardiomyopathy to chronic heart failure |
title | Modular networks and genomic variation during progression from stable angina pectoris through ischemic cardiomyopathy to chronic heart failure |
title_full | Modular networks and genomic variation during progression from stable angina pectoris through ischemic cardiomyopathy to chronic heart failure |
title_fullStr | Modular networks and genomic variation during progression from stable angina pectoris through ischemic cardiomyopathy to chronic heart failure |
title_full_unstemmed | Modular networks and genomic variation during progression from stable angina pectoris through ischemic cardiomyopathy to chronic heart failure |
title_short | Modular networks and genomic variation during progression from stable angina pectoris through ischemic cardiomyopathy to chronic heart failure |
title_sort | modular networks and genomic variation during progression from stable angina pectoris through ischemic cardiomyopathy to chronic heart failure |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9701405/ https://www.ncbi.nlm.nih.gov/pubmed/36435742 http://dx.doi.org/10.1186/s10020-022-00569-3 |
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