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Combining experimental and mathematical modeling to reveal mechanisms of macrophage-dependent left ventricular remodeling
BACKGROUND: Progressive remodeling of the left ventricle (LV) following myocardial infarction (MI) can lead to congestive heart failure, but the underlying initiation factors remain poorly defined. The objective of this study, accordingly, was to determine the key factors and elucidate the regulator...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3113236/ https://www.ncbi.nlm.nih.gov/pubmed/21545710 http://dx.doi.org/10.1186/1752-0509-5-60 |
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author | Jin, Yu-Fang Han, Hai- Chao Berger, Jamie Dai, Qiuxia Lindsey, Merry L |
author_facet | Jin, Yu-Fang Han, Hai- Chao Berger, Jamie Dai, Qiuxia Lindsey, Merry L |
author_sort | Jin, Yu-Fang |
collection | PubMed |
description | BACKGROUND: Progressive remodeling of the left ventricle (LV) following myocardial infarction (MI) can lead to congestive heart failure, but the underlying initiation factors remain poorly defined. The objective of this study, accordingly, was to determine the key factors and elucidate the regulatory mechanisms of LV remodeling using integrated computational and experimental approaches. RESULTS: By examining the extracellular matrix (ECM) gene expression and plasma analyte levels in C57/BL6J mice LV post-MI and ECM gene responses to transforming growth factor (TGF-β(1)) in cultured cardiac fibroblasts, we found that key factors in LV remodeling included macrophages, fibroblasts, transforming growth factor-β(1), matrix metalloproteinase-9 (MMP-9), and specific collagen subtypes. We established a mathematical model to study LV remodeling post-MI by quantifying the dynamic balance between ECM construction and destruction. The mathematical model incorporated the key factors and demonstrated that TGF-β(1 )stimuli and MMP-9 interventions with different strengths and intervention times lead to different LV remodeling outcomes. The predictions of the mathematical model fell within the range of experimental measurements for these interventions, providing validation for the model. CONCLUSIONS: In conclusion, our results demonstrated that the balance between ECM synthesis and degradation, controlled by interactions of specific key factors, determines the LV remodeling outcomes. Our mathematical model, based on the balance between ECM construction and destruction, provides a useful tool for studying the regulatory mechanisms and for predicting LV remodeling outcomes. |
format | Online Article Text |
id | pubmed-3113236 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-31132362011-06-14 Combining experimental and mathematical modeling to reveal mechanisms of macrophage-dependent left ventricular remodeling Jin, Yu-Fang Han, Hai- Chao Berger, Jamie Dai, Qiuxia Lindsey, Merry L BMC Syst Biol Research Article BACKGROUND: Progressive remodeling of the left ventricle (LV) following myocardial infarction (MI) can lead to congestive heart failure, but the underlying initiation factors remain poorly defined. The objective of this study, accordingly, was to determine the key factors and elucidate the regulatory mechanisms of LV remodeling using integrated computational and experimental approaches. RESULTS: By examining the extracellular matrix (ECM) gene expression and plasma analyte levels in C57/BL6J mice LV post-MI and ECM gene responses to transforming growth factor (TGF-β(1)) in cultured cardiac fibroblasts, we found that key factors in LV remodeling included macrophages, fibroblasts, transforming growth factor-β(1), matrix metalloproteinase-9 (MMP-9), and specific collagen subtypes. We established a mathematical model to study LV remodeling post-MI by quantifying the dynamic balance between ECM construction and destruction. The mathematical model incorporated the key factors and demonstrated that TGF-β(1 )stimuli and MMP-9 interventions with different strengths and intervention times lead to different LV remodeling outcomes. The predictions of the mathematical model fell within the range of experimental measurements for these interventions, providing validation for the model. CONCLUSIONS: In conclusion, our results demonstrated that the balance between ECM synthesis and degradation, controlled by interactions of specific key factors, determines the LV remodeling outcomes. Our mathematical model, based on the balance between ECM construction and destruction, provides a useful tool for studying the regulatory mechanisms and for predicting LV remodeling outcomes. BioMed Central 2011-05-05 /pmc/articles/PMC3113236/ /pubmed/21545710 http://dx.doi.org/10.1186/1752-0509-5-60 Text en Copyright ©2011 Jin et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Jin, Yu-Fang Han, Hai- Chao Berger, Jamie Dai, Qiuxia Lindsey, Merry L Combining experimental and mathematical modeling to reveal mechanisms of macrophage-dependent left ventricular remodeling |
title | Combining experimental and mathematical modeling to reveal mechanisms of macrophage-dependent left ventricular remodeling |
title_full | Combining experimental and mathematical modeling to reveal mechanisms of macrophage-dependent left ventricular remodeling |
title_fullStr | Combining experimental and mathematical modeling to reveal mechanisms of macrophage-dependent left ventricular remodeling |
title_full_unstemmed | Combining experimental and mathematical modeling to reveal mechanisms of macrophage-dependent left ventricular remodeling |
title_short | Combining experimental and mathematical modeling to reveal mechanisms of macrophage-dependent left ventricular remodeling |
title_sort | combining experimental and mathematical modeling to reveal mechanisms of macrophage-dependent left ventricular remodeling |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3113236/ https://www.ncbi.nlm.nih.gov/pubmed/21545710 http://dx.doi.org/10.1186/1752-0509-5-60 |
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