Cargando…
Predictive Approach Identifies Molecular Targets and Interventions to Restore Angiogenesis in Wounds With Delayed Healing
Impaired angiogenesis is a hallmark of wounds with delayed healing, and currently used therapies to restore angiogenesis have limited efficacy. Here, we employ a computational simulation-based approach to identify influential molecular and cellular processes, as well as protein targets, whose modula...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6547939/ https://www.ncbi.nlm.nih.gov/pubmed/31191342 http://dx.doi.org/10.3389/fphys.2019.00636 |
_version_ | 1783423775438536704 |
---|---|
author | Nagaraja, Sridevi Chen, Lin DiPietro, Luisa A. Reifman, Jaques Mitrophanov, Alexander Y. |
author_facet | Nagaraja, Sridevi Chen, Lin DiPietro, Luisa A. Reifman, Jaques Mitrophanov, Alexander Y. |
author_sort | Nagaraja, Sridevi |
collection | PubMed |
description | Impaired angiogenesis is a hallmark of wounds with delayed healing, and currently used therapies to restore angiogenesis have limited efficacy. Here, we employ a computational simulation-based approach to identify influential molecular and cellular processes, as well as protein targets, whose modulation may stimulate angiogenesis in wounds. We developed a mathematical model that captures the time courses for platelets, 9 cell types, 29 proteins, and oxygen, which are involved in inflammation, proliferation, and angiogenesis during wound healing. We validated our model using previously published experimental data. By performing global sensitivity analysis on thousands of simulated wound-healing scenarios, we identified six processes (among the 133 modeled in total) whose modulation may improve angiogenesis in wounds. By simulating knockouts of 25 modeled proteins and by simulating different wound-oxygenation levels, we identified four proteins [namely, transforming growth factor (TGF)-β, vascular endothelial growth factor (VEGF), fibroblast growth factor-2 (FGF-2), and angiopoietin-2 (ANG-2)], as well as oxygen, as therapeutic targets for stimulating angiogenesis in wounds. Our modeling results indicated that simultaneous inhibition of TGF-β and supplementation of either FGF-2 or ANG-2 could be more effective in stimulating wound angiogenesis than the modulation of either protein alone. Our findings suggest experimentally testable intervention strategies to restore angiogenesis in wounds with delayed healing. |
format | Online Article Text |
id | pubmed-6547939 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-65479392019-06-12 Predictive Approach Identifies Molecular Targets and Interventions to Restore Angiogenesis in Wounds With Delayed Healing Nagaraja, Sridevi Chen, Lin DiPietro, Luisa A. Reifman, Jaques Mitrophanov, Alexander Y. Front Physiol Physiology Impaired angiogenesis is a hallmark of wounds with delayed healing, and currently used therapies to restore angiogenesis have limited efficacy. Here, we employ a computational simulation-based approach to identify influential molecular and cellular processes, as well as protein targets, whose modulation may stimulate angiogenesis in wounds. We developed a mathematical model that captures the time courses for platelets, 9 cell types, 29 proteins, and oxygen, which are involved in inflammation, proliferation, and angiogenesis during wound healing. We validated our model using previously published experimental data. By performing global sensitivity analysis on thousands of simulated wound-healing scenarios, we identified six processes (among the 133 modeled in total) whose modulation may improve angiogenesis in wounds. By simulating knockouts of 25 modeled proteins and by simulating different wound-oxygenation levels, we identified four proteins [namely, transforming growth factor (TGF)-β, vascular endothelial growth factor (VEGF), fibroblast growth factor-2 (FGF-2), and angiopoietin-2 (ANG-2)], as well as oxygen, as therapeutic targets for stimulating angiogenesis in wounds. Our modeling results indicated that simultaneous inhibition of TGF-β and supplementation of either FGF-2 or ANG-2 could be more effective in stimulating wound angiogenesis than the modulation of either protein alone. Our findings suggest experimentally testable intervention strategies to restore angiogenesis in wounds with delayed healing. Frontiers Media S.A. 2019-05-28 /pmc/articles/PMC6547939/ /pubmed/31191342 http://dx.doi.org/10.3389/fphys.2019.00636 Text en Copyright © 2019 Nagaraja, Chen, DiPietro, Reifman and Mitrophanov. 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 | Physiology Nagaraja, Sridevi Chen, Lin DiPietro, Luisa A. Reifman, Jaques Mitrophanov, Alexander Y. Predictive Approach Identifies Molecular Targets and Interventions to Restore Angiogenesis in Wounds With Delayed Healing |
title | Predictive Approach Identifies Molecular Targets and Interventions to Restore Angiogenesis in Wounds With Delayed Healing |
title_full | Predictive Approach Identifies Molecular Targets and Interventions to Restore Angiogenesis in Wounds With Delayed Healing |
title_fullStr | Predictive Approach Identifies Molecular Targets and Interventions to Restore Angiogenesis in Wounds With Delayed Healing |
title_full_unstemmed | Predictive Approach Identifies Molecular Targets and Interventions to Restore Angiogenesis in Wounds With Delayed Healing |
title_short | Predictive Approach Identifies Molecular Targets and Interventions to Restore Angiogenesis in Wounds With Delayed Healing |
title_sort | predictive approach identifies molecular targets and interventions to restore angiogenesis in wounds with delayed healing |
topic | Physiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6547939/ https://www.ncbi.nlm.nih.gov/pubmed/31191342 http://dx.doi.org/10.3389/fphys.2019.00636 |
work_keys_str_mv | AT nagarajasridevi predictiveapproachidentifiesmoleculartargetsandinterventionstorestoreangiogenesisinwoundswithdelayedhealing AT chenlin predictiveapproachidentifiesmoleculartargetsandinterventionstorestoreangiogenesisinwoundswithdelayedhealing AT dipietroluisaa predictiveapproachidentifiesmoleculartargetsandinterventionstorestoreangiogenesisinwoundswithdelayedhealing AT reifmanjaques predictiveapproachidentifiesmoleculartargetsandinterventionstorestoreangiogenesisinwoundswithdelayedhealing AT mitrophanovalexandery predictiveapproachidentifiesmoleculartargetsandinterventionstorestoreangiogenesisinwoundswithdelayedhealing |