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Identification of influential proteins in the classical retinoic acid signaling pathway
BACKGROUND: In the classical pathway of retinoic acid (RA) mediated gene transcription, RA binds to a nuclear hormone receptor dimer composed of retinoic acid receptor (RAR) and retinoid X receptor (RXR), to induce the expression of its downstream target genes. In addition to nuclear receptors, ther...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6190658/ https://www.ncbi.nlm.nih.gov/pubmed/30322383 http://dx.doi.org/10.1186/s12976-018-0088-7 |
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author | Ghaffari, Hamed Petzold, Linda R. |
author_facet | Ghaffari, Hamed Petzold, Linda R. |
author_sort | Ghaffari, Hamed |
collection | PubMed |
description | BACKGROUND: In the classical pathway of retinoic acid (RA) mediated gene transcription, RA binds to a nuclear hormone receptor dimer composed of retinoic acid receptor (RAR) and retinoid X receptor (RXR), to induce the expression of its downstream target genes. In addition to nuclear receptors, there are other intracellular RA binding proteins such as cellular retinoic acid binding proteins (CRABP1 and CRABP2) and cytochrome P450 (CYP) enzymes, whose contributions to the RA signaling pathway have not been fully understood. The objective of this study was to compare the significance of various RA binding receptors, i.e. CRABP1, CRABP2, CYP and RAR in the RA signaling pathway. In this regard, we developed a mathematical model of the RA pathway, which is one of the few models, if not the only one, that includes all main intracellular RA binding receptors. We then performed a global sensitivity analysis (GSA) to investigate the contribution of the RA receptors to RA-induced mRNA production, when the cells were treated with a wide range of RA levels, from physiological to pharmacological concentrations. RESULTS: Our results show that CRABP2 and RAR are the most and the least important proteins, respectively, in controlling the model performance at physiological concentrations of RA (1–10 nM). However, at higher concentrations of RA, CYP and RAR are the most sensitive parameters of the system. Furthermore, we found that depending on the concentrations of all RA binding proteins, the rate of metabolism of RA can either change or remain constant following RA therapy. The cellular levels of CRABP1 are more important than that of CRABP2 in controlling RA metabolite formation at pharmacological conditions (RA = 0.1–1 μM). Finally, our results indicate a significant negative correlation between total mRNA production and total RA metabolite formation at pharmacological levels of RA. CONCLUSIONS: Our simulations indicate that the significance of the RA binding proteins in the RA pathway of gene expression strongly depends on intracellular concentration of RA. This study not only can explain why various cell types respond to RA therapy differently, but also can potentially help develop pharmacological methods to increase the efficacy of the drug. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12976-018-0088-7) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6190658 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-61906582018-10-23 Identification of influential proteins in the classical retinoic acid signaling pathway Ghaffari, Hamed Petzold, Linda R. Theor Biol Med Model Research BACKGROUND: In the classical pathway of retinoic acid (RA) mediated gene transcription, RA binds to a nuclear hormone receptor dimer composed of retinoic acid receptor (RAR) and retinoid X receptor (RXR), to induce the expression of its downstream target genes. In addition to nuclear receptors, there are other intracellular RA binding proteins such as cellular retinoic acid binding proteins (CRABP1 and CRABP2) and cytochrome P450 (CYP) enzymes, whose contributions to the RA signaling pathway have not been fully understood. The objective of this study was to compare the significance of various RA binding receptors, i.e. CRABP1, CRABP2, CYP and RAR in the RA signaling pathway. In this regard, we developed a mathematical model of the RA pathway, which is one of the few models, if not the only one, that includes all main intracellular RA binding receptors. We then performed a global sensitivity analysis (GSA) to investigate the contribution of the RA receptors to RA-induced mRNA production, when the cells were treated with a wide range of RA levels, from physiological to pharmacological concentrations. RESULTS: Our results show that CRABP2 and RAR are the most and the least important proteins, respectively, in controlling the model performance at physiological concentrations of RA (1–10 nM). However, at higher concentrations of RA, CYP and RAR are the most sensitive parameters of the system. Furthermore, we found that depending on the concentrations of all RA binding proteins, the rate of metabolism of RA can either change or remain constant following RA therapy. The cellular levels of CRABP1 are more important than that of CRABP2 in controlling RA metabolite formation at pharmacological conditions (RA = 0.1–1 μM). Finally, our results indicate a significant negative correlation between total mRNA production and total RA metabolite formation at pharmacological levels of RA. CONCLUSIONS: Our simulations indicate that the significance of the RA binding proteins in the RA pathway of gene expression strongly depends on intracellular concentration of RA. This study not only can explain why various cell types respond to RA therapy differently, but also can potentially help develop pharmacological methods to increase the efficacy of the drug. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12976-018-0088-7) contains supplementary material, which is available to authorized users. BioMed Central 2018-10-16 /pmc/articles/PMC6190658/ /pubmed/30322383 http://dx.doi.org/10.1186/s12976-018-0088-7 Text en © The Author(s). 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Ghaffari, Hamed Petzold, Linda R. Identification of influential proteins in the classical retinoic acid signaling pathway |
title | Identification of influential proteins in the classical retinoic acid signaling pathway |
title_full | Identification of influential proteins in the classical retinoic acid signaling pathway |
title_fullStr | Identification of influential proteins in the classical retinoic acid signaling pathway |
title_full_unstemmed | Identification of influential proteins in the classical retinoic acid signaling pathway |
title_short | Identification of influential proteins in the classical retinoic acid signaling pathway |
title_sort | identification of influential proteins in the classical retinoic acid signaling pathway |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6190658/ https://www.ncbi.nlm.nih.gov/pubmed/30322383 http://dx.doi.org/10.1186/s12976-018-0088-7 |
work_keys_str_mv | AT ghaffarihamed identificationofinfluentialproteinsintheclassicalretinoicacidsignalingpathway AT petzoldlindar identificationofinfluentialproteinsintheclassicalretinoicacidsignalingpathway |