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Modeling fructose-load-induced hepatic de-novo lipogenesis by model simplification
Hepatic de-novo lipogenesis is a metabolic process implemented in the pathogenesis of type 2 diabetes. Clinically, the rate of this process can be ascertained by use of labeled acetate and stimulation by fructose administration. A systems pharmacology model of this process is desirable because it fa...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5397296/ https://www.ncbi.nlm.nih.gov/pubmed/28469410 http://dx.doi.org/10.1177/1177625017690133 |
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author | Allen, Richard J Musante, Cynthia J |
author_facet | Allen, Richard J Musante, Cynthia J |
author_sort | Allen, Richard J |
collection | PubMed |
description | Hepatic de-novo lipogenesis is a metabolic process implemented in the pathogenesis of type 2 diabetes. Clinically, the rate of this process can be ascertained by use of labeled acetate and stimulation by fructose administration. A systems pharmacology model of this process is desirable because it facilitates the description, analysis, and prediction of this experiment. Due to the multiple enzymes involved in de-novo lipogenesis, and the limited data, it is desirable to use single functional expressions to encapsulate the flux between multiple enzymes. To accomplish this we developed a novel simplification technique which uses the available information about the properties of the individual enzymes to bound the parameters of a single governing ‘transfer function’. This method should be applicable to any model with linear chains of enzymes that are well stimulated. We validated this approach with computational simulations and analytical justification in a limiting case. Using this technique we generated a simple model of hepatic de-novo lipogenesis in these experimental conditions that matched prior data. This model can be used to assess pharmacological intervention at specific points on this pathway. We have demonstrated this with prospective simulation of acetyl-CoA carboxylase inhibition. This simplification technique suggests how the constituent properties of an enzymatic chain of reactions gives rise to the sensitivity (to substrate) of the pathway as a whole. |
format | Online Article Text |
id | pubmed-5397296 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-53972962017-05-03 Modeling fructose-load-induced hepatic de-novo lipogenesis by model simplification Allen, Richard J Musante, Cynthia J Gene Regul Syst Bio Original Research Hepatic de-novo lipogenesis is a metabolic process implemented in the pathogenesis of type 2 diabetes. Clinically, the rate of this process can be ascertained by use of labeled acetate and stimulation by fructose administration. A systems pharmacology model of this process is desirable because it facilitates the description, analysis, and prediction of this experiment. Due to the multiple enzymes involved in de-novo lipogenesis, and the limited data, it is desirable to use single functional expressions to encapsulate the flux between multiple enzymes. To accomplish this we developed a novel simplification technique which uses the available information about the properties of the individual enzymes to bound the parameters of a single governing ‘transfer function’. This method should be applicable to any model with linear chains of enzymes that are well stimulated. We validated this approach with computational simulations and analytical justification in a limiting case. Using this technique we generated a simple model of hepatic de-novo lipogenesis in these experimental conditions that matched prior data. This model can be used to assess pharmacological intervention at specific points on this pathway. We have demonstrated this with prospective simulation of acetyl-CoA carboxylase inhibition. This simplification technique suggests how the constituent properties of an enzymatic chain of reactions gives rise to the sensitivity (to substrate) of the pathway as a whole. SAGE Publications 2017-04-12 /pmc/articles/PMC5397296/ /pubmed/28469410 http://dx.doi.org/10.1177/1177625017690133 Text en © The Author(s) 2017 http://creativecommons.org/licenses/by-nc/3.0/ This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 3.0 License (http://www.creativecommons.org/licenses/by-nc/3.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Original Research Allen, Richard J Musante, Cynthia J Modeling fructose-load-induced hepatic de-novo lipogenesis by model simplification |
title | Modeling fructose-load-induced hepatic de-novo lipogenesis by model simplification |
title_full | Modeling fructose-load-induced hepatic de-novo lipogenesis by model simplification |
title_fullStr | Modeling fructose-load-induced hepatic de-novo lipogenesis by model simplification |
title_full_unstemmed | Modeling fructose-load-induced hepatic de-novo lipogenesis by model simplification |
title_short | Modeling fructose-load-induced hepatic de-novo lipogenesis by model simplification |
title_sort | modeling fructose-load-induced hepatic de-novo lipogenesis by model simplification |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5397296/ https://www.ncbi.nlm.nih.gov/pubmed/28469410 http://dx.doi.org/10.1177/1177625017690133 |
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