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Context-Specific Genome-Scale Metabolic Modelling and Its Application to the Analysis of COVID-19 Metabolic Signatures
Genome-scale metabolic models (GEMs) have found numerous applications in different domains, ranging from biotechnology to systems medicine. Herein, we overview the most popular algorithms for the automated reconstruction of context-specific GEMs using high-throughput experimental data. Moreover, we...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9866716/ https://www.ncbi.nlm.nih.gov/pubmed/36677051 http://dx.doi.org/10.3390/metabo13010126 |
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author | Moškon, Miha Režen, Tadeja |
author_facet | Moškon, Miha Režen, Tadeja |
author_sort | Moškon, Miha |
collection | PubMed |
description | Genome-scale metabolic models (GEMs) have found numerous applications in different domains, ranging from biotechnology to systems medicine. Herein, we overview the most popular algorithms for the automated reconstruction of context-specific GEMs using high-throughput experimental data. Moreover, we describe different datasets applied in the process, and protocols that can be used to further automate the model reconstruction and validation. Finally, we describe recent COVID-19 applications of context-specific GEMs, focusing on the analysis of metabolic implications, identification of biomarkers and potential drug targets. |
format | Online Article Text |
id | pubmed-9866716 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-98667162023-01-22 Context-Specific Genome-Scale Metabolic Modelling and Its Application to the Analysis of COVID-19 Metabolic Signatures Moškon, Miha Režen, Tadeja Metabolites Review Genome-scale metabolic models (GEMs) have found numerous applications in different domains, ranging from biotechnology to systems medicine. Herein, we overview the most popular algorithms for the automated reconstruction of context-specific GEMs using high-throughput experimental data. Moreover, we describe different datasets applied in the process, and protocols that can be used to further automate the model reconstruction and validation. Finally, we describe recent COVID-19 applications of context-specific GEMs, focusing on the analysis of metabolic implications, identification of biomarkers and potential drug targets. MDPI 2023-01-13 /pmc/articles/PMC9866716/ /pubmed/36677051 http://dx.doi.org/10.3390/metabo13010126 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Review Moškon, Miha Režen, Tadeja Context-Specific Genome-Scale Metabolic Modelling and Its Application to the Analysis of COVID-19 Metabolic Signatures |
title | Context-Specific Genome-Scale Metabolic Modelling and Its Application to the Analysis of COVID-19 Metabolic Signatures |
title_full | Context-Specific Genome-Scale Metabolic Modelling and Its Application to the Analysis of COVID-19 Metabolic Signatures |
title_fullStr | Context-Specific Genome-Scale Metabolic Modelling and Its Application to the Analysis of COVID-19 Metabolic Signatures |
title_full_unstemmed | Context-Specific Genome-Scale Metabolic Modelling and Its Application to the Analysis of COVID-19 Metabolic Signatures |
title_short | Context-Specific Genome-Scale Metabolic Modelling and Its Application to the Analysis of COVID-19 Metabolic Signatures |
title_sort | context-specific genome-scale metabolic modelling and its application to the analysis of covid-19 metabolic signatures |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9866716/ https://www.ncbi.nlm.nih.gov/pubmed/36677051 http://dx.doi.org/10.3390/metabo13010126 |
work_keys_str_mv | AT moskonmiha contextspecificgenomescalemetabolicmodellinganditsapplicationtotheanalysisofcovid19metabolicsignatures AT rezentadeja contextspecificgenomescalemetabolicmodellinganditsapplicationtotheanalysisofcovid19metabolicsignatures |