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A Protocol for the Automatic Construction of Highly Curated Genome-Scale Models of Human Metabolism
Genome-scale metabolic models (GEMs) have emerged as a tool to understand human metabolism from a holistic perspective with high relevance in the study of many diseases and in the metabolic engineering of human cell lines. GEM building relies on either automated processes that lack manual refinement...
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/PMC10215578/ https://www.ncbi.nlm.nih.gov/pubmed/37237646 http://dx.doi.org/10.3390/bioengineering10050576 |
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author | Marin de Mas, Igor Herand, Helena Carrasco, Jorge Nielsen, Lars K. Johansson, Pär I. |
author_facet | Marin de Mas, Igor Herand, Helena Carrasco, Jorge Nielsen, Lars K. Johansson, Pär I. |
author_sort | Marin de Mas, Igor |
collection | PubMed |
description | Genome-scale metabolic models (GEMs) have emerged as a tool to understand human metabolism from a holistic perspective with high relevance in the study of many diseases and in the metabolic engineering of human cell lines. GEM building relies on either automated processes that lack manual refinement and result in inaccurate models or manual curation, which is a time-consuming process that limits the continuous update of reliable GEMs. Here, we present a novel algorithm-aided protocol that overcomes these limitations and facilitates the continuous updating of highly curated GEMs. The algorithm enables the automatic curation and/or expansion of existing GEMs or generates a highly curated metabolic network based on current information retrieved from multiple databases in real time. This tool was applied to the latest reconstruction of human metabolism (Human1), generating a series of the human GEMs that improve and expand the reference model and generating the most extensive and comprehensive general reconstruction of human metabolism to date. The tool presented here goes beyond the current state of the art and paves the way for the automatic reconstruction of a highly curated, up-to-date GEM with high potential in computational biology as well as in multiple fields of biological science where metabolism is relevant. |
format | Online Article Text |
id | pubmed-10215578 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-102155782023-05-27 A Protocol for the Automatic Construction of Highly Curated Genome-Scale Models of Human Metabolism Marin de Mas, Igor Herand, Helena Carrasco, Jorge Nielsen, Lars K. Johansson, Pär I. Bioengineering (Basel) Article Genome-scale metabolic models (GEMs) have emerged as a tool to understand human metabolism from a holistic perspective with high relevance in the study of many diseases and in the metabolic engineering of human cell lines. GEM building relies on either automated processes that lack manual refinement and result in inaccurate models or manual curation, which is a time-consuming process that limits the continuous update of reliable GEMs. Here, we present a novel algorithm-aided protocol that overcomes these limitations and facilitates the continuous updating of highly curated GEMs. The algorithm enables the automatic curation and/or expansion of existing GEMs or generates a highly curated metabolic network based on current information retrieved from multiple databases in real time. This tool was applied to the latest reconstruction of human metabolism (Human1), generating a series of the human GEMs that improve and expand the reference model and generating the most extensive and comprehensive general reconstruction of human metabolism to date. The tool presented here goes beyond the current state of the art and paves the way for the automatic reconstruction of a highly curated, up-to-date GEM with high potential in computational biology as well as in multiple fields of biological science where metabolism is relevant. MDPI 2023-05-10 /pmc/articles/PMC10215578/ /pubmed/37237646 http://dx.doi.org/10.3390/bioengineering10050576 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 | Article Marin de Mas, Igor Herand, Helena Carrasco, Jorge Nielsen, Lars K. Johansson, Pär I. A Protocol for the Automatic Construction of Highly Curated Genome-Scale Models of Human Metabolism |
title | A Protocol for the Automatic Construction of Highly Curated Genome-Scale Models of Human Metabolism |
title_full | A Protocol for the Automatic Construction of Highly Curated Genome-Scale Models of Human Metabolism |
title_fullStr | A Protocol for the Automatic Construction of Highly Curated Genome-Scale Models of Human Metabolism |
title_full_unstemmed | A Protocol for the Automatic Construction of Highly Curated Genome-Scale Models of Human Metabolism |
title_short | A Protocol for the Automatic Construction of Highly Curated Genome-Scale Models of Human Metabolism |
title_sort | protocol for the automatic construction of highly curated genome-scale models of human metabolism |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10215578/ https://www.ncbi.nlm.nih.gov/pubmed/37237646 http://dx.doi.org/10.3390/bioengineering10050576 |
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