Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Marin de Mas, Igor, Herand, Helena, Carrasco, Jorge, Nielsen, Lars K., Johansson, Pär I.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
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
_version_ 1785048096775864320
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
work_keys_str_mv AT marindemasigor aprotocolfortheautomaticconstructionofhighlycuratedgenomescalemodelsofhumanmetabolism
AT herandhelena aprotocolfortheautomaticconstructionofhighlycuratedgenomescalemodelsofhumanmetabolism
AT carrascojorge aprotocolfortheautomaticconstructionofhighlycuratedgenomescalemodelsofhumanmetabolism
AT nielsenlarsk aprotocolfortheautomaticconstructionofhighlycuratedgenomescalemodelsofhumanmetabolism
AT johanssonpari aprotocolfortheautomaticconstructionofhighlycuratedgenomescalemodelsofhumanmetabolism
AT marindemasigor protocolfortheautomaticconstructionofhighlycuratedgenomescalemodelsofhumanmetabolism
AT herandhelena protocolfortheautomaticconstructionofhighlycuratedgenomescalemodelsofhumanmetabolism
AT carrascojorge protocolfortheautomaticconstructionofhighlycuratedgenomescalemodelsofhumanmetabolism
AT nielsenlarsk protocolfortheautomaticconstructionofhighlycuratedgenomescalemodelsofhumanmetabolism
AT johanssonpari protocolfortheautomaticconstructionofhighlycuratedgenomescalemodelsofhumanmetabolism