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In silico investigation of molecular networks linking gastrointestinal diseases, malnutrition, and sarcopenia

Malnutrition (MN) is a common primary or secondary complication in gastrointestinal diseases. The patient’s nutritional status also influences muscle mass and function, which can be impaired up to the degree of sarcopenia. The molecular interactions in diseases leading to sarcopenia are complex and...

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Autores principales: Hoch, Matti, Ehlers, Luise, Bannert, Karen, Stanke, Christina, Brauer, David, Caton, Vanessa, Lamprecht, Georg, Wolkenhauer, Olaf, Jaster, Robert, Wolfien, Markus
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9672470/
https://www.ncbi.nlm.nih.gov/pubmed/36407505
http://dx.doi.org/10.3389/fnut.2022.989453
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author Hoch, Matti
Ehlers, Luise
Bannert, Karen
Stanke, Christina
Brauer, David
Caton, Vanessa
Lamprecht, Georg
Wolkenhauer, Olaf
Jaster, Robert
Wolfien, Markus
author_facet Hoch, Matti
Ehlers, Luise
Bannert, Karen
Stanke, Christina
Brauer, David
Caton, Vanessa
Lamprecht, Georg
Wolkenhauer, Olaf
Jaster, Robert
Wolfien, Markus
author_sort Hoch, Matti
collection PubMed
description Malnutrition (MN) is a common primary or secondary complication in gastrointestinal diseases. The patient’s nutritional status also influences muscle mass and function, which can be impaired up to the degree of sarcopenia. The molecular interactions in diseases leading to sarcopenia are complex and multifaceted, affecting muscle physiology, the intestine (nutrition), and the liver at different levels. Although extensive knowledge of individual molecular factors is available, their regulatory interplay is not yet fully understood. A comprehensive overall picture of pathological mechanisms and resulting phenotypes is lacking. In silico approaches that convert existing knowledge into computationally readable formats can help unravel mechanisms, underlying such complex molecular processes. From public literature, we manually compiled experimental evidence for molecular interactions involved in the development of sarcopenia into a knowledge base, referred to as the Sarcopenia Map. We integrated two diseases, namely liver cirrhosis (LC), and intestinal dysfunction, by considering their effects on nutrition and blood secretome. We demonstrate the performance of our model by successfully simulating the impact of changing dietary frequency, glycogen storage capacity, and disease severity on the carbohydrate and muscle systems. We present the Sarcopenia Map as a publicly available, open-source, and interactive online resource, that links gastrointestinal diseases, MN, and sarcopenia. The map provides tools that allow users to explore the information on the map and perform in silico simulations.
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spelling pubmed-96724702022-11-19 In silico investigation of molecular networks linking gastrointestinal diseases, malnutrition, and sarcopenia Hoch, Matti Ehlers, Luise Bannert, Karen Stanke, Christina Brauer, David Caton, Vanessa Lamprecht, Georg Wolkenhauer, Olaf Jaster, Robert Wolfien, Markus Front Nutr Nutrition Malnutrition (MN) is a common primary or secondary complication in gastrointestinal diseases. The patient’s nutritional status also influences muscle mass and function, which can be impaired up to the degree of sarcopenia. The molecular interactions in diseases leading to sarcopenia are complex and multifaceted, affecting muscle physiology, the intestine (nutrition), and the liver at different levels. Although extensive knowledge of individual molecular factors is available, their regulatory interplay is not yet fully understood. A comprehensive overall picture of pathological mechanisms and resulting phenotypes is lacking. In silico approaches that convert existing knowledge into computationally readable formats can help unravel mechanisms, underlying such complex molecular processes. From public literature, we manually compiled experimental evidence for molecular interactions involved in the development of sarcopenia into a knowledge base, referred to as the Sarcopenia Map. We integrated two diseases, namely liver cirrhosis (LC), and intestinal dysfunction, by considering their effects on nutrition and blood secretome. We demonstrate the performance of our model by successfully simulating the impact of changing dietary frequency, glycogen storage capacity, and disease severity on the carbohydrate and muscle systems. We present the Sarcopenia Map as a publicly available, open-source, and interactive online resource, that links gastrointestinal diseases, MN, and sarcopenia. The map provides tools that allow users to explore the information on the map and perform in silico simulations. Frontiers Media S.A. 2022-11-04 /pmc/articles/PMC9672470/ /pubmed/36407505 http://dx.doi.org/10.3389/fnut.2022.989453 Text en Copyright © 2022 Hoch, Ehlers, Bannert, Stanke, Brauer, Caton, Lamprecht, Wolkenhauer, Jaster and Wolfien. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Nutrition
Hoch, Matti
Ehlers, Luise
Bannert, Karen
Stanke, Christina
Brauer, David
Caton, Vanessa
Lamprecht, Georg
Wolkenhauer, Olaf
Jaster, Robert
Wolfien, Markus
In silico investigation of molecular networks linking gastrointestinal diseases, malnutrition, and sarcopenia
title In silico investigation of molecular networks linking gastrointestinal diseases, malnutrition, and sarcopenia
title_full In silico investigation of molecular networks linking gastrointestinal diseases, malnutrition, and sarcopenia
title_fullStr In silico investigation of molecular networks linking gastrointestinal diseases, malnutrition, and sarcopenia
title_full_unstemmed In silico investigation of molecular networks linking gastrointestinal diseases, malnutrition, and sarcopenia
title_short In silico investigation of molecular networks linking gastrointestinal diseases, malnutrition, and sarcopenia
title_sort in silico investigation of molecular networks linking gastrointestinal diseases, malnutrition, and sarcopenia
topic Nutrition
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9672470/
https://www.ncbi.nlm.nih.gov/pubmed/36407505
http://dx.doi.org/10.3389/fnut.2022.989453
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