TY - JOUR
T1 - In silico investigation of molecular networks linking gastrointestinal diseases, malnutrition, and sarcopenia
AU - Hoch, Matti
AU - Ehlers, Luise
AU - Bannert, Karen
AU - Stanke, Christina
AU - Brauer, David
AU - Caton, Vanessa
AU - Lamprecht, Georg
AU - Wolkenhauer, Olaf
AU - Jaster, Robert
AU - Wolfien, Markus
N1 - Publisher Copyright:
Copyright © 2022 Hoch, Ehlers, Bannert, Stanke, Brauer, Caton, Lamprecht, Wolkenhauer, Jaster and Wolfien.
PY - 2022/11/4
Y1 - 2022/11/4
N2 - 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.
AB - 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.
KW - gastrointestinal diseases
KW - malnutrition
KW - network modeling
KW - sarcopenia
KW - systems biology
UR - https://www.scopus.com/pages/publications/85142121179
U2 - 10.3389/fnut.2022.989453
DO - 10.3389/fnut.2022.989453
M3 - Article
AN - SCOPUS:85142121179
SN - 2296-861X
VL - 9
JO - Frontiers in Nutrition
JF - Frontiers in Nutrition
M1 - 989453
ER -