TY - JOUR
T1 - Logical modelling reveals the PDC-PDK interaction as the regulatory switch driving metabolic flexibility at the cellular level
AU - Tareen, Samar Hk
AU - Kutmon, Martina
AU - Arts, Ilja Cw
AU - de Kok, Theo M
AU - Evelo, Chris T
AU - Adriaens, Michiel E
N1 - Funding Information:
This study makes use of data generated by the Blueprint Consortium. A full list of the investigators who contributed to the generation of the data is available from www.blueprint-epigenome.eu. Funding for the Blueprint Consortium project generating the data was provided by the European Union’s Seventh Framework Programme (FP7/2007-2013) under grant agreement no 282510 – BLUEPRINT.
Funding Information:
The research presented in this article has been made possible with the support of the Dutch Province of Limburg, the Netherlands.
Publisher Copyright:
© 2019 The Author(s).
PY - 2019/9/9
Y1 - 2019/9/9
N2 - Background: Metabolic flexibility is the ability of an organism to switch between substrates for energy metabolism, in response to the changing nutritional state and needs of the organism. On the cellular level, metabolic flexibility revolves around the tricarboxylic acid cycle by switching acetyl coenzyme A production from glucose to fatty acids and vice versa. In this study, we modelled cellular metabolic flexibility by constructing a logical model connecting glycolysis, fatty acid oxidation, fatty acid synthesis and the tricarboxylic acid cycle, and then using network analysis to study the behaviours of the model.Results: We observed that the substrate switching usually occurs through the inhibition of pyruvate dehydrogenase complex (PDC) by pyruvate dehydrogenase kinases (PDK), which moves the metabolism from glycolysis to fatty acid oxidation. Furthermore, we were able to verify four different regulatory models of PDK to contain known biological observations, leading to the biological plausibility of all four models across different cells and conditions.Conclusion: These results suggest that the cellular metabolic flexibility depends upon the PDC-PDK regulatory interaction as a key regulatory switch for changing metabolic substrates.
AB - Background: Metabolic flexibility is the ability of an organism to switch between substrates for energy metabolism, in response to the changing nutritional state and needs of the organism. On the cellular level, metabolic flexibility revolves around the tricarboxylic acid cycle by switching acetyl coenzyme A production from glucose to fatty acids and vice versa. In this study, we modelled cellular metabolic flexibility by constructing a logical model connecting glycolysis, fatty acid oxidation, fatty acid synthesis and the tricarboxylic acid cycle, and then using network analysis to study the behaviours of the model.Results: We observed that the substrate switching usually occurs through the inhibition of pyruvate dehydrogenase complex (PDC) by pyruvate dehydrogenase kinases (PDK), which moves the metabolism from glycolysis to fatty acid oxidation. Furthermore, we were able to verify four different regulatory models of PDK to contain known biological observations, leading to the biological plausibility of all four models across different cells and conditions.Conclusion: These results suggest that the cellular metabolic flexibility depends upon the PDC-PDK regulatory interaction as a key regulatory switch for changing metabolic substrates.
KW - CANCER
KW - CELLS
KW - DEHYDROGENASE
KW - DICHLOROACETATE INDUCES APOPTOSIS
KW - EXPRESSION
KW - Fatty acid oxidation
KW - Glycolysis
KW - KINASE
KW - Logical modelling
KW - MITOCHONDRIA
KW - Metabolic flexibility
KW - Metabolism
KW - NETWORKS
KW - PDC
KW - PDK
KW - RESISTANCE
KW - Regulation
KW - Regulatory network
UR - https://springernature.figshare.com/articles/dataset/Additional_file_1_of_Logical_modelling_reveals_the_PDC-PDK_interaction_as_the_regulatory_switch_driving_metabolic_flexibility_at_the_cellular_level/9790073/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_5_of_Logical_modelling_reveals_the_PDC-PDK_interaction_as_the_regulatory_switch_driving_metabolic_flexibility_at_the_cellular_level/9790103/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_6_of_Logical_modelling_reveals_the_PDC-PDK_interaction_as_the_regulatory_switch_driving_metabolic_flexibility_at_the_cellular_level/9790112/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_7_of_Logical_modelling_reveals_the_PDC-PDK_interaction_as_the_regulatory_switch_driving_metabolic_flexibility_at_the_cellular_level/9790115/1
UR - https://springernature.figshare.com/articles/Additional_file_8_of_Logical_modelling_reveals_the_PDC-PDK_interaction_as_the_regulatory_switch_driving_metabolic_flexibility_at_the_cellular_level/9790124/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_9_of_Logical_modelling_reveals_the_PDC-PDK_interaction_as_the_regulatory_switch_driving_metabolic_flexibility_at_the_cellular_level/9790130/1
U2 - 10.1186/s12263-019-0647-5
DO - 10.1186/s12263-019-0647-5
M3 - Article
C2 - 31516637
SN - 1555-8932
VL - 14
JO - Genes and nutrition
JF - Genes and nutrition
IS - 1
M1 - 27
ER -