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26-02-2010Modelling Whole Body Metabolism 2
Introduction
Aim
Development of a mathematical model of whole-body
metabolism, in relation to metabolic syndrome
(obesity, dyslipidemia, high blood pressure, insulin resistance,...)
At LUMC focus on whole-body level.
At TU/e focus on cellular level.
??
26-02-2010Modelling Whole Body Metabolism 3
The hyperinsulinemic-euglycemic clamp
Insulin resistance: a condition in which normal amounts of insulin are
inadequate to produce a normal insulin response in muscle, liver and fat
cells
Pla
sma g
luco
se
INSULIN INFUSION
GLUCOSE INFUSION
+-LIVER PERIPHERAL
TISSUES
26-02-2010Modelling Whole Body Metabolism 4
Indirect Calorimetry
Metabolic flexibility: the ability to adapt fuel selection to fuel availability
glucose C6H12O6 + 6O2 6CO2 + 6H2O RER = 1.0
tripalmitin 2 C51H98O6 + 145O2 102CO2 + 98H2O RER = 0.7
1
0.7
Carb Fat2
2
O
CORERV
V
26-02-2010Modelling Whole Body Metabolism 5
Modelling Approach
Mathematical model will be based on that of Hall, which explains at
a macrolevel how changes in body weight and composition result
from changes in food intake.
Existing model will be extended with more detailed regulation
mechanisms for glucose and fat homeostasis and organ specificity.
Hall (2006) Am J Physiol Endocrinol Metab
26-02-2010Modelling Whole Body Metabolism 6
Modelling Approach
In order to be better able to validate the mathematical model,
existing experimental techniques and methods for data analysis
are being optimised.
- relate time patterns in variables measured by metabolic cage
(food intake, physical activity, O2 and CO2 exchange) by means
of digital signal processing techniques.
- refine calculations of macronutrient oxidation rates (from O2
and CO2 exchange) for specific diet compositions, such that
whole-body energy balance can be deduced.
- perform clamp and other tracer experiments with stable
isotopes in order to get a more comprehensive picture of
macronutrient flows and their regulation.
26-02-2010Modelling Whole Body Metabolism 7
Summary
* Main focus in our Systems Biology approach lies on quantitative
understanding
* Dynamic mathematical models simple (typically few dynamic
variables)
* Heterogeneous experimental data: metabolic cage, dexa scan,
clamp, tracer experiments, Western blot
* Broad range of analysis techniques: digital signal processing,
statistics, stoichiometric analysis (simulation, control analysis)