Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and...

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Properties of the Steady State

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Metabolic Control Analysis Geometrical interpretation: J E dJ/dE ln J ln E (dJ/dE)/(E/J)

Transcript of Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and...

Page 1: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Properties of the Steady State

Page 2: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Sensitivity Analysis“Metabolic Control Analysis”

Flux and Concentation Control Coefficients:

Page 3: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Metabolic Control AnalysisGeometrical interpretation:

J

E

dJ/dE

ln J

ln E

(dJ/dE)/(E/J)

Page 4: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Metabolic Control AnalysisGeometrical interpretation:

Flux control coefficients (C) for typical variations in pathway flux (J) measured at step n with a steady-state rate (ν) at step i of a pathway. The coefficients are equal to the slope of the tangent to the curve (shown) multiplied by the scaling term vi/Jn. This figure is adapted http://genomebiology.com/2000/1/6/reviews/1031

Page 5: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Metabolic Control AnalysisSome characteristics of flux control coefficients.

In a linear metabolic network, the value of any particular flux control coefficient is bounded between zero and one.

This condition applies to a linear chain

Page 6: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Metabolic Control AnalysisHow can you measure control coefficients?

1. Changing gene expression and measuring the effect on the system.

2. Using inhibitors to change an enzyme’s activity and measuring the effect on the system.

3. Building a computer model and getting the computer to compute the coefficients

Page 7: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Metabolic Control AnalysisWhat about some real values?

The following information was taken from a paper by S. Thomas et al, Biochemical Journal, 1997, 322, 119-127

Enzyme Flux Control Coefficient

PGM 0.029PGI 0.139PFK 0.132Aldolase 0.0TPI 0.0GAPDH/PGK 0.001enolase 0.005PK 0.702Sum 1.008

Glycolysis in tuber tissue of potato.

Values computedusing a combinationof calculation andexperimental work.

Page 8: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Metabolic Control Analysis

Page 9: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Metabolic Control Analysis

Page 10: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Metabolic Control Analysis

Page 11: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Metabolic Control Analysis

Page 12: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Metabolic Control Analysis

Carry out a simulation to confirm the results of the previous slides.

Page 13: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Metabolic Control Analysis

The Summation Theorems

Page 14: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Metabolic Control AnalysisThe Summation Theorems

1. The summation theorem shows that the enzymes of a pathway can share the control of flux.

2. Given that n >> 1, the average value for a control coefficient must be 1/n, ie very small – most mutations are recessive

3. Changes in one control coefficient result in changes in other control coefficients. This means the a control coefficient is a system property and not an intrinsic property of the enzyme alone.

Page 15: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Metabolic Control Analysis

Carry out a simulation to show that the summation theorem is Valid

Page 16: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Elasticities

v

S

Michaelis-Menten Curve for an isolated enzyme

Let us define the elasticity as:

Page 17: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Elasticities

v

S

Michaelis-Menten Curve for an isolated enzyme

Note that substrate elasticities are positive and product elasticities are negative

Page 18: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Elasticities

Another way of looking at an Elasticity:

We can use an elasticity to predict the change in the rate ofa reaction given a change in the substrate concentration.

Page 19: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Elasticities

Another way of looking at an Elasticity:

In general if there are multiple changes happening around an enzyme we can simply sum each contribution using the appropriate elasticity.

Product inhibitionterm

< 0 !

Page 20: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Perturbation Analysis

S 1 S 2vX 2

X 1v v1 2 3

1E E E2 3

Increase E3: 1. v3 Increases2. S2 Decreases3. v2 Increases4. S1 Decreases5. v1 Increases

Page 21: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Perturbation Analysis

S 1 S 2vX 2

X 1v v1 2 3

1E E E2 3

Page 22: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Perturbation Analysis

S 1 S 2vX 2

X 1v v1 2 3

1E E E2 3

Page 23: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Perturbation Analysis

S 1 S 2vX 2

X 1v v1 2 3

1E E E2 3

Page 24: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Metabolic Control Analysis

S 1 S 2vX 2

X 1v v1 2 3

1E E E2 3

Page 25: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Perturbation Analysis

S 1 S 2vX 2

X 1v v1 2 3

1E E E2 3

Page 26: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Perturbation Analysis

S 1 S 2 X 2X 11E E E2 3

Extra term

Page 27: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Perturbation Analysis

S 1 S 2 X 2X 11E E E2 3

Page 28: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Metabolic Control Analysis

S 1 S 2 X 2X 11E E E2 3

What happens as the feedback gets stronger and stronger?

i.e

Page 29: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Perturbation Analysis

S 1 S 2 X 2X 11E E E2 3

Page 30: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Perturbation AnalysisS 1 S 2 X 2X 1

1E E E2 3

What does this mean?

Feedback has the following consequences:

1. All flux control moves down stream beyond the signal leaving little or no flux control upstream. In fact, the ‘controlled’ step has very little flux control.

2. The signal molecule is locked into homoeostasis

Page 31: Properties of the Steady State. Sensitivity Analysis Metabolic Control Analysis Flux and Concentation Control Coefficients:

Perturbation AnalysisS 1 S 2 X 2X 1

1E E E2 3

What does this mean?

The net effect of this is that feedback control creates a demand controlled network. That is, control over the flux through thepathway is determined largely by the demand for S2.

Important examples is this include:

1. Glycolysis2. Amino acid biosynthesis