Team:TU Munich/Modeling/Gal1 Promoter

From 2012.igem.org

(Difference between revisions)
(Markov Analysis)
(Credibility Intervals)
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95% Credibility Interval for &mu;<sub>1</sub>: [7.6525 , 203.2962]
95% Credibility Interval for &mu;<sub>1</sub>: [7.6525 , 203.2962]
 +
95% Credibility Interval for k<sub>1</sub>: [0.0011078 , 0.017724]
95% Credibility Interval for k<sub>1</sub>: [0.0011078 , 0.017724]
 +
95% Credibility Interval for &alpha;: [8.0055e-05 , 0.001293]
95% Credibility Interval for &alpha;: [8.0055e-05 , 0.001293]
 +
95% Credibility Interval for &gamma;<sub>1</sub>: [0.20397 , 0.45586]
95% Credibility Interval for &gamma;<sub>1</sub>: [0.20397 , 0.45586]
 +
95% Credibility Interval for k<sub>2</sub>: [24.3219 , 954.8224]
95% Credibility Interval for k<sub>2</sub>: [24.3219 , 954.8224]
 +
95% Credibility Interval for &gamma;<sub>2</sub>: [1.0073 , 7.3142]
95% Credibility Interval for &gamma;<sub>2</sub>: [1.0073 , 7.3142]
 +
----------------------------------------------
----------------------------------------------
 +
75% Credibility Interval for &mu;<sub>1</sub>: [14.3725 , 116.5086]
75% Credibility Interval for &mu;<sub>1</sub>: [14.3725 , 116.5086]
 +
75% Credibility Interval for k<sub>1</sub>: [0.0020553 , 0.0089666]
75% Credibility Interval for k<sub>1</sub>: [0.0020553 , 0.0089666]
 +
75% Credibility Interval for &alpha;: [0.00012838 , 0.00064765]
75% Credibility Interval for &alpha;: [0.00012838 , 0.00064765]
 +
75% Credibility Interval for &gamma;<sub>1</sub>: [0.24028 , 0.3761]
75% Credibility Interval for &gamma;<sub>1</sub>: [0.24028 , 0.3761]
 +
75% Credibility Interval for k<sub>2</sub>: [126.3764 , 646.5652]
75% Credibility Interval for k<sub>2</sub>: [126.3764 , 646.5652]
 +
75% Credibility Interval for &gamma;<sub>2</sub>: [1.8417 , 5.5854]
75% Credibility Interval for &gamma;<sub>2</sub>: [1.8417 , 5.5854]
 +
----------------------------------------------
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 +
50% Credibility Interval for &mu;<sub>1</sub>: [14.7945 , 73.2214]
50% Credibility Interval for &mu;<sub>1</sub>: [14.7945 , 73.2214]
 +
50% Credibility Interval for k<sub>1</sub>: [0.002091 , 0.0058511]
50% Credibility Interval for k<sub>1</sub>: [0.002091 , 0.0058511]
 +
50% Credibility Interval for &alpha;: [0.00017481 , 0.00044449]
50% Credibility Interval for &alpha;: [0.00017481 , 0.00044449]
 +
50% Credibility Interval for &gamma;<sub>1</sub>: [0.25771 , 0.33486]
50% Credibility Interval for &gamma;<sub>1</sub>: [0.25771 , 0.33486]
 +
50% Credibility Interval for k<sub>2</sub>: [327.0597 , 639.2103]
50% Credibility Interval for k<sub>2</sub>: [327.0597 , 639.2103]
 +
50% Credibility Interval for &gamma;<sub>2</sub>: [2.4019 , 4.6641]
50% Credibility Interval for &gamma;<sub>2</sub>: [2.4019 , 4.6641]

Revision as of 11:05, 16 September 2012


Contents

Gal1 Promoter


The Gal1 Promoter is the standard promoter for our pYES vector that is used in the expression of all ingredient pathways. As it is also part of the construct for the light switchable promoter, it is crucial to thoroughly characterize the kinetics of this promoter.

Model Specification


TUM12 Galpromeq.jpg

Model Equations

We used a two species approach for mRNA and Protein concentrations. x1 and x2 represent the mRNA and protein levels for the induced promoter and x3 and x4 the respective levels for the uninduced promoter.

As no analysis was done with several galactose concentrations hence the hill function that normally models the response to the concentration was replaced by a single factor to improve identifiability.

Parameters

Name Description Prior?
μ Scaling factor NO
ki Induced transcription rate YES
α Leaky transcription rate NO
γ1 mRNA degradation rate YES
k2 Protein synthesis rate NO
γ2 Protein degradation rate NO

Data

Profile Likelihood


Markov Analysis


Analysis was performed with a Metropolis Hastings algorithm. 1000000 samples were generated and then thinned by a factor 1:100 to reduce correlation of the samples. The acceptance rate for the samples was 16% so a little below the target of 23%.

Joint Distribution

Credibility Intervals

95% Credibility Interval for μ1: [7.6525 , 203.2962]

95% Credibility Interval for k1: [0.0011078 , 0.017724]

95% Credibility Interval for α: [8.0055e-05 , 0.001293]

95% Credibility Interval for γ1: [0.20397 , 0.45586]

95% Credibility Interval for k2: [24.3219 , 954.8224]

95% Credibility Interval for γ2: [1.0073 , 7.3142]


75% Credibility Interval for μ1: [14.3725 , 116.5086]

75% Credibility Interval for k1: [0.0020553 , 0.0089666]

75% Credibility Interval for α: [0.00012838 , 0.00064765]

75% Credibility Interval for γ1: [0.24028 , 0.3761]

75% Credibility Interval for k2: [126.3764 , 646.5652]

75% Credibility Interval for γ2: [1.8417 , 5.5854]


50% Credibility Interval for μ1: [14.7945 , 73.2214]

50% Credibility Interval for k1: [0.002091 , 0.0058511]

50% Credibility Interval for α: [0.00017481 , 0.00044449]

50% Credibility Interval for γ1: [0.25771 , 0.33486]

50% Credibility Interval for k2: [327.0597 , 639.2103]

50% Credibility Interval for γ2: [2.4019 , 4.6641]

Sensitivity Analysis





Reference