Team:UC Berkeley/Modeling

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Contents

Introduction

The Lambda phage lysis device consists of three protein;

Holinantiholin1.jpg

Holin - inner membrane-bound proteins that when complexed with other holin proteins, create holes in the membrane that allow lysozyme access to the periplasm.

Antiholin - inner membrane-bound protein that binds to and inactivates holin to produce a holin-antiholin dimer. This dimer becomes active after holin forms enough pores in the plasma membrane to cause a loss of proton motive force between the periplasm and the cytosol.

Lysozyme - once holin forms pores in the inner membrane, lysozyme enters the periplasm and degrades peptidoglycan, resulting in cell lysis.

Governing Equations

The kinetics of the Lambda phage lysis device was modeled to help our team gain an insight into the behavior of our system. The below equations describe our system


Cdb1.jpg

Where P1 and P2 represent the mRNA promoter strengths, gamma mRNA,H and gamma mRNA,AH are the degradation rates for holin and antiholin respectively and gamma is the protein degradation rate, k,H , k,AH and k,c represent the rate constants for holin and antiholin formation and the coupling rate for the holin-antiholin dimer.

Transfer Function and Dimensionless Parameters

At steady state,

Cdb2.jpg

By making this assumption, the system of equations can be simplified into the following transfer function

Cdb3.jpg

Where the system can be divided into three dimensionless parameters which describe the behavior of the holin-antiholin dimer and the holin and antiholin proteins

Cdb4.jpg

Graphs

Physiologically relevant values for omega H, omega AH and phi were estimated based on rate constants for similar proteins. This system was input into MatLab to produce the following graph. Since there is a degree of uncertainty in these estimates, the graph spans several orders of magnitude above and below our estimated values.

Image1.png

The literature indicates that at the time of lysis, cells infected with lambda phage have approximately 1000 holin proteins. Therefore, the critical concentration of holin (Hc) was set at 1000 holin proteins per cell.

The horizontal line at y=1 represents the critical holin concentration needed induce lysis. As one would expect by looking at the dimensionless value for holin (omega H), as the strength of the holin promoter increases, the amount of holin at steady state increases.

The graph also shows that the system is not very sensitive to small amounts of antiholin. Larger amounts of antiholin push the system equilibrium to the left and would require a stronger promoter on holin or a weaker binding interaction between holin and antiholin to reach critical concentration. This is supported by the observation that in a system with no antiholin, lysis can occur with holin under a weaker promoter.

Image2.png

Image3.png

Varying phi, the dimensionless parameter that describes the coupling and uncoupling behavior of the holin-antiholin dimer, reveals that when the binding of holin-antiholin is stronger, a stronger promoter is required to reach the critical holin concentration.

Conclusions

Since several phage systems and many promoters are currently in use, understanding the important parameters of the system allows one to choose appropriate promoters and phage proteins to optimize lysis behavior.