Goldbeter–Koshland Kinetics
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The Goldbeter–Koshland kinetics Zoltan Szallasi, Jörg Stelling, Vipul Periwal: ''System Modeling in Cellular Biology''. The MIT Press. p 108. describe a steady-state solution for a 2-state biological system. In this system, the interconversion between these two states is performed by two
enzyme An enzyme () is a protein that acts as a biological catalyst by accelerating chemical reactions. The molecules upon which enzymes may act are called substrate (chemistry), substrates, and the enzyme converts the substrates into different mol ...
s with opposing effect. One example would be a protein Z that exists in a
phosphorylated In biochemistry, phosphorylation is described as the "transfer of a phosphate group" from a donor to an acceptor. A common phosphorylating agent (phosphate donor) is ATP and a common family of acceptor are alcohols: : This equation can be writt ...
form ZP and in an unphosphorylated form ''Z''; the corresponding
kinase In biochemistry, a kinase () is an enzyme that catalyzes the transfer of phosphate groups from high-energy, phosphate-donating molecules to specific substrates. This process is known as phosphorylation, where the high-energy ATP molecule don ...
''Y'' and
phosphatase In biochemistry, a phosphatase is an enzyme that uses water to cleave a phosphoric acid Ester, monoester into a phosphate ion and an Alcohol (chemistry), alcohol. Because a phosphatase enzyme catalysis, catalyzes the hydrolysis of its Substrate ...
''X'' interconvert the two forms. In this case we would be interested in the equilibrium concentration of the protein Z (Goldbeter–Koshland kinetics only describe equilibrium properties, thus no dynamics can be modeled). It has many applications in the description of biological systems. The Goldbeter–Koshland kinetics is described by the Goldbeter–Koshland function: : \begin z = \frac = G(v_1, v_2, J_1, J_2) &= \frac\\ \end with the constants : \begin v_1 = k_1 ; \ v_2 &= k_2 ; \ J_1 = \frac ; \ J_2 = \frac; \ B = v_2 - v_1 + J_1 v_2 + J_2 v_1 \end Graphically the function takes values between 0 and 1 and has a
sigmoid Sigmoid means resembling the lower-case Greek letter sigma (uppercase Σ, lowercase σ, lowercase in word-final position ς) or the Latin letter S. Specific uses include: * Sigmoid function, a mathematical function * Sigmoid colon, part of the l ...
behavior. The smaller the parameters ''J''1 and ''J''2 the steeper the function gets and the more of a ''switch-like'' behavior is observed. Goldbeter–Koshland kinetics is an example of
ultrasensitivity In molecular biology, ultrasensitivity describes an output response that is more sensitive to stimulus change than the hyperbolic Michaelis–Menten kinetics, Michaelis-Menten response. Ultrasensitivity is one of the biochemical switches in the cel ...
.


Derivation

Since equilibrium properties are searched one can write : \begin \frac \ \stackrel\ 0 \end From
Michaelis–Menten kinetics In biochemistry, Michaelis–Menten kinetics, named after Leonor Michaelis and Maud Menten, is the simplest case of enzyme kinetics, applied to enzyme-catalysed reactions involving the transformation of one substrate into one product. It takes th ...
the rate at which ZP is dephosphorylated is known to be r_1 = \frac and the rate at which ''Z'' is phosphorylated is r_2 = \frac. Here the ''K''M stand for the Michaelis–Menten constant which describes how well the enzymes ''X'' and ''Y'' bind and catalyze the conversion whereas the kinetic parameters ''k''1 and ''k''2 denote the rate constants for the catalyzed reactions. Assuming that the total concentration of ''Z'' is constant one can additionally write that 'Z''sub>0 = 'Z''P+ 'Z''and one thus gets: : \begin \frac = r_1 - r_2 = \frac &-\frac = 0 \\ \frac &= \frac \\ \frac &= \frac \\ \frac &= \frac \qquad \qquad (1) \end with the constants : \begin z = \frac ; \ v_1 = k_1 ; \ v_2 &= k_2 ; \ J_1 = \frac ; \ J_2 = \frac; \ \qquad \qquad (2) \end If we thus solve the
quadratic equation In mathematics, a quadratic equation () is an equation that can be rearranged in standard form as ax^2 + bx + c = 0\,, where the variable (mathematics), variable represents an unknown number, and , , and represent known numbers, where . (If and ...
(1) for ''z'' we get: : \begin \frac &= \frac \\ J_2 v_1+ z v_1 - J_2 v_1 z - z^2 v_1 &= z v_2 J_1+ v_2 z - z^2 v_2\\ z^2 (v_2 - v_1) - z \underbrace_ + v_1 J_2 &= 0\\ z = \frac &= \frac \cdot \frac\\ z &= \frac \cdot \frac\\ z &= \frac. \qquad \qquad (3) \end Thus (3) is a solution to the initial equilibrium problem and describes the equilibrium concentration of 'Z''and 'Z''Pas a function of the kinetic parameters of the phosphorylation and dephosphorylation reaction and the concentrations of the kinase and phosphatase. The solution is the Goldbeter–Koshland function with the constants from (2): : \begin z = \frac = G(v_1, v_2, J_1, J_2) &= \frac.\\ \end


Ultrasensitivity of Goldbeter–Koshland modules

The
ultrasensitivity In molecular biology, ultrasensitivity describes an output response that is more sensitive to stimulus change than the hyperbolic Michaelis–Menten kinetics, Michaelis-Menten response. Ultrasensitivity is one of the biochemical switches in the cel ...
(sigmoidality) of a Goldbeter–Koshland module can be measured by its
Hill Coefficient In biochemistry and pharmacology, the Hill equation refers to two closely related equations that reflect the binding of ligands to macromolecules, as a function of the ligand concentration. A ligand is "a substance that forms a complex with a bio ...
: n_ = \frac . where EC90 and EC10 are the input values needed to produce the 10% and 90% of the maximal response, respectively. In a living cell, Goldbeter–Koshland modules are embedded in a bigger network with upstream and downstream components. This components may constrain the range of inputs that the module will receive as well as the range of the module’s outputs that network will be able to detect. Altszyler et al. (2014) studied how the effective ultrasensitivity of a modular system is affected by these restrictions. They found that Goldbeter–Koshland modules are highly sensitive to dynamic range limitations imposed by downstream components. However, in the case of asymmetric Goldbeter–Koshland modules, a moderate downstream constrain can produce effective sensitivities much larger than that of the original module when considered in isolation.


References

{{DEFAULTSORT:Goldbeter-Koshland kinetics Enzyme kinetics Chemical kinetics Ordinary differential equations Catalysis