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Molecular Biology of the Cell by Bruce Alberts, Alexander Johnson, Julian Lewis, David Morgan, Martin Raff, Keith Roberts, Peter Walter by by Bruce Alberts, Alexander Johnson, Julian Lewis, David Morg

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MATHEMATICAL ANALYSIS OF CELL FUNCTIONS

517

ACTIVATING

INPUT

(A)

GENE X

X

GENE Y

Y

GENE Z

Z

protein concentration

X

Y

Z

(B)

time

ACTIVATING

INPUT

(C)

GENE V

V

GENE W

W

GENE X

X

GENE Y

Y

GENE Z

Z

protein concentration

(D)

time

such that DNA-binding affinity increases at higher concentrations of the transcription

regulator. Cooperativity produces a steeper transcriptional response to

increasing regulator concentration than the response that can be generated by the

binding of a monomeric protein to a single site. A steep transcriptional response

of this sort, when present in conjunction with positive feedback, is an important

ingredient for producing systems with the ability to switch between different discrete

phenotypic states. To begin to understand how this occurs, MBoC6 n8.608/6.79 we need to modify

our equations to include cooperativity.

Cooperative binding events can produce steep S-shaped (or sigmoidal) relationships

between the concentration of regulatory protein and the amount bound

on the DNA (see Figure 15–16). In this case, a number called the Hill coefficient (h)

describes the degree of cooperativity, and we can include this coefficient in our

equations for calculating the bound fraction of promoter (Figure 8–79A). As the

Hill coefficient increases, the dependence of binding on protein concentration

becomes steeper (Figure 8–79B). In principle, the Hill coefficient is similar to the

number of molecules that must come together to generate a reaction. In practice,

however, cooperativity is rarely complete, and the Hill coefficient does not reach

this number.

(A)

bound fraction

(B)

bound fraction =

1

0.5

ACTIVATOR

0.5

0

h=6

h=3

(K A [A]) h for activators, or

for repressors

1 + (K A [A]) h

1 + (K R [R]) h

h=2

concentration of protein A

1/K A

h=1

unbound fraction

1

REPRESSOR

h=6

h=1

h=3

h=2

0

1/K R concentration of protein R

Figure 8–78 Oscillations arising

from delayed negative feedback.

A transcriptional circuit with three

components (A, B) is less likely to oscillate

than a transcriptional circuit with five

components (C, D). The X (light blue),

Y (dark blue), and Z (brown) here represent

transcription regulatory proteins. For the

simulations in (B) and (D), the system was

initiated from random initial conditions for

X, Y, and Z. Oscillations are produced by

a delay induced as the signal propagates

through the loop.

Figure 8–79 How the cooperative

binding of transcription regulatory

proteins affects the fraction of

(K R [R]) h

promoters bound. (A) Cooperativity is

incorporated into our mathematical models

by including a Hill coefficient (h) in the

equations used previously to determine the

fraction of bound promoter (see Figures

8–72E and 8–75A). When h is 1, the

equations shown here become identical to

the equations used previously, and there is

no cooperativity. (B) The left panel depicts a

cooperatively bound transcription activator

and the right panel depicts a cooperatively

bound transcription repressor. Recall

from Figure 8–75B that gene activity

is proportional to bound activator (left

panel) or unbound repressor (right panel).

Note that the plots get steeper as the Hill

coefficient increases.

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