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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

521

(A)

(B)

A

A1

R

A2

GENE

A

R

GENE

GENE

OFF OFF OFF

GENE

A1

This example illustrates an AND NOT logic function (A and not R) (see Figure

8–83A). Maximal activation of this gene is accomplished when [A] is high and [R]

is zero. However, intermediate levels of gene activation are also possible depending

on the levels of A and R and also on the binding affinities of [A] and [R] for their

respective sites (that is, K A and K R ). When K A » K R , even a small concentration of

[A] is capable of overcoming repression by R. Conversely, if K A « K R , then much

more [A] is needed to activate the gene (Figure 8–84B and C).

Many other logic functions can govern combinatorial gene regulation. For

example, an AND logic gate results when two activators, A1 and A2, are both

required for a gene to be transcribed (Figures 8–83B and 8–84D). In E. coli cells,

the AraJ gene controls some aspects of arabinose sugar metabolism: its expression

requires two transcription regulators, one activated by arabinose and the

other activated by the small

MBoC6

molecule

n8.613/8.84

cAMP (Figure 8–84E).

A

A2 A1 A2

A1

GENE

GENE

R

A

R

A2

GENE

OFF OFF ON

OFF

AND logic

ON

AND NOT logic

GENE

Figure 8–83 Combinatorial control of

gene expression. There are many ways in

which gene expression can be controlled

by two transcription regulators. To define

precisely the relationship between the two

inputs and the gene expression output, a

regulatory circuit is often described as a

specific type of logic gate, a term borrowed

from electronic circuit design. A simple

example is the OR logic gate (not shown

here), in which a gene is controlled by two

transcription activators, and one or the

other can activate gene expression. (A) In

a system with an activator A and repressor

R, if transcription is turned on only when A

is bound and R is not, then the result is an

AND NOT logic gate. We saw an example

of this logic in Chapter 7 (Figure 7–15).

(B) An AND gate results when two

transcription activators, A1 and A2, are

both required to turn on a gene.

K A [A]

fraction of A bound = 1 + KA [A]

(A)

concentration of R

(B)

concentration of A1

(D)

fraction of R not bound =

K A > K R

concentration of A

.

concentration of A2

1

1 + K R [R]

K A [A] 1 K A [A]

P(A,R) = =

1 + K A [A] 1 + K R [R] 1 + K A [A] + K R [R] + K A K R [A][R]

concentration of R

(C)

cAMP (mM)

(E)

20

6

1

K A < K R

concentration of A

EXPERIMENTAL VALUES

0.02 1.3 43

arabinose (mM)

Figure 8–84 How the quantitative output of

a gene depends on both its combinatorial

logic and the affinities of transcription

regulators. (A) In a combinatorial gene

regulatory system like that illustrated in Figure

8–83A, the fraction of promoters bound by

activator A and not bound by repressor R are

each determined as shown here. The product

of these probabilities provides the probability,

P(A, R), that a gene promoter is active.

(B–E) In these four panels, red indicates

high gene expression and blue indicates low

gene expression. (B) and (C) depict gene

expression from the system described

in panel (A). The two panels demonstrate

how the system behaves when the relative

affinities of the two transcription regulators

change as indicated above each panel.

(D) Gene expression in a case where the

gene turns on only at high levels of both

activating inputs (A1 and A2), as shown in

Figure 8–83B. (E) Experimental data showing

measured expression of a gene in E. coli

that is combinatorially regulated by two

inputs: arabinose and cAMP. Note the close

resemblance to panel (D). (E, adapted from

S. Kaplan et al., Mol. Cell 29:786–792, 2008.)

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