Positive feedback regulation is ubiquitous in cell signaling networks, often leading to binary outcomes in response to graded stimuli. However, the role of such feedbacks in clustering, and in spatial spreading of activated molecules, has come to be appreciated only recently. We focus on the latter, using a simple model developed in the context of Ras activation with competing negative and positive feedback mechanisms. We find that positive feedback, in the presence of slow diffusion, results in clustering of activated molecules on the plasma membrane, and rapid spatial spreading as the front of the cluster propagates with a constant velocity (dependent on the feedback strength). The advancing fronts of the clusters of the activated species are rough, with scaling consistent with the Kardar–Parisi–Zhang equation in one dimension. Our minimal model is general enough to describe signal transduction in a wide variety of biological networks where activity in the membrane-proximal region is subject to feedback regulation.

1.
J. E.
Ferrell
,
Curr. Opin. Cell Biol.
14
,
140
(
2002
).
2.
A.
Becskei
,
B.
Seraphin
, and
L.
Serrano
,
EMBO J.
20
,
2528
(
2001
);
[PubMed]
M.
Freeman
,
Nature (London)
408
,
313
(
2000
);
M.
Reth
and
T.
Brummer
,
Nat. Rev. Immun.
4
,
269
(
2004
).
3.
M. N.
Artyomov
,
J.
Das
,
M.
Kardar
, and
A. K.
Chakraborty
,
Proc. Natl. Acad. Sci. U.S.A.
104
,
18958
(
2007
).
4.
J. J.
Tyson
,
K. C.
Chen
, and
B.
Novak
,
Curr. Opin. Cell Biol.
15
,
221
(
2003
).
5.
N. M.
Shnerb
,
Y.
Louzoun
,
E.
Bettelheim
, and
S.
Solomon
,
Proc. Natl. Acad. Sci. U.S.A.
97
,
10322
(
2000
).
6.
Y.
Togashi
and
K.
Kaneko
,
Phys. Rev. E
70
,
020901
(
2004
).
7.
D.
Panja
,
Phys. Rep., Phys. Lett.
393
,
87
(
2004
).
8.
A. L.
Lin
,
B. A.
Mann
,
G.
Torres-Oviedo
,
B.
Lincoln
,
J.
Kas
, and
H. L.
Swinney
,
Biophys. J.
87
,
75
(
2004
).
9.
H.
Meinhard
and
A.
Gierer
,
J. Cell Sci.
15
,
321
(
1974
).
10.
D.
Fange
and
J.
Elf
,
PLOS Comput. Biol.
2
,
e80
(
2006
);
[PubMed]
S. J.
Altschuler
,
S. B.
Angenent
,
Y.
Wang
, and
L. F.
Wu
,
Nature (London)
454
,
886
(
2008
);
F.
Castiglione
,
M.
Bernaschi
,
S.
Succi
,
R.
Heinrich
, and
M. W.
Kirschner
,
Phys. Rev. E
66
,
031905
(
2002
).
11.
O.
Brandman
and
T.
Meyer
,
Science
322
,
390
(
2008
).
12.
Y.
Ohsugi
,
K.
Saito
,
M.
Tamura
, and
M.
Kinjo
,
Biophys. J.
91
,
3456
(
2006
).
13.
T. S.
Freedman
,
H.
Sondermann
,
G. D.
Friedland
,
T.
Kortemme
,
D.
Bar-Sagi
,
S.
Marqusee
, and
J.
Kuriyan
,
Proc. Natl. Acad. Sci. U.S.A.
103
,
16692
(
2006
).
14.
H.
Sondermann
,
S. M.
Soisson
,
S.
Boykevisch
,
S. S.
Yang
,
D.
Bar-Sagi
, and
J.
Kuriyan
,
Cell
119
,
393
(
2004
).
15.
J.
Das
,
M.
Ho
,
J.
Zikherman
,
C.
Govern
,
Y.
Ming
,
A.
Weiss
,
A. K.
Chakraborty
, and
J.
Roose
,
Cell
136
,
337
(
2009
).
16.
P. H. M.
Lommerse
,
K.
Vastenhoud
,
N. J.
Pirinen
,
A. I.
Magee
,
H. P.
Spaink
, and
T.
Schmidt
,
Biophys. J.
91
,
1090
(
2006
);
[PubMed]
H.
Murakoshi
,
R.
Iino
,
T.
Kobayashi
,
T.
Fujiwara
,
C.
Ohshima
,
A.
Yoshimura
, and
A.
Kusumi
,
Proc. Natl. Acad. Sci. U.S.A.
101
,
7317
(
2004
).
[PubMed]
17.
A. C.
Pan
,
T. J.
Rappl
,
D.
Chandler
, and
N. P.
Balsara
,
J. Phys. Chem. B
110
,
3692
(
2006
).
18.
N. G. v.
Kampen
,
Stochastic Processes in Physics and Chemistry
(
North-Holland
,
Amsterdam
,
1992
).
19.
A. C.
Pan
and
D.
Chandler
,
J. Phys. Chem. B
108
,
19681
(
2004
).
20.
P. G.
Bolhuis
,
D.
Chandler
,
C.
Dellago
, and
P. L.
Geissler
,
Annu. Rev. Phys. Chem.
53
,
291
(
2002
);
[PubMed]
P. G.
Bolhuis
,
C.
Dellago
, and
D.
Chandler
,
Proc. Natl. Acad. Sci. U.S.A.
97
,
5877
(
2000
).
[PubMed]
21.
R. J.
Allen
,
P. B.
Warren
, and
P. R.
ten Wolde
,
Phys. Rev. Lett.
94
,
018104
(
2005
);
[PubMed]
M. J.
Morelli
,
S.
Tanase-Nicola
,
R. J.
Allen
, and
P. R.
ten Wolde
,
Biophys. J.
94
,
3413
(
2008
).
[PubMed]
22.
G. L.
Oppo
and
R.
Kapral
,
Phys. Rev. A
36
,
5820
(
1987
).
23.
M. V.
Velikanov
and
R.
Kapral
,
J. Chem. Phys.
110
,
109
(
1999
).
24.
E.
Brunet
and
B.
Derrida
,
J. Stat. Phys.
103
,
269
(
2001
).
25.
J.
Mai
,
I. M.
Sokolov
, and
A.
Blumen
,
Phys. Rev. E
62
,
141
(
2000
).
27.
J.
Keizer
and
M.
Medinanoyola
,
Physica A
115
,
301
(
1982
);
B. U.
Felderhof
and
R. B.
Jones
,
J. Chem. Phys.
103
,
10201
(
1995
).
28.
J. L.
Cardy
and
U. C.
Tauber
,
J. Stat. Phys.
90
,
1
(
1998
).
29.
C.
Escudero
,
Phys. Rev. E
70
,
041102
(
2004
).
30.
M.
Kardar
,
Statistical Physics of Fields
(
Cambridge University Press
,
New York
,
2007
);
M.
Kardar
,
Statistical Physics of Particles
(
Cambridge University Press
,
New York
,
2007
).
31.
M.
Kardar
,
G.
Parisi
, and
Y. C.
Zhang
,
Phys. Rev. Lett.
56
,
889
(
1986
).
32.
J. D.
Murray
,
Mathematical Biology
, 2nd ed. (
Springer-Verlag
,
Berlin
,
1993
).
33.
F.
van Wijland
,
Phys. Rev. E
63
,
022101
(
2001
).
34.
See EPAPS Document No. E-JCPSA6-130-065923 for the effect of nonzero k3 on domain growth and variation of the critical nucleus size on concentrations of Y and Z particles. For more information on EPAPS, see http://www.aip.org/pubservs/epaps.html.

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