TY - JOUR
T1 - The effect of negative feedback loops on the dynamics of Boolean networks
AU - Sontag, Eduardo
AU - Veliz-Cuba, Alan
AU - Laubenbacher, Reinhard
AU - Jarrah, Abdul Salam
N1 - Funding Information:
E.S. was supported in part by National Science Foundation grant No. DMS-0614371. A.V.-C., R.L., and A.S.J. were supported partially by National Science Foundation grant No. DMS-0511441.
PY - 2008/7/15
Y1 - 2008/7/15
N2 - Feedback loops play an important role in determining the dynamics of biological networks. To study the role of negative feedback loops, this article introduces the notion of distance-to-positive-feedback which, in essence, captures the number of independent negative feedback loops in the network, a property inherent in the network topology. Through a computational study using Boolean networks, it is shown that distance-to-positive-feedback has a strong influence on network dynamics and correlates very well with the number and length of limit cycles in the phase space of the network. To be precise, it is shown that, as the number of independent negative feedback loops increases, the number (length) of limit cycles tends to decrease (increase). These conclusions are consistent with the fact that certain natural biological networks exhibit generally regular behavior and have fewer negative feedback loops than randomized networks with the same number of nodes and same connectivity.
AB - Feedback loops play an important role in determining the dynamics of biological networks. To study the role of negative feedback loops, this article introduces the notion of distance-to-positive-feedback which, in essence, captures the number of independent negative feedback loops in the network, a property inherent in the network topology. Through a computational study using Boolean networks, it is shown that distance-to-positive-feedback has a strong influence on network dynamics and correlates very well with the number and length of limit cycles in the phase space of the network. To be precise, it is shown that, as the number of independent negative feedback loops increases, the number (length) of limit cycles tends to decrease (increase). These conclusions are consistent with the fact that certain natural biological networks exhibit generally regular behavior and have fewer negative feedback loops than randomized networks with the same number of nodes and same connectivity.
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U2 - 10.1529/biophysj.107.125021
DO - 10.1529/biophysj.107.125021
M3 - Article
C2 - 18375509
AN - SCOPUS:47749136194
SN - 0006-3495
VL - 95
SP - 518
EP - 526
JO - Biophysical Journal
JF - Biophysical Journal
IS - 2
ER -