Emergence of complex dynamics in a simple model of signaling networks

被引:74
|
作者
Amaral, LAN
Díaz-Guilera, A
Moreira, AA
Goldberger, AL
Lipsitz, LA
机构
[1] Northwestern Univ, Robert R McCormick Sch Engn & Appl Sci, Dept Chem & Biol Engn, Evanston, IL 60208 USA
[2] Harvard Univ, Beth Israel Deaconess Med Ctr, Sch Med, Div Cardiovasc, Boston, MA 02215 USA
[3] Univ Barcelona, Dept Fis Fonamental, E-08028 Barcelona, Spain
[4] Hebrew Rehabil Ctr Aged, Boston, MA 02131 USA
[5] Harvard Univ, Beth Israel Deaconess Med Ctr, Sch Med, Gerontol Div, Boston, MA 02215 USA
关键词
D O I
10.1073/pnas.0404843101
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Various physical, social, and biological systems generate complex fluctuations with correlations across multiple time scales. In physiologic systems, these long-range correlations are altered with disease and aging. Such correlated fluctuations in living systems have been attributed to the interaction of multiple control systems; however, the mechanisms underlying this behavior remain unknown. Here, we show that a number of distinct classes of dynamical behaviors, including correlated fluctuations characterized by 1/f scaling of their power spectra, can emerge in networks of simple signaling units. We found that, under general conditions, complex dynamics can be generated by systems fulfilling the following two requirements, (i) a "small-world" topology and (it) the presence of noise. Our findings support two notable conclusions. First, complex physiologic-like signals can be modeled with a minimal set of components; and second, systems fulfilling conditions i and ii are robust to some degree of degradation (i.e., they will still be able to generate 1/f dynamics).
引用
收藏
页码:15551 / 15555
页数:5
相关论文
共 50 条
  • [1] Emergence of simple and complex contagion dynamics from weighted belief networks
    Aiyappa, Rachith
    Flammini, Alessandro
    Ahn, Yong-Yeol
    SCIENCE ADVANCES, 2024, 10 (15):
  • [2] Emergence in complex networks of simple agents
    Green, David G. G.
    JOURNAL OF ECONOMIC INTERACTION AND COORDINATION, 2023, 18 (03) : 419 - 462
  • [3] Emergence in complex networks of simple agents
    David G. Green
    Journal of Economic Interaction and Coordination, 2023, 18 : 419 - 462
  • [4] Simple model of complex bursting dynamics in developing networks of neuronal cultures
    Iudin, Dmitriy I.
    Tyukin, Ivan Y.
    Gorban, Alexander N.
    Iudin, Feodor D.
    Kazantsev, Victor B.
    Muhina, Irina V.
    Tyukina, Tatiana T.
    IFAC PAPERSONLINE, 2016, 49 (14): : 68 - 73
  • [5] Simple model of complex dynamics of activity patterns in developing networks of neuronal cultures
    Tyukin, Ivan Y.
    Iudin, Dmitriy
    Iudin, Feodor
    Tyukina, Tatiana
    Kazantsev, Victor
    Mukhina, Irina
    Gorban, Alexander N.
    PLOS ONE, 2019, 14 (06):
  • [6] Complex dynamics in simple Hopfield neural networks
    Yang, Xiao-Song
    Huang, Yan
    CHAOS, 2006, 16 (03)
  • [7] A Simple Behavioral Model Predicts the Emergence of Complex Animal Hierarchies
    Sasaki, Takao
    Penick, Clint A.
    Shaffer, Zachary
    Haight, Kevin L.
    Pratt, Stephen C.
    Liebig, Juergen
    AMERICAN NATURALIST, 2016, 187 (06): : 765 - 775
  • [8] Complex and unexpected dynamics in simple genetic regulatory networks
    Borg, Yanika
    Ullner, Ekkehard
    Alagha, Afnan
    Alsaedi, Ahmed
    Nesbeth, Darren
    Zaikin, Alexey
    INTERNATIONAL JOURNAL OF MODERN PHYSICS B, 2014, 28 (14):
  • [9] A simple model of Schumpeterian growth with complex dynamics
    Deissenberg, C
    Nyssen, J
    JOURNAL OF ECONOMIC DYNAMICS & CONTROL, 1998, 22 (02): : 247 - 266
  • [10] Complex dynamics in a simple stock market model
    Alvarez-Ramirez, J
    Ibarra-Valdez, C
    Fernandez-Anaya, G
    INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2002, 12 (07): : 1565 - 1577