CHAOS AND UNPREDICTABILITY IN EVOLUTION

The possibility of complicated dynamic behavior driven by nonlinear feedbacks in dynamical systems has revolutionized science in the latter part of the last century. Yet despite examples of complicated frequency dynamics, the possibility of long‐term evolutionary chaos is rarely considered. The concept of “survival of the fittest” is central to much evolutionary thinking and embodies a perspective of evolution as a directional optimization process exhibiting simple, predictable dynamics. This perspective is adequate for simple scenarios, when frequency‐independent selection acts on scalar phenotypes. However, in most organisms many phenotypic properties combine in complicated ways to determine ecological interactions, and hence frequency‐dependent selection. Therefore, it is natural to consider models for evolutionary dynamics generated by frequency‐dependent selection acting simultaneously on many different phenotypes. Here we show that complicated, chaotic dynamics of long‐term evolutionary trajectories in phenotype space is very common in a large class of such models when the dimension of phenotype space is large, and when there are selective interactions between the phenotypic components. Our results suggest that the perspective of evolution as a process with simple, predictable dynamics covers only a small fragment of long‐term evolution.

[1]  J. Yorke,et al.  Period Three Implies Chaos , 1975 .

[2]  Robert M. May,et al.  Simple mathematical models with very complicated dynamics , 1976, Nature.

[3]  R. Lande QUANTITATIVE GENETIC ANALYSIS OF MULTIVARIATE EVOLUTION, APPLIED TO BRAIN:BODY SIZE ALLOMETRY , 1979, Evolution; international journal of organic evolution.

[4]  R. Devaney An Introduction to Chaotic Dynamical Systems , 1990 .

[5]  Tang,et al.  Self-Organized Criticality: An Explanation of 1/f Noise , 2011 .

[6]  K. Kaneko Pattern dynamics in spatiotemporal chaos: Pattern selection, diffusion of defect and pattern competition intermettency , 1989 .

[7]  J. Hailman Wonderful Life: The Burgess Shale and the Nature of History, Stephen Jay Gould. W. W. Norton, New York (1989), 347, Price $19.95 (U.S.A.), $27.95 (Canada) , 1991 .

[8]  Lee Altenberg,et al.  Chaos from Linear Frequency-Dependent Selection , 1991, The American Naturalist.

[9]  C. Eugene Wayne,et al.  Weak Chaos and Quasi-Regular Patterns. By G. M. ZASLAVSKY, R. Z. SAGDEEV, D. A. USIKOV and A. A CHERNIKOV. Cambridge University Press, 1991. 253 pp. £40 or $75 , 1992, Journal of Fluid Mechanics.

[10]  M. Bernhard Introduction to Chaotic Dynamical Systems , 1992 .

[11]  M. Nowak,et al.  Chaos and the evolution of cooperation. , 1993, Proceedings of the National Academy of Sciences of the United States of America.

[12]  Jülich Evolutionary Cycling in Predator – Prey Interactions : Population Dynamics and the Red Queen , 1994 .

[13]  A Hastings,et al.  Intermittency and transient chaos from simple frequency-dependent selection , 1995, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[14]  U. Dieckmann,et al.  The Dynamical Theory of Coevolution : A Derivation from Stochastic Ecological Processes , 1996 .

[15]  Terry Gaasterland,et al.  The metabolic pathway collection from EMP: the enzymes and metabolic pathways database , 1996, Nucleic Acids Res..

[16]  A. Edelman The Probability that a Random Real Gaussian Matrix haskReal Eigenvalues, Related Distributions, and the Circular Law , 1997 .

[17]  Peter D. Karp,et al.  EcoCyc: Encyclopedia of Escherichia coli genes and metabolism , 1998, Nucleic Acids Res..

[18]  J. Metz,et al.  The enigma of frequency-dependent selection. , 1998, Trends in ecology & evolution.

[19]  Peter D. Karp,et al.  Eco Cyc: encyclopedia of Escherichia coli genes and metabolism , 1999, Nucleic Acids Res..

[20]  Ulf Dieckmann,et al.  Evolutionary Branching and Sympatric Speciation Caused by Different Types of Ecological Interactions , 2000, The American Naturalist.

[21]  G. Turner The Ecology of Adaptive Radiation , 2001, Heredity.

[22]  N. Barton Fitness Landscapes and the Origin of Species , 2004 .

[23]  É. Kisdi,et al.  Evolutionarily singular strategies and the adaptive growth and branching of the evolutionary tree , 2004, Evolutionary Ecology.

[24]  S. Gavrilets,et al.  20 Questions on Adaptive Dynamics , 2005, Journal of evolutionary biology.

[25]  Magic number 7+/-2 in networks of threshold dynamics. , 2004, Physical review letters.

[26]  T. Lenormand,et al.  A GENERAL MULTIVARIATE EXTENSION OF FISHER'S GEOMETRICAL MODEL AND THE DISTRIBUTION OF MUTATION FITNESS EFFECTS ACROSS SPECIES , 2006, Evolution; international journal of organic evolution.

[27]  F Dercole,et al.  Coevolution of slow–fast populations: evolutionary sliding, evolutionary pseudo-equilibria and complex Red Queen dynamics , 2006, Proceedings of the Royal Society B: Biological Sciences.

[28]  Olivier Tenaillon,et al.  Quantifying Organismal Complexity using a Population Genetic Approach , 2007, PloS one.

[29]  M. Kirkpatrick Patterns of quantitative genetic variation in multiple dimensions , 2009, Genetica.

[30]  Fabio Dercole,et al.  Analysis of Evolutionary Processes: The Adaptive Dynamics Approach and Its Applications , 2008 .

[31]  K. Schneider Maximization principles for frequency-dependent selection I: the one-locus two-allele case. , 2008, Theoretical population biology.

[32]  O. Leimar Multidimensional convergence stability , 2009 .

[33]  Broome,et al.  Literature cited , 1924, A Guide to the Carnivores of Central America.

[34]  M. Doebeli,et al.  Complexity and Diversity , 2010, Science.

[35]  C. Bordenave,et al.  The circular law , 2012 .

[36]  Dwueng-Chwuan Jhwueng,et al.  Coevolution in multidimensional trait space favours escape from parasites and pathogens , 2012, Nature.

[37]  A. F. Bennett,et al.  The Molecular Diversity of Adaptive Convergence , 2012, Science.

[38]  Tadeas Priklopil,et al.  Chaotic dynamics of allele frequencies in condition-dependent mating systems. , 2012, Theoretical population biology.

[39]  Michael J. Wiser,et al.  Long-Term Dynamics of Adaptation in Asexual Populations , 2013, Science.

[40]  Ryan Calsbeek,et al.  The Adaptive Landscape in Evolutionary Biology , 2013 .

[41]  S. Mwaiko,et al.  Population genomic signatures of divergent adaptation, gene flow and hybrid speciation in the rapid radiation of Lake Victoria cichlid fishes , 2012, Molecular ecology.

[42]  Michael Doebeli,et al.  Parallel Evolutionary Dynamics of Adaptive Diversification in Escherichia coli , 2013, PLoS biology.

[43]  Stephanie Boehm,et al.  Chaos Making A New Science , 2016 .