An Agent-Based Approach to Modeling mammalian Evolution: How Resource Distribution and predation Affect Body Size

Macro-evolutionary investigations into cross-scale patterns of body size variation have put many of the pieces of the evolutionary body size puzzle in place. To further tackle micro- and meso-scale process-based reasons underlying changes in body size, researchers compare natural populations across different habitat structures, assessing which habitat structures correspond to which changes in body size variation. The complex multi-scale dynamics underlying the effect of the external environment on body size evolution, however, inherently limits empirical interpretations with regard to the differential contribution of particular aspects of habitat architecture on body size variation, leaving open many questions as to the how and why of changes in body size variation across different habitats. We develop an agent-based simulation approach with the principal aim of investigating the differential effects of particular habitat conditions on the evolution of body size and other life history traits. Our approach simulates animals' individual decisions with regard to growth and reproduction, and records their effect on population-level variation across different habitat structures. This approach has the potential to include numerous different habitat conditions and/or growth laws and allows detailed controlled comparisons of the isolated effects of particular habitat conditions and/or perturbations. In the current study, we assess the usefulness of our approach in a pilot exploration of the effects of predation and resource distribution on body size variation in mammals. We find independent effects of predation, resource availability and resource predictability on changes in body size and quantify the relation between body size and population size across different habitat conditions.

[1]  E. Charnov,et al.  Evolution of life history variation among female mammals. , 1991, Proceedings of the National Academy of Sciences of the United States of America.

[2]  G. Sacher,et al.  Longevity and Aging in Vertebrate Evolution , 1978 .

[3]  Steven W. Buskirk,et al.  HOME RANGE, TIME, AND BODY SIZE IN MAMMALS' , 1986 .

[4]  G. Sacher,et al.  Relation of Lifespan to Brain Weight and Body Weight in Mammals , 2008 .

[5]  Oscar W. Portman,et al.  NUTRITIONAL REQUIREMENTS (NRC) OF NONHUMAN PRIMATES , 1970 .

[6]  B. McNab,et al.  Food Habits, Energetics, and the Population Biology of Mammals , 1980, The American Naturalist.

[7]  G. Booth,et al.  BacSim, a simulator for individual-based modelling of bacterial colony growth. , 1998, Microbiology.

[8]  Ian S. Lustick,et al.  VIR-POX: An Agent-Based Analysis of Smallpox Preparedness and Response Policy , 2004, J. Artif. Soc. Soc. Simul..

[9]  W. Leutenegger,et al.  Evolution of Litter Size in Primates , 1979, The American Naturalist.

[10]  Eric Bonabeau,et al.  Agent-based modeling: Methods and techniques for simulating human systems , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[11]  David Western,et al.  Life history patterns in birds and mammals and their evolutionary interpretation , 1982, Oecologia.

[12]  William H. Bossert,et al.  Life Historical Consequences of Natural Selection , 1970, The American Naturalist.

[13]  Paul H. Harvey,et al.  Patterns of mortality and age at first reproduction in natural populations of mammals , 1985, Nature.

[14]  Craig R. Allen,et al.  Body Mass Patterns Predict Invasions and Extinctions in Transforming Landscapes , 1999, Ecosystems.

[15]  G. Sacher,et al.  Relation of Gestation Time to Brain Weight for Placental Mammals: Implications for the Theory of Vertebrate Growth , 1974, The American Naturalist.

[16]  J. Millar,et al.  Life Histories of Mammals: An Analysis of Life Tables , 1983 .

[17]  Juha Tuomi,et al.  Mammalian reproductive strategies: A generalized relation of litter size to body size , 1980, Oecologia.

[18]  W. Calder,et al.  Body size, mortality, and longevity. , 1983, Journal of theoretical biology.

[19]  Stephen P. Ellner,et al.  Integral projection models for populations in temporally varying environments , 2009 .

[20]  Kaustuv Roy,et al.  Dynamics of Body Size Evolution , 2008, Science.

[21]  Mark S. Boyce,et al.  Seasonality, Fasting Endurance, and Body Size in Mammals , 1985, The American Naturalist.

[22]  Shripad Tuljapurkar,et al.  A time to grow and a time to die: a new way to analyze the dynamics of size, light, age, and death of tropical trees. , 2009, Ecology.

[23]  Herbert H. T. Prins,et al.  Diversity and species composition of West African ungulate assemblages: effects of fire, climate and soil , 2008 .

[24]  J. Huxley Problems of relative growth , 1932 .

[25]  Michael J. North,et al.  AgentCell: a digital single-cell assay for bacterial chemotaxis , 2005, Bioinform..

[26]  C. Allen,et al.  Variability between Scales: Predictors of Nomadism in Birds of an Australian Mediterranean-climate Ecosystem , 2002, Ecosystems.

[27]  S. Tuljapurkar,et al.  An uncertain life: demography in random environments. , 1989, Theoretical population biology.

[28]  W. Leutenegger,et al.  Allometry of neonatal size in eutherian mammals , 1976, Nature.

[29]  B. McNab,et al.  Bioenergetics and the Determination of Home Range Size , 1963, The American Naturalist.

[30]  M A Hofman,et al.  Evolution of brain size in neonatal and adult placental mammals: a theoretical approach. , 1983, Journal of theoretical biology.

[31]  R. Macarthur,et al.  The Theory of Island Biogeography , 1969 .

[32]  Shripad Tuljapurkar,et al.  Population dynamics in variable environments I. Long-run growth rates and extinction , 1980 .

[33]  Garry D. Peterson,et al.  Patterns in body mass distributions: sifting among alternative hypotheses. , 2006, Ecology letters.

[34]  Kenny J. Travouillon,et al.  Using cenograms to investigate gaps in mammalian body mass distributions in Australian mammals , 2009 .

[35]  Christophe Soligo,et al.  Correlates of body mass evolution in primates. , 2006, American journal of physical anthropology.

[36]  C. S. Holling Cross-Scale Morphology, Geometry, and Dynamics of Ecosystems , 1992 .

[37]  Eric R. Pianka,et al.  On r- and K-Selection , 1970, The American Naturalist.

[38]  Kathleen M. Carley,et al.  Model alignment of anthrax attack simulations , 2006, Decis. Support Syst..

[39]  Eric L. Charnov,et al.  Life History Invariants: Some Explorations of Symmetry in Evolutionary Ecology , 1993 .

[40]  Tom Fenchel,et al.  Intrinsic rate of natural increase: The relationship with body size , 1974, Oecologia.

[41]  S. Ellner,et al.  Integral Projection Models for Species with Complex Demography , 2006, The American Naturalist.

[42]  Dirk Helbing,et al.  Simulating dynamical features of escape panic , 2000, Nature.

[43]  Sidney Redner,et al.  How Many Species Have Mass M? , 2008, The American Naturalist.

[44]  James H. Brown,et al.  A general model for ontogenetic growth , 2001, Nature.

[45]  Thomas S Deisboeck,et al.  The effects of EGF-receptor density on multiscale tumor growth patterns. , 2005, Journal of theoretical biology.

[46]  Salvatore J. Agosta,et al.  Body size distributions of large Costa Rican dry forest moths and the underlying relationship between plant and pollinator morphology , 2005 .

[47]  David A. Yuen,et al.  NONLINEAR DEVELOPMENT OF BACTERIAL COLONY MODELED WITH CELLULAR AUTOMATA AND AGENT OBJECTS , 2003 .

[48]  Timothy A Kohler,et al.  Simulating ancient societies. , 2005, Scientific American.

[49]  K. Schmidt-Nielsen,et al.  Scaling, why is animal size so important? , 1984 .

[50]  Shripad Tuljapurkar,et al.  The Many Growth Rates and Elasticities of Populations in Random Environments , 2003, The American Naturalist.

[51]  Aaron Clauset,et al.  The Evolution and Distribution of Species Body Size , 2008, Science.

[52]  M. Hofman Energy Metabolism, Brain Size and Longevity in Mammals , 1983, The Quarterly Review of Biology.

[53]  J. Weiner,et al.  Interspecific Allometries Are by-Products of Body Size Optimization , 1997, The American Naturalist.