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Spatial modeling of predatorassisted dispersal

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Abrams and Matsuda 2004. Predator-Assisted Dispersal. Combines dispersal and predator preference ... Estep, Sheldon Lee, Stephanie McMahonn, John Moore, Simon ... – PowerPoint PPT presentation

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Title: Spatial modeling of predatorassisted dispersal


1
Spatial modeling of predator-assisted dispersal
  • Carl Leth
  • Tanner Hill
  • Nichole Zimmerman
  • Colorado State University
  • FEScUE Program, Summer 2008

2
Lines of Logic
  • Spatial dispersal of prey species
  • Predator preference
  • We propose to couple these two ideas through
    predator-assisted dispersal

3
Results from Dispersal Studies
  • Local dispersal has been found to promote the
    persistence of interacting populations1
  • Wave-like patterns can occur by dispersing
    predators and prey2
  • Comins and Hassell 1996
  • Savill and Hogeweg 1999

4
Results from Preference Studies
  • Predator preference with switching has been found
    to promote stability and persistence in some
    cases1
  • Preference switching lags behind the optimum for
    changing prey densities2
  • Variable interaction strengths can help stabilize
    a system3
  • Bonsall and Hassell 1999 3. McCann et al. 1998
  • Abrams and Matsuda 2004

5
Predator-Assisted Dispersal
  • Combines dispersal and predator preference
  • Predators may carry their prey to different
    spatial locations and deposit them there
  • Empirical studies show that this occurs in nature

6
Example of Predator-Assisted Dispersal
Dromph looked at collembolans dispersing
entomopathogenic fungi
http//en.wikipedia.org/wiki/ImageIsotoma_Habitus
.jpg
Dromph 2001
7
Empirical Studies Fungi Dispersal Aided by their
Predators
  • Rodents were found likely to be important in the
    dispersal of vesicular-arbuscular mycorrhizal
    (VAM) fungus spores1
  • Australian mammals feeding on hypogeous fungi
    increased spore dispersal2
  • Janos and Sahley 1995
  • Johnson 1995

8
Empirical Studies Fungi Dispersal Aided by their
Predators
  • Mammals were observed to disperse spores of
    ectomycorrhizal fungi1
  • Grasshoppers and small mammals transported fungal
    spores2
  • Cázares and Trappe 1994
  • Warner, Allen, and MacMahon 1987

9
Our Proposal
  • We will model predator-assisted dispersal of a
    two prey system with predator preference
  • Preliminary results
  • Intended studies

10
A Brief Overview of the Model
  • Use spatially explicit mathematical model
  • Program simulations in Matlab
  • Simplify model to validate simulation and examine
    underlying mechanisms

11
Spatial Model
  • Modeled as a rectangular grid
  • Prey are dispersed locally

12
Spatial Model
  • Predators have very high mobility relative to
    prey, can feed from any patch at any time

13
Predator-Assisted Dispersal
  • Prey have a chance to be carried by predators
    foraging in their patch
  • Predators deposit prey in a random patch

14
Questions
  • Given predator-assisted dispersal, how does
    predator preference affect the final densities of
    the prey species?
  • How does predator-assisted dispersal affect the
    resistance of static prey densities in the face
    of a spatial disturbance?
  • How does predator-assisted dispersal affect the
    resilience of the system in the face of
    prey-specific infection?

15
Question 1 Hypotheses
  • Given predator-assisted dispersal, how does
    predator preference affect the final densities of
    the prey species?
  • High preference decreases fitness due to
    increased consumption
  • High preference increases fitness due to
    increased dispersal
  • There is an optimal degree of preference for
    fitness that balances mortality due to
    consumption with dispersal

16
Investigating Question 1 Benefits of Preference
  • Give predators a constant predation rate between
    the two species
  • Vary degree of preference for one species
  • Measure changes in final densities

17
Question 2 Hypotheses
  • How does predator-assisted dispersal affect the
    resistance of static prey densities in the face
    of a spatial disturbance?
  • There is no effect
  • Densities are more resistant to change than in
    control cases
  • Densities are less resistant to change than in
    control cases

18
Investigating Question 2 Spatial Disturbance
  • Vary size and distribution of disturbance
  • Measure recovery time and prey densities after
    recovery

19
Question 3 Hypotheses
  • How does predator-assisted dispersal affect the
    resilience of the system in the face of
    prey-specific infection?
  • No effect
  • Resilience is decreased because the predators
    carry infected individuals
  • Resilience is increased because it causes
    patchiness

20
Patchiness
21
Investigating Question 3 Infection
  • Allow prey to fully colonize habitat
  • Introduce a species-specific infection using an
    SIR model
  • Measure resilience by how virulent the infection
    must be to cause extinction of a species

22
The Model
23
The Model Mortality
24
Dispersal
  • Prey undergo local dispersal with reflective
    boundary

Comins Hassell 1996
25
SIR Model
26
SIR Model
27
Simplifications of the Model
  • Two competing species in absence of a predator
  • One species in presence of a predator
  • Two competing species in presence of a predator
  • Predator preference, no assisted dispersal
  • Predator-assisted dispersal of a single prey
    species

28
The Model Mortality
29
Two competing species in absence of a predator
30
Predator preference, no assisted dispersal
  • Allows us to measure only the negative effect of
    preference
  • Possible outcomes
  • Exclusion due to preference
  • Decreased final density

31
Predator preference, no assisted dispersal
32
Predator-assisted dispersal of a single prey
species
  • Allows us to examine the simplest case of
    predator-assisted dispersal
  • Possible outcomes
  • Similar outcomes to single predator-prey
    simplification
  • Increases the speed of colonization

33
Predator-assisted dispersal of a single prey
species
34
Complete Model Predator-assisted dispersal of
two prey
35
Complete Model Predator-assisted dispersal of
two prey
36
Summary
  • Predator-assisted dispersal combines independent
    dispersal models with predator preference
  • There is a gap in knowledge at the intersection
    of these two ideas
  • We propose a mathematical model which
    investigates these dynamics

37
Future Work
  • Other Models
  • Poisson process
  • Alternate equations
  • Discrete time models
  • Empirical Studies
  • Preference studies
  • Collembolla and fungus

38
Acknowledgement s
  • FEScUE and NSF
  • Michael Antolin, Dan Cooley, Don Estep, Sheldon
    Lee, Stephanie McMahonn, John Moore, Simon
    Tavener, Colleen Webb

39
References
  • Abrams, P.A., Hiroyuki Matsuda. 2004.
    Consequences of behavioral dynamics for the
    population dynamics of predator-prey systems with
    switching. Popul Ecol 4613-25.
  • Bonsall, Michael B. Michael P. Hassell. 1999.
    Parasitiod-mediated effects apparent competition
    and the persistence of host-parasitiod
    assemblages. Res Popul Ecol 4159-68.
  • Cázares, Efrén, James M. Trappe. 1994. Spore
    dispersal of ectomycorrhizal fungi on a glacier
    forefront by mammal mycophagy. Mycologia
    86507-510.
  • Comins, H.N., M.P. Hassell. 1996. Persisence of
    Multispecies Host-Parasitoid Interactions in
    Spatially Distributed Models with Local
    Dispersal. J. theor. Biol. 18319-28.
  • Dromph, Karsten M., 2001. Dispersal of
    entomopathogenic fungi by collembolans. Soil
    Biology Biochemistry 332047-2051.

40
References Continued
  • Janos, David P., Catherine T. Sahley. 1995.
    Rodent Dispersal of Vesicular-Arbuscular
    Mycorrhizal Fungi in Amasonian Peru. Ecology
    761852-1858.
  • Johnson, C.N., 1995. Interactions between fire,
    mycophagous mammals, and dispersal of
    ectromycorrhizal fungi in Eucalyptus forests.
    Oecologia 104467-475.
  • Krause, A. E., K. A. Frank, D. M. Mason, R. E.
    Ulanowicz, W. W. Taylor. 2003. Compartments
    revealed in food-web structure. Nature
    426282-285.
  • McCann, Kevin, Alan Hastings, Gary R. Huxel.
    1998. Weak trophic interactions and the balance
    of nature. Nature 395 794-797.
  • Savill, Nicholas J., Paulien Hogeweg. 1999.
    Competition and Dispersal in Predator-Prey Waves.
    Theoretical Population Biology 56 243-263.
  • Waren, Nancy J., Michael F. Allen, James A.
    MacMahon. 1987. Dispersal Agents of
    Vesicular-Arbuscular Mycorrhizal Fungi in a
    disturbed Arid Ecosystem. Mycologia 79721-730.
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