brian thompson, nhat nguyen, beth lusczek, and sanja selakovic non-linear effects of pesticides on...

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Brian Thompson, Nhat Nguyen, Beth Lusczek, and Sanja Selakovic Non-linear Effects of Pesticides on Food Web Dynamics Collaboration facilitated by SFI Complex Systems Summer School 2014 computer science epidemiology ecology biophysics

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Page 1: Brian Thompson, Nhat Nguyen, Beth Lusczek, and Sanja Selakovic Non-linear Effects of Pesticides on Food Web Dynamics Collaboration facilitated by SFI Complex

Brian Thompson, Nhat Nguyen,Beth Lusczek, and Sanja Selakovic

Non-linear Effectsof Pesticides on

Food Web Dynamics

Collaboration facilitated by SFIComplex Systems Summer School 2014

computer science epidemiology

ecologybiophysics

Page 2: Brian Thompson, Nhat Nguyen, Beth Lusczek, and Sanja Selakovic Non-linear Effects of Pesticides on Food Web Dynamics Collaboration facilitated by SFI Complex

Motivation

Page 3: Brian Thompson, Nhat Nguyen, Beth Lusczek, and Sanja Selakovic Non-linear Effects of Pesticides on Food Web Dynamics Collaboration facilitated by SFI Complex

Related WorkNet effects of pesticides on ecosystem (e.g. Stanton 1981, Yeates 1999)

Pesticidal effects on species in isolation(e.g. Ingham 1984, Berthold 2002)

Dynamics of bioenergetic flow(e.g. De Ruiter 1995, SΓ€terberg 2013)

Page 4: Brian Thompson, Nhat Nguyen, Beth Lusczek, and Sanja Selakovic Non-linear Effects of Pesticides on Food Web Dynamics Collaboration facilitated by SFI Complex

Our Approach

DIRECT PESTICIDALEFFECTS

INTER-SPECIESINTERACTIONS

NET EFFECTS OF PESTICIDES

Page 5: Brian Thompson, Nhat Nguyen, Beth Lusczek, and Sanja Selakovic Non-linear Effects of Pesticides on Food Web Dynamics Collaboration facilitated by SFI Complex

Pesticide Model

= steepness of curve, specific to a given

pesticide and species

𝑓 (π‘₯ )= 2

1+π‘’βˆ’π›Ύβ‹…π‘₯βˆ’1PESTICIDE

EQUATION

𝛾>0

𝛾<0

Page 6: Brian Thompson, Nhat Nguyen, Beth Lusczek, and Sanja Selakovic Non-linear Effects of Pesticides on Food Web Dynamics Collaboration facilitated by SFI Complex

Bio-energetic Model(Lotka – Volterra)

β€’ Energy and matter flow from prey to predator

Page 7: Brian Thompson, Nhat Nguyen, Beth Lusczek, and Sanja Selakovic Non-linear Effects of Pesticides on Food Web Dynamics Collaboration facilitated by SFI Complex

𝑑 𝑋 𝑖

𝑑𝑑=βˆ’π‘‘π‘– 𝑋 𝑖(1βˆ’π‘ π‘– (1βˆ’ 𝑋𝑖

𝑋 π‘–π‘π‘Žπ‘ ))βˆ’βˆ‘π‘—β‰  𝑖 π‘Ÿ 𝑖𝑗 𝑋𝑖 𝑋 𝑗+π‘Žπ‘–π‘π‘–βˆ‘

𝑗 ≠𝑖

π‘Ÿ 𝑗𝑖 𝑋 𝑖𝑋 𝑗

𝑑 𝑋 𝑖

𝑑𝑑= 𝐼𝑖 𝑋 π‘–βˆ’π‘‘π‘– 𝑋 𝑖(1βˆ’π‘ π‘– (1βˆ’ 𝑋 𝑖

𝑋 π‘–π‘π‘Žπ‘ ))βˆ’βˆ‘π‘—β‰  𝑖 π‘Ÿ 𝑖𝑗 𝑋𝑖 𝑋 𝑗

𝑑 𝑋 𝑖

𝑑𝑑=𝑅𝑖+βˆ‘

𝑗 ≠𝑖

𝑑 𝑗 𝑋 𝑗 (1βˆ’π‘  𝑗 (1βˆ’ 𝑋 𝑗

𝑋 π‘—π‘π‘Žπ‘ ))+βˆ‘π‘— ≠𝑖 βˆ‘π‘˜β‰  𝑖 , 𝑗 (1βˆ’π‘Ž 𝑗 )π‘Ÿπ‘˜ 𝑗 𝑋 𝑗 π‘‹π‘˜βˆ’βˆ‘

𝑗≠ 𝑖

π‘Ÿ 𝑖𝑗 𝑋𝑖 𝑋 𝑗

Consumers:

Roots:

Detritus:

Bio-energetic Model

INTER-SPECIESINTERACTIONEQUATIONS

Page 8: Brian Thompson, Nhat Nguyen, Beth Lusczek, and Sanja Selakovic Non-linear Effects of Pesticides on Food Web Dynamics Collaboration facilitated by SFI Complex

β€’ Pesticide data:– Stanton, Allen, and Campion. β€œThe Effect of the Pesticide Carbofuran on

Soil Organisms and Root and Shoot Production in Shortgrass Prairie,” 1981.– Carbofuran had a significant effect on bacteriophageous nematodes,

phytophageous nematodes, and saprophytic fungi

β€’ Soil food web data:– Moore and De Ruiter. β€œEnergetic Food Webs: An Analysis of Real and Model

Ecosystems,” 2012.– Observed biomasses, and parameter values for mortality rates,

assimilation efficiency, production efficiency, predation coefficients, photosynthetic growth, and allochthonous material

Data

Page 9: Brian Thompson, Nhat Nguyen, Beth Lusczek, and Sanja Selakovic Non-linear Effects of Pesticides on Food Web Dynamics Collaboration facilitated by SFI Complex

Roots

Detritus

PhytophagousNematodes

SaprophyticFungi

Bacteria

Collembolans

Noncrypto-stigmatic Mites

CryptostigmaticMites

FungivorousNematodes

Bacteriophagous

NematodesBacteriophagous

Enchytraeids

Mites

Flagellates

Amoebae

PredaceousNematodes

PredaceousMites

PredaceousCollembolans

NematodeFeeding Mites

(De Ruiter et al., 1993)

Soil Food Web

Page 10: Brian Thompson, Nhat Nguyen, Beth Lusczek, and Sanja Selakovic Non-linear Effects of Pesticides on Food Web Dynamics Collaboration facilitated by SFI Complex

Experiments

Page 11: Brian Thompson, Nhat Nguyen, Beth Lusczek, and Sanja Selakovic Non-linear Effects of Pesticides on Food Web Dynamics Collaboration facilitated by SFI Complex

Experiments

Page 12: Brian Thompson, Nhat Nguyen, Beth Lusczek, and Sanja Selakovic Non-linear Effects of Pesticides on Food Web Dynamics Collaboration facilitated by SFI Complex

Experiments

Page 13: Brian Thompson, Nhat Nguyen, Beth Lusczek, and Sanja Selakovic Non-linear Effects of Pesticides on Food Web Dynamics Collaboration facilitated by SFI Complex

Contributions

β€’ A new approach to studying the effects of pesticides on an ecosystem that integrates the findings from two bodies of literature

β€’ Mathematical model integrating pesticidal effects with food web dynamics

β€’ Simulations can inform policy decisions by helping us understand and anticipate the consequences of pesticide use

Page 14: Brian Thompson, Nhat Nguyen, Beth Lusczek, and Sanja Selakovic Non-linear Effects of Pesticides on Food Web Dynamics Collaboration facilitated by SFI Complex

Future Work

β€’ Effects of multiple pesticides on multiple species or functional groups

β€’ Model the consumption, decay, and inflow of pesticides in the system– Effects of species on pesticide concentration (e.g. roots of

corn plants increase degradation of atrazine)

– Bioaccumulation of pesticides

β€’ Do more extensive experiments to study sensitivity, stability, resilience, etc. in the presence of pesticides

β€’ Modeling of non-equilibrium dynamics

Page 15: Brian Thompson, Nhat Nguyen, Beth Lusczek, and Sanja Selakovic Non-linear Effects of Pesticides on Food Web Dynamics Collaboration facilitated by SFI Complex

Thank you!

Special thanks to Miguel Fuentes, and to the staff and organizers of the SFI Complex Systems Summer School: Sander

Bais, Juniper Lovato, and John Paul Gonzales