What is DEB theory?Bas Kooijman
Dept theoretical biologyVrije Universiteit Amsterdam
[email protected]://www.bio.vu.nl/thb
Melbourne 2012/08/06
What is DEB theory?Bas Kooijman
Dept theoretical biologyVrije Universiteit Amsterdam
[email protected]://www.bio.vu.nl/thb
Melbourne 2012/08/06
Contents
• What is DEB theory? • Stylised facts• Supply/demand systems• How was it invented?• Selection of concepts• DEBs vs SEBs
Empirical cycle 1.1
Criteria for general energy models• Quantitative Based on explicit assumptions that together specify all quantitative aspects
to allow for mass and energy balancing
• Consistency Assumptions should be consistent in terms of internal logic, with physics
and chemistry, as well as with empirical patterns
• Simplicity Implied model(s) should be simple (numbers of variables and parameters)
enough to allow testing against data
• Generality The conditions species should fulfill to be captured by the model(s) must be
explicit and make evolutionary sense
• Explanatory The more empirical patterns are explained, the better the model
From Sousa et al 2010Phil. Trans. R. Soc. Lond. B 365: 3413-3428
Empirical patterns: stylised facts
Feeding During starvation, organisms are able to reproduce, grow and survive for some time At abundant food, the feeding rate is at some maximum, independent of food density
Growth Many species continue to grow after reproduction has started Growth of isomorphic organisms at abundant food is well described by the von Bertalanffy For different constant food levels the inverse von Bertalanffy growth rate increases linearly with ultimate length The von Bertalanffy growth rate of different species decreases almost linearly with the maximum body length Fetuses increase in weight approximately proportional to cubed time
Reproduction Reproduction increases with size intra-specifically, but decreases with size inter-specifically
Respiration Animal eggs and plant seeds initially hardly use O2
The use of O2 increases with decreasing mass in embryos and increases with mass in juveniles and adults The use of O2 scales approximately with body weight raised to a power close to 0.75 Animals show a transient increase in metabolic rate after ingesting food (heat increment of feeding)
Stoichiometry The chemical composition of organisms depends on the nutritional status (starved vs well-fed) The chemical composition of organisms growing at constant food density becomes constant
Energy Dissipating heat is a weighted sum of 3 mass flows: CO2, O2 and N-waste
Supply-demand spectrum 1.2.5
Historical roots Aug 1979
Two questions:
• How should we quantify effects of chemical compounds on reproduction of daphnids? reproduction energy budget
• How bad is it for the environment if daphnid reproduction is a bit reduced due to toxic stress? individual population ecosystem prediction outside observed range: first principles
Isomorphic growth 2.6c
diam
eter
, m
Wei
ght1/
3 , g
1/3
leng
th, m
m
time, h time, h
time, dtime, d
Amoeba proteusPrescott 1957
Saccharomyces carlsbergensisBerg & Ljunggren 1922
Pleurobrachia pileusGreve 1971
Toxostoma recurvirostreRicklefs 1968
Wei
ght1/
3 , g
1/3
DEB – ontogeny - IBM1980
1990
2000
Daphnia
ISO/OECD
von Foerster
molecularorganisation
DEB 1
DEB 2
DEBtoxNECs
embryosbody size
scaling
morphdynamics indirect
calorimetry
food chains
SynthesizingUnits
multivarplants
adaptationtumour
induction
epidemiolapplications
bifurcationanalysis
Globalbif-analysis
integralformulations
adaptive dynamics
ecosystem self-orginazation
numericalmethods
symbioses
ecosystemdynamicsorgan
function
aging
micro’s
DEB 32010
ecotoxapplication
mixtures
QSARs evolutionecosystem
effects
timedependence
par estimationentropy
production
molecule
cell
individual
population
ecosystem
system earth
time
spac
e
Space-time scales
When changing the space-time scale, new processes will become important other will become less importantThis can be used to simplify models, by coupling space-time scalesComplex models are required for small time and big space scales and vvModels with many variables & parameters hardly contribute to insight
Each process has its characteristic domain of space-time scales
Homeostasisstrong constant composition of pools (reserves/structures) generalized compounds, stoichiometric constraints on synthesis
weak constant composition of biomass during growth in constant environments determines reserve dynamics (in combination with strong homeostasis)
structural
constant relative proportions during growth in constant environments isomorphy .work load allocation
thermal ectothermy homeothermy endothermy
acquisition supply demand systems; development of sensors, behavioural adaptations
Biomass: reserve(s) + structure(s)Reserve(s), structure(s): generalized compounds, mixtures of proteins, lipids, carbohydrates: fixed composition
Reasons to delineate reserve, distinct from structure• metabolic memory• biomass composition depends on growth rate• explanation of respiration patterns (freshly laid eggs don’t respire) method of indirect calorimetry fluxes are linear sums of assimilation, dissipation and growth fate of metabolites (e.g. conversion into energy vs buiding blocks) inter-species body size scaling relationships
Reserve vs structure 2.3
Differences between reserve & structure
• Life span of compounds in reserve: limited due to turnover of reserve all reserve compounds have the same mean life span
structure: controlled by somatic maintenance structure compounds can differ in mean life span
• no maintenance costs for reserve freshly laid eggs consist of reserve and do not respire
Reserve does not mean:• “set apart for later use’: compounds in reserve can have active functions• lipids: the rest would be structure and lipids cannot convert to protein• `material that does not require maintenance’: can also apply to compounds in structure• `material that is synthesize from assimilates’: indirectly applies to all compounds
Reserve residence time 2.3.1b
Surface area/volume interactions• biosphere: thin skin wrapping the earth light from outside, nutrient exchange from inside is across surfaces production (nutrient concentration) volume of environment
• food availability for cows: amount of grass per surface area environment food availability for daphnids: amount of algae per volume environment
• feeding rate surface area; maintenance rate volume (Wallace, 1865)
• many enzymes are only active if linked to membranes (surfaces) substrate and product concentrations linked to volumes change in their concentrations gives local info about cell size ratio of volume and surface area gives a length
Change in body shapeIsomorph: surface area volume2/3
volumetric length = volume1/3
V0-morph: surface area volume0
V1-morph: surface area volume1
Ceratium
Mucor
Merismopedia
Shape correction functionShape correction function
at volume Vactual surface area at volume V
isomorphic surface area at volume V=
1)( VΜ for dVV
V0-morphV1-morph isomorph 0
3/1
3/2
)/()(
)/()(
)/()(
d
d
d
VVV
VVV
VVV
Μ
Μ
Μ
3/13/2
3/13/2
)/(2
2)/(
2)(
)/(3
3)/(
3)(
dd
dd
VVδ
VVδ
δV
VVδ
VVδ
V
Μ
Μ
Static mixtures between V0- and V1-morphs for aspect ratioδ
V1-morphs are special because• surfaces do not play an explicit role• their population dynamics reduce to an unstructured dynamics; reserve densities of all individuals converge to the same value in homogeneous environments
Biofilms
Isomorph: V1 = 0
V0-morph: V1 =
mixture between iso- & V0-morph
biomass grows, butsurface area that is involvedin nutrient exchange does not
solid substratebiomass
3/2
1
1)(
d
d
VV
VV
V
VVΜ
Mixtures of changes in shape 2
Dynamic mixtures between morphs
Lichen Rhizocarpon
V1- V0-morph
V1- iso- V0-morph
outer annulus behaves as a V1-morph, inner part as a V0-morph. Result: diameter increases time
Evolution of DEB systemsvariable structure
composition
strong homeostasisfor structure
delay of use ofinternal substrates
increase ofmaintenance costs
inernalization of maintenance
installation ofmaturation program
strong homeostasisfor reserve
reproductionjuvenile embryo + adult
Kooijman & Troost 2007 Biol Rev, 82, 1-30
54321
specialization of structure
7
8
an
ima
ls
6
pro
ka
ryo
tes
9plants
Static Energy Budgets (SEBs)
Differences with DEBs• overheads interpretation of respiration interpretation of urination• metabolic memory• life cycle perspective change in states
gross ingested
faeces
urine
apparent assimilated
gross metabolised
net metabolised
spec dynamic action
workmaintenance
somaticmaintenance
activity
thermo regulation
production
growth productsreproduction
Concept overview
• empirical facts• supply-demand spectrum
• 5 types of homeostasis• reserve & structure• residence time
• surface area/volume• iso-, V0-, V1-morphs• shape correction function
• evolutionary perspective
Notation 1
http://www.bio.vu.nl/thb/research/bib/Kooy2010_n.pdf
Indices for compounds
Indices for transformations
GeneralNotation 2
Notation 3Some symbols have more than one meaning:V as symbol stands for volume, and without index for volume of structure, as index stands for the compound structureE as symbol stands for energy, and without index for energy in reserve, as index stands for the compound reserveC,H,O,N as indices stand for mineral compounds as well as chemical elements the context defines the meaning
Dots are used to • distinguish rates from states (dimension check)• allow scaling of time without the need to introduce new symbols if time is scaled to a dimensionless quantity, the dot is removes
DEB resources• DEB book 2010 (DEB3, 500 p) + erratum-list• summary of concepts for each of the sections of DEB3• notation document, including notation for new developments• comments to DEB3 (250 p)• DEBtool: software package for Matlab and Octave (> 1000 functions)• add my pet document on par estimation for the standard DEB model• add_my_pet library of data and par values, implied properties (130 spec)• micro-lectures, a collection of ppt’s for DEB3• phylogenetic survey of living organisms, frequently updated ppt’s• exercises that follow DEB3• quizzes, to monitor progress in mastering DEB concepts• assays, written by participants of DEB tele-courses• questions and answers on DEB theory from previous DEB tele-courses• bibliography of DEB papers (via the DEB information page)• Basic Methods for Theoretical Biology on methodology, modelling & math
http://www.bio.vu.nl/thb/deb/