DEB theory micro-lectures
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DEB theory micro-lecturesBas Kooijman
Dept theoretical biologyVrije Universiteit Amsterdam
[email protected]://www.bio.vu.nl/thb
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DEB3 statistics
01 02 03 04 05 06 07 08 09 10 11 tot chapters
22 54 34 68 30 42 28 48 46 44 8 423 Pages (xvi+492)
3 59 43 29 32 55 85 9 50 0 0 365 Numbered equations
3 5 4 3 2 0 0 3 6 0 2 28 Numbered tables
8 19 11 30 12 16 25 15 17 11 2 163 Numbered figures
4 11 2 23 5 12 8 10 7 0 0 82 Fits
0 1 0 3 1 2 9 2 8 2 1 29 Simulations
0 1 0 0 0 2 0 0 1 0 0 4 Data
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30 new features in DEB3
• Improved text organisation/presentation• New set of primary parameters• Maturity as fundamental state variable• Emphasis on homeostasis, incl evolution• Mechanism reserve dynamics/merging• New chapter on evolution• Parameter estimation in steps• Isotope dynamics• Thermodynamic aspects extended• Aging extended (includes demand syst.)• New patterns in par-values/QSARs,temp• SU theory extended: shrinking, adaptation, social interaction, co-metab• Static/dynamic generalisation κ-rule• Trajectory reconstruction (reprod/otolith)• Separation of cells in early embryos
• Handshaking in chains of SUs• Organnelle-cytosol interactions• Metamorphosis • Reproduction-buffer handling rules• Isomorphs as V0-morphs• Flocculated growth• Otolith growth• Pseudo-faeces production• Photo-inhibition• Mother-foetus interactions• Changes in composition during starving• Extra-cellular digestion• Hormesis• Film models• Effects of mixtures extended (NECs)
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DEB tele course 2011http://www.bio.vu.nl/thb/deb/
Free of financial costs; some 200 h effort investment
Program for 2011: Feb/Mar general theory in tele-mode April 8 day course in Lisbon April 3 day symposium in Lisbon
Target audience: PhD students
We encourage participation in groups who organize local meetings weekly
Software package DEBtool for Octave/ Matlab freely downloadable
Slides of this presentation are downloadable from http://www.bio.vu.nl/thb/users/bas/lectures/
Cambridge Univ Press 2009
Audience: thank you for your attention
Organizers: thank you for the invitation
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Course materialCore material• DEB book comments/ errata/ summary of concepts• DEBtool (software) • add_my_pet• micro-lectures• basic methods in Theor Biol• survey of organisms
Supplementary• quizzes• exercises (+ answers)• essays• papersDownloadable from
http://www.bio.vu.nl/thb/deb/
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Assumed to be known
Methods in Theoretical Biology http://www.bio.vu.nl/thb/course/tb
This is a 80-page document with methods/concepts that frequently occur in theoretical biology
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Web facilities for DEB theory
• electronic laboratory freely downloadable software DEBtool add_my_pet data collection supporting material
• Course (BlackBoard powered) on DEB theory 5 weeks fundamental part in tele-mode 8 days practical part in classroom-mode in Lisbon 2011 3 days symposium in Lisbon 2011
• downloadable papers
http://www.bio.vu.nl/thb/deb
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Electronic DEB laboratory
DEBtool for research applications open source (Octave, Matlab) covers full range of DEB research (fundamental + applied) advanced regression routines for simultaneous model fitting
add_my_pet data collection for wide variety of species pdf with background information Species.xls with overview pars_my_pet scripts to run implied properties mydata_my_pet scripts to estimate parameters predict_my_pet routines to compute expected values
http://www.bio.vu.nl/thb/deb/deblab/ (free download site)
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Dynamic Energy Budget theory
• consists of a set of consistent and coherent assumptions • uses framework of general systems theory• links levels of organization scales in space and time: scale separation• quantitative; first principles only equivalent of theoretical physics• interplay between biology, mathematics, physics, chemistry, earth system sciences• fundamental to biology; many practical applications
for metabolic organization
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Dynamic Energy Budget theory
Question: Is it possible to “do” biology physical style,
i.e. on a formal basis, no exceptions?
Answer: Try and see for a core topic in biology: metabolic organisation.
Question: The literature on microbial, plant and animal physiology hardly refers to each other; how can we achieve generality?
Answer: Ignore existing literature, start afresh after having read all;
See what all organisms have in common.
Question: Metabolic organisation has many space-time levels;
how do they interact?
Answer: Levels have local coherence, not global;
keep models simple using this, starting with individuals as dynamic systems.
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Research strategy1) use general physical-chemical principles to develop an educated quantitative expectation for the eco-physiological behaviour of a generalized species
2) estimate parameters for any specific case compare the values with expectations from scaling relationships deviations reveal specific evolutionary adaptations
3) study deviations from model expectations learn about the physical-chemical details that matter in this case but had to be ignored because they not always apply
Deviations from a detailed generalized expectation provideaccess to species-specific (or case-specific) modifications
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Some DEB pillars• life cycle perspective of individual as primary target embryo, juvenile, adult (levels in metabolic organization)
• life as coupled chemical transformations (reserve & structure)
• time, energy, entropy & mass balances
• surface area/ volume relationships (spatial structure & transport)
• homeostasis (stoichiometric constraints via Synthesizing Units)
• syntrophy (basis for symbioses, evolutionary perspective)
• intensive/extensive parameters: body size scaling
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Structure of DEB theory
• DEB theory consists of a set of consistent assumptions• Replacement of assumptions easily gives inconsistencies• Many possible extensions to more complex theories• Few (or no) simplifications without damage to performance
Basic aim • to find the simplest organisation principles for metabolism on which all life is based • to understand observations on actual performance of life as variations on this common theme.
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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
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Focus on individuals
• population dynamics is derived from properties of individuals + interactions between them
• evolution according to Darwin: variation between individuals + selection
• material and energy balances: most easy for individuals
• individuals are the survival machines of life
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Energy Budgets
Basic processes• Feeding• Digestion• Storing• Growth• Maturing• Maintenance• Reproduction• Product formation• Aging
All have ecological implicationsAll interact during the life cycle
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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
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DEB – ontogeny - IBM1980
1990
2000
Daphnia
ISO/OECD
von Foerster
molecularorganisation
DEB 1
DEB 2
DEBtoxNECs
embryosbody size
scaling
morphdynamicsindirect
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
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Shift in emphasis
From concrete questions about individuals quantification of properties of individuals + consequences
To metabolic organisation at various levels relationships between levels of organisation
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Notation 1
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Indices for compounds
Indices for transformations
GeneralNotation 2
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Notation 3Notice that some 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 removed
Numbers in slide titles refer to sections in DEB book for more info
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Dynamic Energy Budget theory
1 Basic Concepts 2 Standard DEB model 3 Metabolism 4 Univariate DEB models 5 Multivariate DEB models 6 Effects of compounds 7 Extensions of DEB models 8 Co-variation of par values 9 Living together10 Evolution11 Evaluation