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Dynamic Energy Budget Theory - I Tânia Sousa with contributions from : Bas Kooijman
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Dynamic Energy Budget Theory - I

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Dynamic Energy Budget Theory - I. Tânia Sousa with contributions from :Bas Kooijman. A DEB organism. Metabolism in a DEB individual. Rectangles are state variables Arrows are flows of food J XA , reserve J EA , J EC , J ES , J EG or structure J VG . - PowerPoint PPT Presentation
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Page 1: Dynamic Energy  Budget  Theory  - I

Dynamic Energy Budget Theory - I

Tânia Sousa with contributions from : Bas Kooijman

Page 2: Dynamic Energy  Budget  Theory  - I

Metabolism in a DEB

individual. Rectangles are state

variables Arrows are flows of food

JXA, reserve JEA, JEC, JES , JEG or structure JVG.

Circles are processes The full circles is the

priority maintenance rule.

A DEB organism

EAJ ME - Reserve

MV - Structure

FeedingXAJ

Assimilation

Mobilization

ECJ

ESJ EGJ

Maintenance

Growth

VGJ

Page 3: Dynamic Energy  Budget  Theory  - I

What are the dynamics of the state-variables?

DEB Dynamics

E

V

dMdtdMdt

dEdtdVdt

Page 4: Dynamic Energy  Budget  Theory  - I

The dynamics of the state-variables are given

by:

DEB Dynamics

EEA EC

VVG

dM J JdtdM Jdt

A CdE p pdtdVdt

𝑑𝑀𝑉

𝑑𝑡 =[𝑀𝑉 ] 𝑑𝑉𝑑𝑡 = �̇�𝑉𝐺

=𝑦𝑉𝐸 �̇�𝐸𝐺

Page 5: Dynamic Energy  Budget  Theory  - I

The dynamics of the state-variables are given

by:

Meaning [EG]?

DEB Dynamics

EEA EC

VVG

dM J JdtdM Jdt

A C

G VE G

V E G

dE p pdt

p y pdVdt M E

[EG]- specific costs of growth

Page 6: Dynamic Energy  Budget  Theory  - I

Obtain expressions that depend only on state

variables and parameters for growth for V-1 morph organisms using the following equations

Exercises

Page 7: Dynamic Energy  Budget  Theory  - I

The expression that depends only on state

variables and parameters for growth for V1-morph organisms is

What happens at constant food?

Exercises

𝑑𝑉𝑑𝑡 =

𝑀𝐸 �̇�𝐸− [ �̇�𝐸𝑀 ]𝑉𝑀𝐸

𝑉 +[𝑀𝑉 ]𝑦𝑉𝐸

Page 8: Dynamic Energy  Budget  Theory  - I

The expression that depends only on state

variables and parameters for growth for V1-morph organisms is

At constant food reserve density is constant (weak homeostasis)

Exercises

𝑑𝑉𝑑𝑡 =

𝑀𝐸 �̇�𝐸− [ �̇�𝐸𝑀 ]𝑉𝑀𝐸

𝑉 +[𝑀𝑉 ]𝑦𝑉𝐸

- reserve density

Page 9: Dynamic Energy  Budget  Theory  - I

Obtain expressions that depend only on state

variables and parameters for growth at constant food (weak homeostasis) for V1-morphs:

Exercises

- reserve density

𝑑𝑉𝑑𝑡 =

𝑀𝐸 �̇�𝐸− [ �̇�𝐸𝑀 ]𝑉𝑀𝐸

𝑉 +[𝑀𝑉 ]𝑦𝑉𝐸

Page 10: Dynamic Energy  Budget  Theory  - I

The expression that depends only on state

variables and parameters for growth at constant food density for V1-morphs (mE is constant) is:

Is this exponential growth?

Exercises

𝑑𝑉𝑑𝑡 =

𝑚𝐸 �̇�𝐸𝑉 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]𝑉

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

Specific growth rate is constantV ( t)=V ( 0 ) exp ( ˙𝑟 𝐸 t )

Page 11: Dynamic Energy  Budget  Theory  - I

The expression that depends only on state

variables and parameters for growth at constant food density for V1-morphs (mE is constant) is:

Is this exponential growth?

Exercises

𝑑𝐿𝑑𝑡 =1

3𝑚𝐸 �̇� [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]𝐿− { �̇�𝐸𝑇 }

𝑚𝐸 [𝑀𝑉 ]+ [𝑀𝑉 ] 𝑦𝐸𝑉

𝑑𝑉𝑑𝑡 =

𝑚𝐸 �̇�𝐸𝑉 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]𝑉

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

Specific growth rate is constantV ( t)=V ( 0 ) exp ( ˙𝑟 𝐸 t )

𝑑𝑉𝑑𝑡 = ˙𝑟 𝐸𝑉

Page 12: Dynamic Energy  Budget  Theory  - I

Is this exponential growth?

Yes, with

Exercises

𝑟 𝐸=𝑚𝐸 �̇�𝐸 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

𝑑𝑉𝑑𝑡 =

𝑚𝐸 �̇�𝐸𝑉 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]𝑉

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

Page 13: Dynamic Energy  Budget  Theory  - I

Exponential growth

What is the slope?

Exponential growth in V1-morphs at constant food

𝑑𝑉𝑑𝑡 =

𝑚𝐸 �̇�𝐸𝑉 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]𝑉

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

𝑟 𝐸=𝑚𝐸 �̇�𝐸 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

V ( t)=V ( 0 ) exp ( ˙𝑟 𝐸 t )

Page 14: Dynamic Energy  Budget  Theory  - I

Exponential growth

With a slope:

Exponential growth in V1-morphs at constant food

𝑑𝑉𝑑𝑡 =

𝑚𝐸 �̇�𝐸𝑉 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]𝑉

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

𝑟 𝐸=𝑚𝐸 �̇�𝐸 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

V ( t)=V ( 0 ) exp ( ˙𝑟 𝐸 t )

lnV (t)=lnV (0 )+ ˙𝑟 𝐸 t

Page 15: Dynamic Energy  Budget  Theory  - I

Exponential growth

With

What is the relationship between the specific growth rate and the doubling time?

Exercises

𝑟 𝐸=𝑚𝐸 �̇�𝐸 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

𝑑𝑉𝑑𝑡 =

𝑚𝐸 �̇�𝐸𝑉 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]𝑉

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

V ( t)=V ( 0 ) exp ( ˙𝑟 𝐸 t )

Page 16: Dynamic Energy  Budget  Theory  - I

Exponential growth

With

The relationship between the specific growth rate and the doubling time is:

Exercises

𝑟 𝐸=𝑚𝐸 �̇�𝐸 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

𝑑𝑉𝑑𝑡 =

𝑚𝐸 �̇�𝐸𝑉 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]𝑉

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

V ( t)=V ( 0 ) exp ( ˙𝑟 𝐸 t )

𝑡𝐷=ln 2˙𝑟 𝐸

Page 17: Dynamic Energy  Budget  Theory  - I

Exponential growth

With

How does the specific growth rate depends on reserve density?

Exercises

𝑟 𝐸=𝑚𝐸 �̇�𝐸 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

𝑑𝑉𝑑𝑡 =

𝑚𝐸 �̇�𝐸𝑉 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]𝑉

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

V ( t)=V ( 0 ) exp ( ˙𝑟 𝐸 t )

Page 18: Dynamic Energy  Budget  Theory  - I

Exponential growth in DEB theory

DEB theory predicts: increases with the reserve density (food level)

Exponential growth in V1-morphs at constant food

𝑑𝑉𝑑𝑡 =

𝑚𝐸 �̇�𝐸𝑉 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]𝑉

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

𝑟 𝐸=𝑚𝐸 �̇�𝐸 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

Page 19: Dynamic Energy  Budget  Theory  - I

Exponential growth in DEB theory

DEB theory predicts: increases with the reserve density (food level)

How does the specific growth rate depends on the specific energy conductance, maintenance needs and on yVE?

Exponential growth in V1-morphs at constant food

𝑑𝑉𝑑𝑡 =

𝑚𝐸 �̇�𝐸𝑉 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]𝑉

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

𝑟 𝐸=𝑚𝐸 �̇�𝐸 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

Page 20: Dynamic Energy  Budget  Theory  - I

Exponential growth in DEB theory

DEB theory predicts: increases with the reserve density (food level) decreases with specific maintenance needs and

increases with and

Exponential growth in V1-morphs at constant food

𝑑𝑉𝑑𝑡 =

𝑚𝐸 �̇�𝐸𝑉 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]𝑉

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

𝑟 𝐸=𝑚𝐸 �̇�𝐸 [𝑀𝑉 ]− [ �̇� 𝐸𝑀 ]

𝑚𝐸 [𝑀𝑉 ]+[𝑀𝑉 ]𝑦𝑉𝐸

Page 21: Dynamic Energy  Budget  Theory  - I

Doubling time:

Doubling time in V1-morphs at constant food

ln 2𝑟 𝐸

Page 22: Dynamic Energy  Budget  Theory  - I

Metabolism in a DEB

individual. Rectangles are state

variables Arrows are flows of food

JXA, reserve JEA, JEC, JES , JEG or structure JVG.

Circles are processes The full circles is the

priority maintenance rule.

A DEB organismAssimilation, dissipation and growth

EAJ ME - Reserve

MV - Structure

FeedingXAJ

Assimilation

Mobilization

ECJ

ESJ EGJ

Maintenance

Growth

VGJ

Page 23: Dynamic Energy  Budget  Theory  - I

Assimilation: X(substrate)+M E(reserve) +

M + P linked to surface area

Dissipation: E(reserve) +M M somatic maintenance: linked to surface area &

structural volume Growth: E(reserve)+M V(structure) + M Compounds:

Organic compounds: V, E, X and P Mineral compounds: CO2, H2O, O2 and Nwaste

3 types of aggregated chemical transformations

Page 24: Dynamic Energy  Budget  Theory  - I

E - Reserve

V - Structure

=1Catabolism: Cp

Maintenance: Mp Growth: Gp

Assimilation: Ap

Klebsiella Aerogenes in DEB Theory

• Characteristics: Gram-negative bacteria and a facultatively anaerobic rod (V1-morph). T=35ºC

pH: 6.8

O2, NH3

XpX – GlycerolC3H8O3

Dp

CO2, H2O, and sensible heat

Dissipation:

Biomass: E+ V

CH1.64O0.379N0.198

Reserve Turnover Rate: E=2.11h-1

CH1.66O0.422N0.312

yXE=1.345

yVE=0.904M=0.021h-1

Maintenance Rate Coefficient:

Energy Investment Ratio: g=1

Page 25: Dynamic Energy  Budget  Theory  - I

Obtain the aggregated chemical reactions for

assimilation, dissipation and growth for klebsiella aerogenes in a chemostat (see next slide)

Identify in these equations yXE, yPE and yVE. Constraints on the yield coeficients Degrees of freedom

Exercises

Page 26: Dynamic Energy  Budget  Theory  - I

What is the relationship between these

equations and , , , ,, , and ?

Exercises

Page 27: Dynamic Energy  Budget  Theory  - I

What is the relationship between these

equations and , , ,, , and ? How would you obtain the aggregate chemical

transformation?

Exercises

Page 28: Dynamic Energy  Budget  Theory  - I

What is the relationship between these

equations and , , ,, , and ? How would you obtain the aggregate chemical

transformation? Compute the total consumption of O2.

Write it as a function of , and .

Exercises

Page 29: Dynamic Energy  Budget  Theory  - I

What is the relationship between these

equations and , , ,, , and ? How would you obtain the aggregate chemical

transformation? Compute the total consumption of O2.

Write it as a function of , and .

Exercises

The stoichiometry of the aggregate chemical transformation that describes the organism has 3 degrees of freedom: any flow produced or consumed in the organism is a weighted average of any three other flows

Page 30: Dynamic Energy  Budget  Theory  - I

Write the energy balance for each chemical

reactor (assimilation, dissipation and growth)

Exercises

Page 31: Dynamic Energy  Budget  Theory  - I

Write the energy balance for each chemical

reactor (assimilation, dissipation and growth) Compute the total metabolic heat production

as a function of , and .

Exercises

Page 32: Dynamic Energy  Budget  Theory  - I

Write the energy balance for each chemical

reactor (assimilation, dissipation and growth) Compute the total metabolic heat production

as a function of , and .

Exercises

Indirect calorimetry (estimating heat production without measuring it): Dissipating heat is weighted sum of three mass flows: CO2, O2 and nitrogeneous waste (Lavoisier in the XVIII century).

T EA T A EG T G ED T Dp J p J p J p

Page 33: Dynamic Energy  Budget  Theory  - I

Dissipating heat

Steam from a heap of moist Prunus serotina litter illustrates metabolic heat production by aerobic bacteria, Actinomycetes, fungi and other organisms

Page 34: Dynamic Energy  Budget  Theory  - I

E - Reserve

V - Structure

=1Catabolism: Cp

Maintenance: Mp Growth: Gp

Assimilation: Ap

Klebsiella Aerogenes in DEB Theory

• Characteristics: Gram-negative bacteria and a facultatively anaerobic rod (V1-morph). T=35ºC

pH: 6.8

O2, NH3

XpX – GlycerolC3H8O3

Dp

CO2, H2O, and sensible heat

Dissipation:

Biomass: E+ V

CH1.64O0.379N0.198

Reserve Turnover Rate: E=2.11h-1

CH1.66O0.422N0.312

yXE=1.345

yVE=0.904M=0.021h-1

Maintenance Rate Coefficient:

Energy Investment Ratio: g=1

Page 35: Dynamic Energy  Budget  Theory  - I

D(h-1)

Measurements (points) and DEB model results (lines).

Comparison with experimental data I

yield (C-molWoutput.C-molX-1)

O2 (molO2.C-molWoutput-1.h-1)

CO2 (molCO2.C-molWoutput-1.h-1)

Esener et al. (1982, 1983)

Page 36: Dynamic Energy  Budget  Theory  - I

Measurements (points) and DEB model results (lines).

Comparison with experimental data II

nHW (molH.C-molW-1)

nOW (molO.C-molW-1)

nNW (molN.C-molW-1)

Esener et al. (1982, 1983)

D(h-1)

Page 37: Dynamic Energy  Budget  Theory  - I

Heat Production vs. Dilution rates

kJ per mol O2 consumed

kJ per C-mol biomass inside the chemostat per hour

kJ per C-mol biomass formed

Thornton’s coefficient

D(h-1)

• Irreversibilities are equal to the amount of heat released• Production of biomass becomes more efficient