lesson 9.3. - enzymatic kinetics, microbial kinetics and

47
SECTION II: KINETICS AND BIOREACTOR DESIGN: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and metabolic stoichiometry Models and Metabolic Stoichiometry JAVIER CALZADA FUNES Biotechnology Department, Biosciences School UNIVERSIDAD FRANCISCO DE VITORIA

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Page 1: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

SECTION II: KINETICS AND BIOREACTOR DESIGN:

LESSON 9.3. - Enzymatic kinetics, microbial kinetics and metabolic

stoichiometry – Models and Metabolic Stoichiometry

JAVIER CALZADA FUNES

Biotechnology Department, Biosciences School

UNIVERSIDAD FRANCISCO DE VITORIA

Page 2: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

KINETICS AND METABOLIC STOICHIOMETRY

AIMS FOR TODAY’S LESSON

1.- KINDS OF MODELS

Using concepts as “segregation” and “structure”.

2.- MALTHUS MODEL and its prediction capability.

3.- LOGISTIC EQUATION and its prediction capability.

4.- MONOD EQUATION and its prediction capability.

5.- OTHER MODELS

Page 3: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Models

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Logistic Equation Monod Other models

1. KINETIC MODELS

A model is a simplified representation of a biological phenomenon,

designed to facilitate predictions and calculations that can be

expressed in mathematical form

A model is an approximation to a real phenomenon

"All models are wrong but useful“

Modeling involves an agreement between the reliability, degree

of complexity and the effort required to produce the model.

Page 4: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Models

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Logistic Equation Monod Other models

1. KINETIC MODELS

MODELS NON STRUCTURED STRUCTURED

NON

SEGREGATED

Cell population considered

as a whole:

average individual and

one single component

Description of a

Average cell whose

different components

vary along time

SEGREGATED

Cell population

(distribution of any

characteristic),

one single component

Multicomponent

description within a una

cell population,

heterogeneity from one cell

to another cell

Page 5: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Models

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Logistic Equation Monod Other models

1. KINETIC MODELS

Structured Model considering a large network of enzymatic

reactions within the cell.

Totally Segregated Model considering that every cell in the

culture is different in both size and metabolic state.

Page 6: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Models

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Logistic Equation Monod Other models

1. KINETIC MODELS

Balanced Growth cell growth Is defined as a function of a

limiting component, which controls its rate of limiting substrate,

while the other components are in adequate concentrations and

not limiting growth..

Average Cell cells within a population are equal and behave in

the same way.

Page 7: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Models

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Logistic Equation Monod Other models

MODELS NON STRUCTURED STRUCTURED

NON

SEGREGATED

Cell population considered

as a whole:

average individual and

one single component

Description of a

Average cell whose

different components

vary along time

SEGREGATED

Cell population

(distribution of any

characteristic),

one single component

Multicomponent

description within a una

cell population,

heterogeneity from one cell

to another cell

1. KINETIC MODELS

Balanced

Growth

Balanced

Growth

Avera

ge c

ell

Avera

ge c

ell

Page 8: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Models

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Logistic Equation Monod Other models

1. KINETIC MODELS

Real case Growth of cells in the system is

segregated and structured very complex to

describe.

Simplest case cell population is considered as a

non-segregated and unstructured system.

Page 9: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Models

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Logistic Equation Monod Other models

MODELS NON STRUCTURED STRUCTURED

NON

SEGREGATED

Cell population considered

as a whole:

average individual and

one single component

Description of a

Average cell whose

different components

vary along time

SEGREGATED

Cell population

(distribution of any

characteristic),

one single component

Multicomponent

description within a una

cell population,

heterogeneity from one cell

to another cell

1. KINETIC MODELS

Page 10: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Models

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Logistic Equation Monod Other models

1. KINETIC MODELS

1. Non structured Nor Segregated models

2. Structured but Non Segregated

3. Non structured but Segregated.

Page 11: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Models

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Logistic Equation Monod Other models

1. KINETIC MODELS

1. Non structured Nor Segregated models

Growth Models.

Models describing both growth and substrate uptake.

Models describing growth, substrate uptake and product generation.

2. Structured but Non Segregated

3. Non structured but Segregated.

Page 12: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Models

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Logistic Equation Monod Other models

1. KINETIC MODELS

1. Non structured Nor Segregated models

Growth Models.

Models describing both growth and substrate uptake.

Models describing growth, substrate uptake and product generation.

2. Structured but Non Segregated

Cell Models

Metabolic Models

Chemically Structured Models

3. Non structured but Segregated

Page 13: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Models

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Logistic Equation Monod Other models

1. KINETIC MODELS

1. Non structured Nor Segregated models

Growth Models.

Models describing both growth and substrate uptake.

Models describing growth, substrate uptake and product generation.

2. Structured but Non Segregated

Cell Models

Metabolic Models

Chemically Structured Models.

3. Non structured but Segregated

Filamentous microorganisms

Mixed culture

Page 14: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Models

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Logistic Equation Monod Other models

1. KINETIC MODELS

1. Non structured Nor Segregated models

Growth Models.

Models describing both growth and substrate uptake.

Models describing growth, substrate uptake and product generation.

MAIN CHARACTERISTICS:

• Black box: what happens inside the cells?

• Non structured

• Homogeneously distributed population Non segregated.

• Great simplification of the reality.

• Useful for technological purposes.

• Can be applied under different situations.

Page 15: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Models

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Logistic Equation Monod Other models

1. KINETIC MODELS

1. Non structured Nor Segregated models

Growth Models.

Models describing both growth and substrate uptake.

Models describing growth, substrate uptake and product generation.

MAIN EXAMPLES:

• Malthus Law.

• Logistic Equation

• Monod equation

Page 16: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

KINETICS AND METABOLIC STOICHIOMETRY

1.- MALTHUS MODEL

2.- LOGISTIC EQUATION

3.- MONOD EQUATION

4.- OTHER MODELS

Page 17: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

KINETICS AND METABOLIC STOICHIOMETRY

1.- MALTHUS MODEL

Page 18: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Malthus

KINETICS AND METABOLIC STOICHIOMETRY

Models Logistic Equation Monod Other models

2. MALTHUS MODEL

1. Non structured Nor Segregated models

Growth Models.

• Describing one single process

• Simple equations only considering [X]

])([][

Xfrdt

Xd

CellsSubstrate Cells

Page 19: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Malthus

KINETICS AND METABOLIC STOICHIOMETRY

Models Logistic Equation Monod Other models

2. MALTHUS MODEL

Valid only to describe the exponential growth stage.

Unable to describe the stationary phase.

)··exp(][][

])([][

0 tXXXdt

Xd

Xfdt

Xd

1. Non structured Nor Segregated models

Growth Models.

Page 20: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Malthus

KINETICS AND METABOLIC STOICHIOMETRY

Models Logistic Equation Monod Other models

2. MALTHUS MODEL

1. Non structured Nor Segregated models

Growth Models.

latlat

lat

lat

ttXXXdt

Xdtt

XXdt

Xdtt

XXtt

XXt

··exp·][

0][

0

][][

][][0

0

0

0

0

Page 21: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Malthus

KINETICS AND METABOLIC STOICHIOMETRY

Models Logistic Equation Monod Other models

2. MALTHUS MODEL

1. Non structured Nor Segregated models

Growth Models.

0

2000

4000

6000

8000

10000

12000

14000

16000

0 1 2 3 4 5 6 7 8

N (

cfu

)

Time (h)

Page 22: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

KINETICS AND METABOLIC STOICHIOMETRY

1.- MALTHUS MODEL

2.- LOGISTIC EQUATION

3.- MONOD EQUATION

4.- OTHER MODELS

Page 23: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

KINETICS AND METABOLIC STOICHIOMETRY

2.- LOGISTIC EQUATION

Page 24: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Logistic Equation

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Models Monod Other models

3. LOGISTIC EQUATION

1. Non structured Nor Segregated models

Growth Models.

• Describing one single process

• Simple equations only considering [X]

])([][

Xfrdt

Xd

CellsSubstrate Cells

Page 25: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Logistic Equation

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Models Monod Other models

3. LOGISTIC EQUATION

1. Non structured Nor Segregated models

Growth Models.

)·exp(1·1

)··exp(

1·][

])([][

max

0

0

max

tX

X

tXX

X

XX

dt

Xd

Xfdt

Xd

Page 26: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Logistic Equation

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Models Monod Other models

3. LOGISTIC EQUATION

1. Non structured Nor Segregated models

Growth Models.

It predicts exponential and stationary phase,

but it does not consider the influence of the substrate (limiting nutrient).

)·exp(1·1

)··exp(

max

0

0

tX

X

tXX

Page 27: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Logistic Equation

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Models Monod Other models

3. LOGISTIC EQUATION

])·[exp(1·1

])·[·exp(;1··

][

0][

0

][][

][][0

max

0

0

max

0

0

0

lat

latlat

lat

lat

ttX

X

ttXX

X

XX

dt

Xdtt

XXdt

Xdtt

XXtt

XXt

1. Non structured Nor Segregated models

Growth Models.

Page 28: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Logistic Equation

KINETICS AND METABOLIC STOICHIOMETRY

Malthus Models Monod Other models

3. LOGISTIC EQUATION

1. Non structured Nor Segregated models

Growth Models.

N (

cfu

)

Time (h)

Page 29: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

KINETICS AND METABOLIC STOICHIOMETRY

1.- MALTHUS MODEL

2.- LOGISTIC EQUATION

3.- MONOD EQUATION

4.- OTHER MODELS

Page 30: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

KINETICS AND METABOLIC STOICHIOMETRY

3.- MONOD EQUATION

Page 31: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

KINETICS AND METABOLIC STOICHIOMETRY

Models Malthus Logistic Equation Other models Monod

4. MONOD DEQUATION

1. Non structured Nor Segregated models

Growth Models.

Predicts specific growth rate according to substrate concentration

Under limiting substrate conditions.

Hyperbolic kinetics ≈ Michaelis-Menten kinetics for an enzymatic process

XSK

SXS

dt

Xd

SXfdt

Xd

S

m ··

·][

)],([][

Page 32: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

KINETICS AND METABOLIC STOICHIOMETRY

Models Malthus Logistic Equation Other models Monod

4. MONOD DEQUATION

1. Non structured Nor Segregated models

Growth Models.

= specific growth rate for a particular substrate concentration

m = maximum = specific growth rate for a particular substrate

concentration

S = substrate concentration

Ks = saturation constant ([S] for = 1/2 de m)

XSK

S

dt

Xd

S

m ··][

Page 33: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

KINETICS AND METABOLIC STOICHIOMETRY

Models Malthus Logistic Equation Other models Monod

4. MONOD DEQUATION

1. Non structured Nor Segregated models

Growth Models.

XSKdt

XdSK

Xdt

XdSK

XSK

SXS

dt

Xd

S

mS

mS

S

m

··][

·][

··

·][

Malthus

M'Kendrick y Pai

Page 34: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

KINETICS AND METABOLIC STOICHIOMETRY

1.- MALTHUS MODEL

2.- LOGISTIC EQUATION

3.- MONOD EQUATION

4.- OTHER MODELS

Page 35: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

KINETICS AND METABOLIC STOICHIOMETRY

4.- OTHER MODELS

Page 36: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Other Models

KINETICS AND METABOLIC STOICHIOMETRY

Models Malthus Logistic Equation Monod

5. OTHER MODELS

1. Non structured Nor Segregated models

Growth Models.

Models describing both growth and substrate uptake.

Models describing growth, substrate uptake and product generation.

2. Structured but Non Segregated

Cell Models

Metabolic Models

Chemically Structured Models.

3. Non structured but Segregated

Filamentous microorganisms

Mixed culture

Page 37: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Other Models

KINETICS AND METABOLIC STOICHIOMETRY

Models Malthus Logistic Equation Monod

5. OTHER MODELS

2. Structured but Non Segregated

Cell Models

BIOMASS 1

BIOMASS 2

Carbon

Nitrogen

Oxygen

Products

Biomass

SUBSTRATES CELLS PRODUCTS

Maintenance

Page 38: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Other Models

KINETICS AND METABOLIC STOICHIOMETRY

Models Malthus Logistic Equation Monod

5. OTHER MODELS

2. Structured but Non Segregated

Cell Models

Model of Wiliams (1967)

Two compartment:

Synthetic section (K): RNA + small biomolecules.

Genetic-Structural section (G): DNA + proteins

Hypothesis

Cell Division G section doubling its size

Reaction Scheme

S K + G

2

Page 39: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Other Models

KINETICS AND METABOLIC STOICHIOMETRY

Models Malthus Logistic Equation Monod

5. OTHER MODELS

2. Structured but Non Segregated

Cell Models

Model of Wiliams (1967)

Reaction Scheme

S K + G

2 GK S k = r 11

G K k = r 22

Substrate Catalytic agent

1

Page 40: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Other Models

KINETICS AND METABOLIC STOICHIOMETRY

Models Malthus Logistic Equation Monod

5. OTHER MODELS

2. Structured but Non Segregated

Cell Models

Model of Wiliams (1967)

Reaction Scheme

S K + G

2

1

GK S k = r 11

G K k = r 22

21211 ;; rr

dt

Gdrr

dt

Kdr

dt

Sd

Page 41: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Other Models

KINETICS AND METABOLIC STOICHIOMETRY

Models Malthus Logistic Equation Monod

5. OTHER MODELS

1. Non structured Nor Segregated models

Growth Models.

Models describing both growth and substrate uptake.

Models describing growth, substrate uptake and product generation.

2. Structured but Non Segregated

Cell Models

Metabolic Models

Chemically Structured Models.

3. Non structured but Segregated

Filamentous microorganisms

Mixed culture

Page 42: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Other Models

KINETICS AND METABOLIC STOICHIOMETRY

Models Malthus Logistic Equation Monod

5. OTHER MODELS

3. Non structured but Segregated

Filamentous microorganisms

Mixed culture

Page 43: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Other Models

KINETICS AND METABOLIC STOICHIOMETRY

Models Malthus Logistic Equation Monod

5. OTHER MODELS

3. Non structured but Segregated

SEGREGATION based on a property distribution function

Cellular age: difficult to measure and to relate to composition

Biomass: filamentous fungi.

Page 44: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Other Models

KINETICS AND METABOLIC STOICHIOMETRY

Models Malthus Logistic Equation Monod

5. OTHER MODELS

3. Non structured but Segregated

Filamentous microorganisms

Hifa

(Micelio)

Bud

Branching

Unicellular

Filamentous

Fission and Budding

Mycelium

Page 45: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

Other Models

KINETICS AND METABOLIC STOICHIOMETRY

Models Malthus Logistic Equation Monod

5. OTHER MODELS

3. Non structured but Segregated

Filamentous microorganisms

Growth

r yema

) ( Branching frequency

f

Page 46: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

KINETICS AND METABOLIC STOICHIOMETRY

ANY QUESTION?

Page 47: LESSON 9.3. - Enzymatic kinetics, microbial kinetics and

SECTION II: KINETICS AND BIOREACTOR DESIGN:

LESSON 9.3. - Enzymatic kinetics, microbial kinetics and metabolic

stoichiometry – Models and Metabolic Stoichiometry

JAVIER CALZADA FUNES

Biotechnology Department, Biosciences School

UNIVERSIDAD FRANCISCO DE VITORIA