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 6.3. Quantifying Growth Kinetics

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(1)

6.3. Quantifying Growth Kinetics

Model

Unstructured Structured .

Most idealized case

Cell population treated as Multicomponent

one component solute average cell description

single component Multicomponent

heterogeneous description of cell-to-cell

individual cells heterogeneity

Actual case

Nonsegregated Segregated .

Balanced Growth

(approximation)

Balanced Growth

(approximation) Average cell

approximation

Average cell approximation

(2)

6.3.2. Using Unstructured Nonsegregated Models to Predict Specific Growth Rate

6.3.2.1. Substrate-limited growth

Monod equation

mm : maximum specific growth rate Ks : saturation constant

Other equations

m = m

m

S

K

s

+ S

_____

(3)

Other equations

for substrate-limited growth

(4)

When more than one substrate is growth rate limiting

Interactive or multiplicative

m

/

m

m = [

m

(s1)] [

m

(s2)] … [

m

(sn)]

Additive

m

/

m

m = w1 [

m

(s1)] + w2 [

m

(s2)] + … + wN [

m

(sn)]

Noninteractive

m

=

m

(s1) or

m

(s2) or …

m

(sn)

where the lowest value of

m

(si) is used.

(5)

6.3.2.2. Models with growth inhibitors

The inhibition pattern of microbial growth is analogous to enzyme inhibition.

Substrate inhibition

Product inhibition

Inhibition by toxic compound

(6)

Substrate Inhibition of Cell Growth

(7)

Enzyme Inhibition

Noncompetitive inhibition

Competitive inhibition

(8)

Product Inhibition of Cell Growth

(9)

Cell Growth in Ethanol Fermentation

(10)

Inhibition by Toxic Compounds

(11)

Enzyme Inhibition

Noncompetitive inhibition Competitive inhibition

(12)

Enzyme Inhibition

Uncompetitive inhibition

(13)

Inhibition by Toxic Compounds

(14)

6.3.2.3. The logistic equation

dX/dt = m X

dX/dt = k (1-X/X) X, X(0)=X0

Sigmoidal

(stationary phase involved)

X = X

0

e

kt

1- (X

0

/X

) (1 - e

kt

)

______________

(15)

6.3.2.4. Growth model

for filamentous organisms

In suspension culture : formation of microbial pellet

On solid medium : colony (long and highly branched cells)

In the absence of mass transfer limitations

R ∝ t R: radius of a microbial pellet radius of a mold colony dR/dt = kp = constant Eq(1)

(16)

Growth model for filamentous organisms

M : mass of pellet

dM/dt = r (4pR2) (dR/dt)

= kp r (4pR2) (by Eq(1))

= kp (36pr)1/3 (4/3 pR3r)2/3

= g M2/3 Eq(2)

where g = kp (36pr)1/3 M = 4/3 pR3r

(17)

Growth model for filamentous organisms

Eq(2)

dM/dt = g M2/3 Eq(2)

M-2/3 dM = g dt 3 [M1/3] = g t

M = (M01/3 + (g t)/3)3

≈ (g t /3)3

M0 (the initial biomass) is usually very small compared to M.

M M0

(18)

6.3.3. Chemically Structured Model

Since it is not practical to write material balances on every cell

component, we must select skillfully the key variables and processes of major interest in a particular application when formulating a

structured kinetic model.

Mass balance inside the cell

Batch

VR : total volume of liquid in the reactor

Ci : extrinsic concentration of component i

X : extrinsic concentration of biomass

(19)

Intrinsic and Extrinsic Concentrations

Intrinsic concentration

The amount of a compound per unit cell mass (or cell volume)

Extrinsic concentration

The amount of a compound per unit reactor volume

(20)

Intrinsic and Extrinsic Concentrations

(21)

Intrinsic and Extrinsic Concentrations

(22)

Single-cell model for E. coli by Shuler and colleagues

Fig. 6.14

The model contains the order of 100

stoichiometric and kinetic parameters, almost all of which can be determined from previous

literature an the biochemistry of E. coli growth.

(23)

Single-cell model for E. coli by Shuler

and colleagues

(24)

7. Stoichiometry of Microbial Growth and Product Formation

7.1. Introduction

7.2. Some Definitions of Yield Coefficients

Growth yield and etc.

RQ : respiratory quotient

– Defined as the moles of CO2 produced per mole of oxygen consumed

(25)

7.3. Stoichiometric Calculations

7.3.1. Elemental Balances

One mole of biological materials is defined as the amount containing 1 gram atom of carbon, such as CHaObNd.

Assumption: No extracellular products other than H2O and CO2 are produced.

(26)

Elemental Balances

CHmOn + a O2 + b NH3  c CHaObNd + d H2O + e CO2 Eq(1) where CHmOn : 1mole of carbohydrate

CHaObNd : 1 mole of cellular material Elemental Balances

C: 1 = c + e

H: m + 3b = ca + 2d Eq(2)

O: n + 2a = cb + d + 2e

N: b = cd

RQ = e/a Eq(3)

We have five equations and five unknowns (a, b, c, d, e). With a

measured value of RQ, these equations can be solved to determine the stoichiometric coefficients.

___________

(27)

7.3.2. Degree of Reduction

Elemental balances provide no insight into the energetics of a reaction.

The concept of degree of reduction has been

developed and used for proton-electron balances in bioreactions.

Degree of reduction (g) for organic compounds

Defined as the number of equivalents of available electrons per gram atom C.

(28)

Degree of Reduction

Degree of reduction for some key elements C=4, H=1, N =-3, O =-2, P=5, S=6

Calculation of g

Methane (CH4): 1x4 + 4x1 = 8

g = 8/1 = 8

Glucose (C6H12O6): 6x4 + 12x1 + 6x(-2)=24 g = 24/6 = 4

Ethanol (C2H5OH): 2x4 + 6x1 + 1x(-2) = 12 g = 12/2 =6

(29)

Aerobic production of a single extracellular product

CHmOn + a O2 + b NH3  substrate (s)

c CHaObNd + d CHxOyNz + e H2O + f CO2 Eq(4) biomass (b) product (p)

gs = 4 + m - 2n

gb = 4 + a - 2b - 3d Eq(5) gp = 4 + x - 2y - 3z

For CO2, H2O, and NH3, the degree of reduction is zero.

___________

(30)

Aerobic production of a single extracellular product

Eq(4) can lead to

• elemental balance on C, H, O, and N

• available electron balance

• energy balance

• total mass balance

Of the equations, only six will be independent.

We would typically choose a carbon, a nitrogen, and an available-electron balances.

(31)

Balance Equations

C: c + d + f =1 Eq(6)

N: c d + d z = b Eq(7)

elec: c gb + d gp = gs – 4 a Eq(8)

RQ = f / a Eq(9)

Yx/s = c Eq(10)

Yp/s = d Eq(11)

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