3b kinetics
TRANSCRIPT
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ChEn 5751 -Fall 2008
Prof. Wei-Shou Hu 1
Prof. Wei-Shou Hu
ChEn 5751
Kinetics of Growth and Product
Formation
Outline
Quantitative description of growth and product formation Growth, expansion of population
Distributed properties
Description of batch cultures
Stoichiometric limiting and growth rate limiting substrate
Monod model and its variants Monod model
Batch culture kinetics
Maintenance energy
Kinetics of product formation
Growth kinetics of animal cells Anchorage dependence and contact inhibition
Senescene
Material balance on high density culture
Time
Cell Number (brown) Protein/Cell
(red) DNA/Cell
In a synchronized culture, increases in cell numbers, cell biomass
and cellular components are not in sync
Synchronized Culture
1.0 -
2.0 -
0 -
td (doubling time)
Cell Cycle in Eucaryotes
2 sets of geneticmaterial
DNA synthesis
Increase in size and material,
except DNA
Check point
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Distributed properties
vs Average properties
DNA content
Cell size
F
G2
G1
S
1 2
isoclion
(same frequency)
Growth, Increase in Cell Concentrationa) In terms of biomass concentration,x
a) In terms of cell number, n
x and n are Specific Growth Rates
With initial condition,
When
is the doubling time
dx xdt
=
ndt
dnn=
0,
( )
o
o
t x x
x x E x p t
= =
=
then,
0
0
0
2
22
ln
ln 0.691
d
d
x xx
tx
t
=
=
= =
dt
24 60 hoursHuman cell culture
1 hourYeast
20 minute (rich medium) 37c4 hours (min medium) 37c
E. Coli
td
Typically plot in semi log
1 dxx dt
=
Growth Stages and Composition Changes
time
Log x
Log n
Stationary Phase
Exponential (log)
phase
Lag Phase
Decline Phase
nx
RNA per
biomass
DNA per cell or per biomass
x/n
Balanced Growth
At some stages of growth, or in a continuous culture at a steady
state, all the components in cells remain in the same proportion:
This is called balanced growth
i: the concentration of cellular component i, (mass ofi/culture volume)
1 1 1i
i
dn dx d
n dt x dt dt
= = =
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ChEn 5751 -Fall 2008
Prof. Wei-Shou Hu 3
Change in a population is caused by growth,
death, and migration
n: specific growth rate based on cell
number and concentration
d: Specific death rate (based on cell
number)
m: specific net migration rate
nVdt
nVd
dt
dNmdn +== )(
)(
Monod Model of Growth Kinetics
If S Ks, then max Two parameters, (max and ks),
define the relationship between and limiting substrate concentrations. is also a function of pH,temperature, nutritional status (i.e.serum), waste products; it may alsodepend upon cell density foranchorage-dependent cells whichare subject to contact inhibition.
max
s
s
K s
=+
Saturation
kinetic
Determination of kinetic parameters
max max
1 1 1
[ ]
sK
s = +
1
1
[ ]s
max
sK
max
1
A. Double reciprocal plot:
Plot vs.
Slope: Intercept on y axis
B. Regression analysis
Michaelis-Menten Eq.
can be rearranged to:
1/[s]
1/
The same enzyme at two different concentrations
Two regions ofreaction can beapproximated
-Zero order region:
-First order region:
Michaelis-Mentenkinetics-a saturationtype kinetics
Two enzymes at the same rmax but differ in Km
maxr r
)([ ] ms K>>
max
[ ]
[ ]m
sr r
K
([ ] )ms k0, the final cell concentration is limited by the
availability of Si
Example: Growth ceases when glucose is exhausted, while all the other nutrients (NH3, PO4-4,SO4
-4, etc) are still available Note: this is true only if there is no other substrate that can substitute glucose as a carbon source. For
example, if there is also glutamate, cells may continue to grow on glutamate after glucose isexhausted
Growth rate limiting: At t ime t, S it decreases so that (Sit)
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max
s
dx sx x
dt K s
= =
+
max
/ / x s s x s
sds x xmx mx
dt Y K s Y
= =
+
Must impose s as non negative value
in simulation
x
s0
s0
One problem of
maintenance energy
concept is that it
leads to a negative
substrate
concentration,
because as
approaches 0, the
consumption term is
still positive.
Modifications of the Monod Model
Substrate inhibition:
Product Inhibition:
max
n
s I
s
K s K s
=
+ +
max
( ( ))( ( ) )n
s I
s
K s K P
=
+ +
s
s
Description of Product Formation
p
dpq x
dt=
+=pq
= growth-associated specific productivity
= non growth-associated specific productivity
Growth-associated products: e.g., ethanolNegatively growth associated products: secondary metabolites
qp
Mixed mode
Growth associated
Non growth-associated
Negative-growth associated
Conserved vs. non-conserved substrate
Non-conserved substrate:
Are used as energy sources (oxidizedproducts are excreted), in whole or in part
Conserved substrate:
Are used only for biomass and product
synthesis
i
sxf
Yi
1/ = (on a mass basis)
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High Cell Density Culture Must Consider
Water Balance
Some substrate and non-substrate solutes in the mediummay even increase inconcentration in the abioticphase in culture
w: density of abiotic phase
xx m
dt
dm=
w
xw
f
m
dt
dm =
x
sx
si mYdt
dm
i
/
1=
xp
pmq
dt
dm
i
i =
outcoxco
coCQmq
dt
dm
22
2 =
)(,2,2
2
outin OO
oCCQ
dt
dm=
max( / )
( / )
S w w
s S w w
m m
K m m
=
+
Variation in Growth Kinetics
Examples:
1. Linear growth
Limited by other factors (e.g., mass transfer)
Non-single cellular microorganisms, e.g., mold
growing as pellets
2. Diauxic growth
Growth of E. coli in glucose and lactose
Diauxic growth
E coli grow on glucose, not utilizing lactose, until glucose is exhausted
After glucose depletion, there is a short period during which newenzymes are synthesized (i.e. induced) to adjust cells machinery to uselactose
So, lactose utilizing enzyme (beta-galactosidase) along with its transport
protein are repressed in the presence of glucose, and is induced by thepresence of lactose.
time
Concentration
Cell growth
glucose
lactose
What are the
evolutionary
advantage of such
regulation?
Animal Cells in Culture
ChE 5751 F ll 2008
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Hayflick Phenomenon
Cell Senescence
Cell Doublings or Passages
Specific
Growth
Rate
Total cell death
crisis
Cell Strain Continuous
Cell Line
Normal diploid aneuploid
Normal diploid cells have limited life span in culture; after a number of
population doubling, they will lose the capability to grow. Even if they
are frozen and kept for years, upon thawing and returning to culture,
they remember how many more doublings they can go through.
Hayflick
Cultivation of Normal Diploid Cells
g r o w u n t il c o n t a c ti n h i b i t e d
T r y p s i n iz e t or e l e a s e c e l ls
p l a t e o n t ola r g e r s u r f a c e
d i s s o c ia t e f r o m t i s s u e
Can repeat the
process of culturing
them onto larger
surface, but only in
limited number of
times. For mouse
cells, about 60
times.
Those cells can befrozen down,
thawed years later
and grow again. But
total number of
replication is limited
and relatively
constant.
What are the elements to be included in a
model for growth of normal animal cells?Kinetic Models
Why models?
Summarizing large amount of data
Simulate system behavior to facilitateunderstanding
Predictive value
At least two classes of models
Emperical models Monod model and its variant
Mechanistic models Based on mechanism, more predictive
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Analysis of Experimental Data
In-Process data analysis Plot measurement data for data quality evaluation
Calculate derived variables (specific rates, stoichiometric
ratios, yields etc)
Post-Process data analysis Data regression on entire time profiles of data
Calculate derived variables base on regressed data