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SERUM-FREE PRODUCTION OF GAG-BASED VIRUS-LIKE PARTICLES BY PEI-MEDIATED PLASMID TRANSIENT TRANSFECTION IN MAMMALIAN SUSPENSION CELLS Part I: Optimization of HEK 293 cell growth by addition of non-animal derived components using design of experiments Cervera, L., Gutiérrez, S., Gòdia, F., Segura, M.M. Departament d'Enginyeria Química (EE), Universitat Autònoma de Barcelona, Edifici Q, 08193 Bellaterra, Barcelona, Spain EXPERIMENTAL APPROACH Can a mixture of defined supplements normally provided in serum (r-albumin, r-insulin, r-transferrin & synthetic lipids) improve HEK 293 cell growth in serum-free media formulations? . SCREENING SUPPLEMENTS WITH SIGNIFICANT EFFECT ON HEK 293 CELL GROWTH ABSTRACT EFFECT OF A PREDEFINED MIXTURE OF SUPPLEMENTS ON HEK 293 CELL GROWTH Mammalian cells are a widely used expression platform for the production of recombinant therapeutic proteins or viral particle-based vaccines since they typically perform appropriate protein post- translational modifications and authentic viral particle assembly. Of the available mammalian cells, HEK 293 is one of the most industrially relevant cell lines because it is cGMP compliant and is able to grow in suspension in a variety of serum-free media. Of note, production of human therapeutics in mammalian cell culture has become more and more stringent in past recent years and not only demands serum-free but also animal-component free production conditions to ensure safety. The aim of this project was to optimize HEK 293 cell growth by addition of non-animal derived components to serum-free and protein-free media through design of experiments (DoE) in order to maximize productivity of a recombinant VLP vaccine by PEI-mediated transient transfection. We have analyzed the kinetics of HEK 293 cell growth in HyQ SFM4 Transfx293 from HyClone (HyQ). The cells grow to a maximum concentration of ~ 3 10 6 cells/ml with over 90% viability and show an average doubling time of 24 h. In addition, we have evaluated cell growth in two other commercial serum-free culture media (ExCell 293 from Sigma and Freestyle 293 from Invitrogen), that are also compatible with PEI-mediated transient transfection, observing similar cell growth compared to those obtained in HyQ. We have evaluated the effect of foetal bovine sera (FBS) in these serum-free culture media. Cells can triplicate their maximum cell densities (9,3 10 6 cells/ml) in the presence of 10% FBS. Due to the important effect of serum on HEK 293 cell growth, we decided to evaluate the effect of non-animal derived serum components on cell growth in attempt to improve cell densities while keeping animal-free production conditions. For these studies, we have selected 3 recombinant proteins (albumin, transferrin and insulin) and an in-house lipid mix composed of synthetic cholesterol (SyntheChol, Sigma), fatty acids (F7050, Sigma), tocopherol (T1157, Sigma) and emulsifying agents (PS80, Sigma). The optimal combination of these components in the final formulation has been determined by using DoE. Results have shown that by adding a mixture of animal-free supplements normally provided in serum to serum-free cell culture medium, it is possible to reach cell densities comparable to those attained in the presence of 10% FBS while avoiding the problems derived from its use. REFERENCES 1- Keenan et al., 2006. Cytotechnology, 50: 49-56 2- Plackett, R.L., Burman, J.P., 1946. Biometrika, 33: 305–325. 3- Box, G.E.P., Behnken, D.W., 1960. Technometrics, 2: 455–475. VALIDATION OF THE MODEL DEFINING OPTIMAL SUPPLEMENT LEVELS FOR MAXIMUM HEK 293 CELL GROWTH UNKNOWN SERUM COMPONENTS HAVE THE POTENTIAL TO IMPROVE HEK 293 CELL GROWTH IN SERUM-FREE MEDIA FORMULATIONS Which of these supplements have the potential to improve HEK 293 cell growth? Discard all supplements SCREENING Placket-Burman design Discard supplements with no significant effect Define the optimal concentrations for each supplement to provide maximum effect on HEK 293 cell growth OPTIMIZATION Box-Behnken design Validation of the model: Verify the predicted optimum growth conditions experimentally Yes No The effect of different concentrations of FBS on HEK 293 cell growth HEK 293 cell growth kinetics in HyQ SFM4 Transfx293 serum-free culture medium (HyQ) supplemented with various concentrations of FBS. Cell density (green line) and viability (blue line) are shown. Values presented are the mean SD (n=3). The effect of FBS supplementation in commercially available serum-free media Maximum viable cell density reached by HEK 293 cells in HyQ (HyClone), ExCell 293 (Sigma) and Freestyle (Invitrogen) serum-free culture media in the presence or absence of 10% FBS. Values presented are the mean SD (n=3). Independent variables Code levels -1 0 1 r-Insulin (mg/L) 1 10 20 r-Transferrin (mg/L) 1 10 20 Lipid Mix (X) 0,1 1 2 Box-Behnken design Optimal concentrations for each supplement showing a significant effect on HEK 293 cell growth were defined based on a Box-Behnken experimental design (Ref. 3). Three levels of concentrations for each variable including a maximum (1), a minimum (-1) and a center point (0) were selected based on the literature. EXP Insulin Transferrin Lipid Mix Max. cell density Predicted cell density 1 -1 -1 0 3,1 2,8 2 1 -1 0 5,5 5,4 3 -1 1 0 3,7 3,8 4 1 1 0 3,3 3,7 5 -1 0 -1 3,1 3,1 6 1 0 -1 4,6 4,4 7 -1 0 1 2,0 2,3 8 1 0 1 3,6 3,6 9 0 -1 -1 3,2 3,6 10 0 1 -1 3,5 3,4 11 0 -1 1 2,8 2,9 12 0 1 1 2,8 2,4 13 0 0 0 4,9 4,5 13 0 0 0 4,9 4,5 13 0 0 0 3,8 4,5 Box-Behnken model accurately predicts HEK 293 cell densities Using a Box-Behnken design of experiments, we were able to define in 15 experimental runs (performed in duplicate) a model (A) that accurately predicts HEK 293 cell concentrations in the presence of different concentrations of r-Insulin (r-Ins), r-Transferrin (r-Trans) and lipid mix (LipMix). Optimal concentrations for each supplement were defined (B). Optimum levels of additives r-Insulin (mg/L) 19,8 r-Transferrin (mg/L) 1,6 Lipid mix (X) 0,9 Yi = 4,5333 + 0,635 r-Ins - 0,1675 r-Trans - 0,4125 LipMix - 0,68 r-Ins r-Trans + 0,02 r-Ins LipMix - 0,075 rTrans LipMix - 0,1792 r-Ins 2 - 0,4542 r-Trans 2 - 1,0242 LipMix 2 Yi = βo + βi Xi + βii Xi 2 + βij XiXj 2,6 2,8 3,0 3,2 3,4 3,6 3,8 4,0 4,2 4,4 4,6 4,8 2 4 6 8 10 12 14 16 18 20 0,2 0,4 0,6 0,8 1,0 1,2 1,4 1,6 1,8 Max. cell concentration (·10 6 cells/ml) rtransferrin ( g/ml) Lipid mixture (X) 2,6 2,8 3,0 3,2 3,4 3,6 3,8 4,8 1,5 2,0 2,5 3,0 3,5 4,0 4,5 5,0 2 4 6 8 10 12 14 16 18 20 0,2 0,4 0,6 0,8 1,0 1,2 1,4 1,6 1,8 Max. cell concentration (·10 6 cells/ml) rInsulin ( g/ml) Lipid mixture (x) 1,5 2,0 2,5 3,0 3,5 4,0 4,5 5,0 2,5 3,0 3,5 4,0 4,5 5,0 5,5 6,0 2 4 6 8 10 12 14 16 18 20 2 4 6 8 10 12 14 16 18 Max. cell concentration (·10 6 cells/ml) rInsulin ( g/ml) rTransferrin ( g/ml) 2,5 3,0 3,5 4,0 4,5 5,0 5,5 6,0 Response surface graphs HEK 293 cell growth as a function of the concentrations of Lipid Mix (X) vs. r- Transferrin (mg/L) (A), Lipid Mix (X) vs. r-Insulin (mg/L) (B) and r-Transferrin (mg/L) vs. r-Insulin (mg/L) (C) based on Box-Behnken experimental results. Independent variables Code levels Low (-) High (+) r-Albumin (g/L) 0 1 r-Insulin (mg/L) 0 10 r-Transferrin (mg/L) 0 10 Lipid Mix (X) 0 1 Placket-Burman design Screening of supplements with significant effect on HEK 293 cell growth using Placket-Burman design (Ref. 2). The table shows the assigned concentrations of variables at two levels: low (no additive) and high (literature recommended). EXP Albumin Insulin Transferrin Lipid Mix Max. cell density (a) Max. cell density (b) 1 + + + + 4,8 5,0 2 + + 4,8 4,2 3 + 3,7 3,8 4 + + 3,8 3,7 5 + 4,0 3,2 6 + 2,8 3,0 7 + 4,0 4,3 8 + 3,0 2,9 9 + + 3,2 3,1 10 + + + 4,4 4,4 11 + + + 4,5 5,2 12 + + + 4,6 4,4 Placket-Burman results Cell density values presented are in million cells/mL Box-Behnken results Cell density values presented are mean of duplicate runs in million cells/mL Effect of recombinant proteins and synthetic lipids on HEK 293 cell growth Using a Placket-Burman design of experiments we were able to determine in 12 experimental runs (performed in duplicate) that r-Insulin, r-Transferrin and an in-house developed lipid mix positively affect HEK 293 cell growth in serum-free media formulations, whereas r-Albumin showed no significant effect (A, B & C). Yi = 3,877 - 0,0227 r-Alb + 0,297 r-Ins + 0,311 r-Trans + 0,573 LipMix Yi = βo + βi Xi Coefficient SE t P Constant 3,877 0,123 31,56 <0,001 r-Albumin -0,0227 0,123 -0,185 0,859 r-Insulin 0,297 0,123 2,417 0,046 r-Transferrin 0,311 0,123 2,532 0,039 Lipid Mix 0,573 0,123 4,666 0,002 A B C B C A B Growth kinetics of HEK 293 cells in optimized cell culture medium Cell density, viability, glucose and lactic acid concentrations are shown. Values presented are the mean SD (n=3). The maximum cell concentration reached was 5,4x10 6 cells/mL, same value as predicted using the Box-Behnken model. Growth kinetics of HEK 293 cells in 3 different serum-free formulations in the presence or absence of a pre-defined mixture of supplements HEK 293 growth curves in HyQ (blue), Excell (red) or Freestyle (green) serum-free formulations in the presence (solid lines) or absence (dashed lines) of supplementation with r-Albumin (1 g/L), r-Insulin (10 mg/L), r-Transferrin (10 mg/L), and an in-house developed lipid mix (1X) at concentrations recommended in the literature (Ref. 1). Values presented are the mean SD of triplicate experiments. HEK 293 cell density is improved in the presence of the mix, but only in Freestyle medium a significant difference is observed. This medium was selected for further optimization by DoE. A B A ACKNOWLEDGEMENTS We would like to thank Dr. Amine Kamen (BRI-NRC, Canada) for kindly providing the HEK 293 cell line. The recombinant albumin was a generous gift from Merck Millipore. C

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Page 1: SERUM-FREE PRODUCTION OF GAG-BASED VIRUS  · PDF filePLASMID TRANSIENT TRANSFECTION IN MAMMALIAN SUSPENSION CELLS ... with PEI-mediated transient ... Growth kinetics of

SERUM-FREE PRODUCTION OF GAG-BASED VIRUS-LIKE PARTICLES BY PEI-MEDIATED

PLASMID TRANSIENT TRANSFECTION IN MAMMALIAN SUSPENSION CELLS

Part I: Optimization of HEK 293 cell growth by addition of non-animal derived components using design of experiments

Cervera, L., Gutiérrez, S., Gòdia, F., Segura, M.M.

Departament d'Enginyeria Química (EE), Universitat Autònoma de Barcelona, Edifici Q, 08193 Bellaterra, Barcelona, Spain

EXPERIMENTAL APPROACH

Can a mixture of defined supplements

normally provided in serum

(r-albumin, r-insulin, r-transferrin & synthetic lipids)

improve HEK 293 cell growth

in serum-free media formulations?

.

SCREENING SUPPLEMENTS WITH SIGNIFICANT EFFECT ON HEK 293 CELL GROWTH

ABSTRACT EFFECT OF A PREDEFINED MIXTURE

OF SUPPLEMENTS ON HEK 293 CELL GROWTHMammalian cells are a widely used expression platform for the

production of recombinant therapeutic proteins or viral particle-based

vaccines since they typically perform appropriate protein post-

translational modifications and authentic viral particle assembly. Of the

available mammalian cells, HEK 293 is one of the most industrially

relevant cell lines because it is cGMP compliant and is able to grow in

suspension in a variety of serum-free media. Of note, production of

human therapeutics in mammalian cell culture has become more and

more stringent in past recent years and not only demands serum-free

but also animal-component free production conditions to ensure safety.

The aim of this project was to optimize HEK 293 cell growth by addition

of non-animal derived components to serum-free and protein-free media

through design of experiments (DoE) in order to maximize productivity

of a recombinant VLP vaccine by PEI-mediated transient transfection.

We have analyzed the kinetics of HEK 293 cell growth in HyQ SFM4

Transfx293 from HyClone (HyQ). The cells grow to a maximumconcentration of ~ 3 106 cells/ml with over 90% viability and show an

average doubling time of 24 h. In addition, we have evaluated cell

growth in two other commercial serum-free culture media (ExCell 293

from Sigma and Freestyle 293 from Invitrogen), that are also compatible

with PEI-mediated transient transfection, observing similar cell growth

compared to those obtained in HyQ. We have evaluated the effect of

foetal bovine sera (FBS) in these serum-free culture media. Cells cantriplicate their maximum cell densities (9,3 106 cells/ml) in the

presence of 10% FBS. Due to the important effect of serum on HEK 293

cell growth, we decided to evaluate the effect of non-animal derived

serum components on cell growth in attempt to improve cell densities

while keeping animal-free production conditions. For these studies, we

have selected 3 recombinant proteins (albumin, transferrin and insulin)

and an in-house lipid mix composed of synthetic cholesterol

(SyntheChol, Sigma), fatty acids (F7050, Sigma), tocopherol (T1157,

Sigma) and emulsifying agents (PS80, Sigma). The optimal combination

of these components in the final formulation has been determined by

using DoE. Results have shown that by adding a mixture of animal-free

supplements normally provided in serum to serum-free cell culture

medium, it is possible to reach cell densities comparable to those

attained in the presence of 10% FBS while avoiding the problemsderived from its use.

REFERENCES1- Keenan et al., 2006. Cytotechnology, 50: 49-562- Plackett, R.L., Burman, J.P., 1946. Biometrika, 33: 305–325.3- Box, G.E.P., Behnken, D.W., 1960. Technometrics, 2: 455–475.

VALIDATION OF THE MODEL

DEFINING OPTIMAL SUPPLEMENT LEVELS

FOR MAXIMUM HEK 293 CELL GROWTH

UNKNOWN SERUM COMPONENTS HAVE THE

POTENTIAL TO IMPROVE HEK 293 CELL GROWTH IN SERUM-FREE MEDIA FORMULATIONS

Which of these supplements have the potential

to improve HEK 293 cell growth?

Discard all supplements

SCREENING

Placket-Burman design

Discard supplements

with no significant effectDefine the optimal concentrations for each

supplement to provide maximum effect

on HEK 293 cell growth

OPTIMIZATION

Box-Behnken design

Validation of the model: Verify the predicted

optimum growth conditions experimentally

Yes

No

The effect of different concentrations of FBS on HEK 293 cell growthHEK 293 cell growth kinetics in HyQ SFM4 Transfx293 serum-free culture medium(HyQ) supplemented with various concentrations of FBS. Cell density (green line)and viability (blue line) are shown. Values presented are the mean SD (n=3).

The effect of FBS supplementation in commercially available serum-free mediaMaximum viable cell density reached by HEK 293 cells in HyQ (HyClone), ExCell293 (Sigma) and Freestyle (Invitrogen) serum-free culture media in the presenceor absence of 10% FBS. Values presented are the mean SD (n=3).

Independent

variables

Code levels

-1 0 1

r-Insulin (mg/L) 1 10 20

r-Transferrin (mg/L) 1 10 20

Lipid Mix (X) 0,1 1 2

Box-Behnken designOptimal concentrations for each supplement showing a significant effect on HEK293 cell growth were defined based on a Box-Behnken experimental design (Ref.3). Three levels of concentrations for each variable including a maximum (1), aminimum (-1) and a center point (0) were selected based on the literature.

EXP

NºInsulin Transferrin Lipid Mix

Max. cell

density

Predicted cell

density

1 -1 -1 0 3,1 2,8

2 1 -1 0 5,5 5,4

3 -1 1 0 3,7 3,8

4 1 1 0 3,3 3,7

5 -1 0 -1 3,1 3,1

6 1 0 -1 4,6 4,4

7 -1 0 1 2,0 2,3

8 1 0 1 3,6 3,6

9 0 -1 -1 3,2 3,6

10 0 1 -1 3,5 3,4

11 0 -1 1 2,8 2,9

12 0 1 1 2,8 2,4

13 0 0 0 4,9 4,5

13 0 0 0 4,9 4,5

13 0 0 0 3,8 4,5

Box-Behnken model accurately predicts HEK 293 cell densitiesUsing a Box-Behnken design of experiments, we were able to define in 15experimental runs (performed in duplicate) a model (A) that accurately predictsHEK 293 cell concentrations in the presence of different concentrations of r-Insulin(r-Ins), r-Transferrin (r-Trans) and lipid mix (LipMix). Optimal concentrations foreach supplement were defined (B).

Optimum levels of additives

r-Insulin (mg/L) 19,8

r-Transferrin (mg/L) 1,6

Lipid mix (X) 0,9

Yi = 4,5333 + 0,635 r-Ins - 0,1675 r-Trans - 0,4125 LipMix - 0,68 r-Ins r-Trans + 0,02 r-Ins LipMix - 0,075 rTrans LipMix -0,1792 r-Ins2 - 0,4542 r-Trans2 - 1,0242 LipMix2

Yi = βo + 𝛴 βi Xi + 𝛴 βii Xi2 + 𝛴 βij XiXj

2,6

2,8

3,0

3,2

3,4

3,6

3,8

4,0

4,2

4,4

4,6

4,8

2

46

810

1214

1618

20

0,20,4

0,60,8

1,01,2

1,41,6

1,8

Max.

cell

concentr

ation (

·10

6 c

ells

/ml)

rtra

nsfe

rrin

(g/

ml)

Lipid mixture (X)

2,6

2,8

3,0

3,2

3,4

3,6

3,8

4,8

1,5

2,0

2,5

3,0

3,5

4,0

4,5

5,0

2

46

810

1214

1618

20

0,20,4

0,60,8

1,01,2

1,41,6

1,8

Max.

cell

concentr

ation (

·10

6 c

ells

/ml)

rIns

ulin

(g/

ml)

Lipid mixture (x)

1,5

2,0

2,5

3,0

3,5

4,0

4,5

5,0

2,5

3,0

3,5

4,0

4,5

5,0

5,5

6,0

2

46

810

1214

1618

20

24

68

1012

1416

18

Max.

cell

concentr

ation (

·10

6 c

ells

/ml)

rIns

ulin

(g/

ml)

rTransferrin ( g/ml)

2,5

3,0

3,5

4,0

4,5

5,0

5,5

6,0

Response surface graphsHEK 293 cell growth as a function of the concentrations of Lipid Mix (X) vs. r-Transferrin (mg/L) (A), Lipid Mix (X) vs. r-Insulin (mg/L) (B) and r-Transferrin (mg/L)vs. r-Insulin (mg/L) (C) based on Box-Behnken experimental results.

Independent variablesCode levels

Low (-) High (+)

r-Albumin (g/L) 0 1

r-Insulin (mg/L) 0 10

r-Transferrin (mg/L) 0 10

Lipid Mix (X) 0 1

Placket-Burman designScreening of supplements with significant effect on HEK 293 cell growth usingPlacket-Burman design (Ref. 2). The table shows the assigned concentrations ofvariables at two levels: low (no additive) and high (literature recommended).

EXP Albumin Insulin TransferrinLipid

Mix

Max. cell

density

(a)

Max. cell

density

(b)

1 + + + + 4,8 5,0

2 − + − + 4,8 4,2

3 − − + − 3,7 3,8

4 + − − + 3,8 3,7

5 − + − − 4,0 3,2

6 − − + − 2,8 3,0

7 − − − + 4,0 4,3

8 + − − − 3,0 2,9

9 + + − − 3,2 3,1

10 + + + − 4,4 4,4

11 − + + + 4,5 5,2

12 + − + + 4,6 4,4

Placket-Burman resultsCell density values presented are in million cells/mL

Box-Behnken resultsCell density values presented are mean of duplicate runs in million cells/mL

Effect of recombinant proteins and synthetic lipids on HEK 293 cell growthUsing a Placket-Burman design of experiments we were able to determine in 12experimental runs (performed in duplicate) that r-Insulin, r-Transferrin and anin-house developed lipid mix positively affect HEK 293 cell growth in serum-freemedia formulations, whereas r-Albumin showed no significant effect (A, B & C).

Yi = 3,877 - 0,0227 r-Alb + 0,297 r-Ins + 0,311 r-Trans + 0,573 LipMix

Yi = βo + 𝛴 βi Xi

Coefficient SE t P

Constant 3,877 0,123 31,56 <0,001

r-Albumin -0,0227 0,123 -0,185 0,859

r-Insulin 0,297 0,123 2,417 0,046

r-Transferrin 0,311 0,123 2,532 0,039

Lipid Mix 0,573 0,123 4,666 0,002

A B

C

B

C

A

B

Growth kinetics of HEK 293 cells in optimized cell culture mediumCell density, viability, glucose and lactic acid concentrations are shown. Valuespresented are the mean SD (n=3). The maximum cell concentration reached was5,4x106 cells/mL, same value as predicted using the Box-Behnken model.

Growth kinetics of HEK 293 cells in 3 different serum-free formulations in thepresence or absence of a pre-defined mixture of supplementsHEK 293 growth curves in HyQ (blue), Excell (red) or Freestyle (green) serum-freeformulations in the presence (solid lines) or absence (dashed lines) ofsupplementation with r-Albumin (1 g/L), r-Insulin (10 mg/L), r-Transferrin (10mg/L), and an in-house developed lipid mix (1X) at concentrations recommendedin the literature (Ref. 1). Values presented are the mean SD of triplicateexperiments. HEK 293 cell density is improved in the presence of the mix, butonly in Freestyle medium a significant difference is observed. This medium wasselected for further optimization by DoE.

A B

A

ACKNOWLEDGEMENTS

We would like to thank Dr. Amine Kamen (BRI-NRC, Canada) for kindly providing the HEK 293 cell line. The recombinant albumin was a generous gift from Merck Millipore.

C