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CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
Requirements for Process Control of Continuous Processes: Sensorics and
Automation Marek Hoehse
1/18/2014
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
22. Octobre 2013 Page 2
Potential advantages of continuous processing in cell cultivation
Improved product quality
Constant maintenance of nutrients
Less cell stress (e.g. lag phase or drop off viability at the end of the
culture)
Reduction of product degradation by minimized processing delays
Improved scalability
Same equipment for process development and production (or
marginal scale-up factor)
“Number-up” instead of scale-up feasible
Production of labile products
Increased profitability
More efficient / economical facility utilization
Smaller footprint smaller size
Lower energy consumption
Higher portability
Higher flexibility (“Number-up”)
Higher cell densities / titer
Increase in automation
Reduction in service requirements
Reduction in operator labor
Lower chance of product loss or reprocessing
Shorter processing times
Better material utilization
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
Demanding process requirements
High oxygen consumption
High CO2 formation
Pot. challenging clarification
More complex DSP approach
Online control of DSP process
Complex batch definition
Challenges (technical)
Challenges of continuous cultivation
More complex process
Higher risk of failure
Increased training requirements
Limited number of reliable & scaleable cell retention
devices
Challenges (process) New forms of in-process testing
Robust sensors
Robust control systems
New forms of release approaches
Regulatory aspects
Minimizing blackout of operation units
Higher need of process understanding
Full knowledge of CPP´s and CQA´s required
Sophisticated process control strategies
Raw material concerns
Higher material control or higher process robustness required
Sophisticated feeding technologies
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
Demanding process requirements
High oxygen consumption
High CO2 formation
Pot. challenging clarification
More complex DSP approach
Online control of DSP process
Complex batch definition
Challenges (technical)
Challenges of continuous cultivation
More complex process
Higher risk for failure
Increased training requirements
Limited number of reliable & scaleable cell retention
devices
Challenges (process) New forms of in-process testing
Robust sensors
Robust control systems
New forms of release approaches
Regulatory aspects
Minimizing blackout of operation units
Higher need of process understanding
Full knowledge of CPP´s and CQA´s required
Sophisticated process control strategies
Raw material concerns
Higher material control or higher process robustness required
Sophisticated feeding technologies
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013 Page 5
But can single-use equipment cope with demanding process requirements?
High oxygen demand?
Sufficient CO2 removal?
Robust Sensor Technology?
Proteinaceous aerosol formation?
Long operation times (> 14d)?
Predictive scale-down model?
Media logistics?
High performance clarification?
Connectivity to cell retention system?
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
BIOSTAT® STR single-use bioreactor designed for demanding processes
22. Octobre 2013 Page 6
Optimized for high cell density cultures
Conventional stirred tank design Optical and redundant conventional pH and DO probes
Working volume: 50 L, 200 L, 500 L, 1000 L, 2000L
3 blade segment & rushton impeller options
Inhouse bag production
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
NUTRIENTS:
Glucose
Glutamin
REACTOR PARAMETERS:
Oxygen, CO2
pH
Temperature
Cell parameters:
Biomass
Total Cell Count
Viability
microbial contamination
Product (CQA):
Antibody
Vaccines
Continuous Biomanufacturing Critical Process Parameters (CPP)
Cell Cultivation / MO Fermentation METABOLITES:
Lactate
Glutamate
Ammonia
Acetate
Acetoin
dry mass
OD600 Sucrose
Fructose
Spores
Enzymes
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
Analytical Systems
NIR/ UV-VIS Spectroscopy
Viable Biomass Analysis Exhaust Gas Analysis
22. Octobre 2013 Page 8
Online Glucose | Lactate Analysis
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
Automated monitoring and control of continuous processes – a reality?
Implementation of glucose | lactate measurement and control strategy
Global Trends BioPAT®Trace
Dialysis or filtration mode Compact design Reducing off-line sampling
DCU – Local Control Unit
Direct display of glucose | lactate conc.
Quick and simple process monitoring at a glance
BioPAT®MFCS/win + Recipe Module
Fully automated glucose feed & perfusion rate control
Recipes for automatic event-based control of cultures
Improved batch-to batch consistency
Single-use bioenzymatic sensors and fluidics Integrated autocalibration & autosampling
22. Octobre 2013 Page 9
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013
BioPAT®Xgas – Integrated Off-Gas Analysis and Process Control
Global Trends BioPAT®Xgas
Parallel measurement of O2 | CO2
Moisture and pressure independent
Directly integrated into exhaust gas line
Compact design for flexible integration
DCU – Local Control Unit
Direct Display of
%O2 | %CO2
Quick and simple process
monitoring
Functional monitoring of DO
probe
BioPAT®MFCS/win + Recipe Module
Automatic OUR | CER | RQ calculation
Automatic event based control of microbial and animal
cell cultivations:
Adding feeds | induction media
Harvest initiation
Gas mixing strategies
Process and yield optimization
Automation
Page 10
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
Automated monitoring and control of continuous processes – a reality?
In-line, real-time monitoring of viable biomass
Automated process monitoring & control Automated control of cell bleed via BioPAT®MFCS Event based control (induction, temp change, point
harvest, etc.)
Dielectric Spectroscopy
Dead cells “invisible” to radio frequency field
Only viable cells polarized
RF capacitance proportional to viable biomass
Benefits
Consistent cell count (operator and sampling independent)
Consistent automated manufacturing
Sensor integration for BIOSTAT®STR and BIOSTAT®RM
Bioprocess control with NIR spectroscopy and Multivariate Data Analysis
NIR-System (Ingold-Adaption)
- New system design – patent granted
- Fiber free system
- usable for 25mm standard Ingolt port
- length 60mm (others on request)
- sapphire window
- Optical pathlength 1, 2 or 5mm
- Sensor
- 1100-1700 / 2500 nm spectrometer
- Detector: diode array
- IP65
- Automatic detection of window fouling
- CIP/SIP ready
- Bigger measurement spot compared to fiber solutions
- SU adaption in progress
NIR - Qualitative
Multivariate Data Analysis
PCA – The Score Plot (Spectra only)
Start End
PC2
glutamine exhausted
PC1 = cell count
= Sum signal metabolites
NIR - Qualitative
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
low performer (oxygen limitation)
contamination
Comparison to “golden batch”
Alteration within batches can be observed in process trajectories
Ability to detect deviations and similarities
Qualitative Process Monitoring
The Batch-Trajectory Score 1
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
Qualitative Process Monitoring
The Batch-Trajectory Score 3
contamination early glucose limitation
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
Qualitative Process Monitoring
NIR Score 3 & Viability
viability
(offline analysis)
PCA-Score3
(spectral variations
of NIR spectra)
!strong correlation!
NIR - Qualitative
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013 Page 20
NIR Media Classification
Media composition in bacillus spore production
NH-Vibration
Batch 2: Lower concentration of N-source
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
NIR - Quantitative
Model
Total Cell Count
Cell count
Mio/ml
Concentration Range 0 – 16
Algorithm PLS
PCs 1
Validation procedure Testset K06
Error of Prediction (SEP) 0.54
NIR - Quantitative
Total Cell Count
reference (Mio cells / ml)
pred
ictio
n (M
io c
ells
/ m
l)
NIR - Quantitative
Viability
viable dead
direct scatter pattern or correlation to cell lyses?
Model
Viability
Viability
[%]
Concentration Range 0 – 100
Algorithm PLS
PCs 5
Validation procedure Testset K05
Error of Prediction (SEP) 3
NIR - Quantitative
Glucose
Model
Glucose Glucose (g/l)
Concentration Range 0 – 7
Algorithm PLS
PCs 5
Validation procedure Testset K06
Error of Prediction (SEP) 0.24
reference (g/l)
pred
ictio
n (g
/l)
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
Summary
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013 Page 26
Acknowledgements
Co-workers
Christian Grimm
José Fernandes
Roland Bienert
Thomas Scheper
Dörte Solle
Marko Sandor
Thank you !
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
Agenda
1. Continuous Manufacturing in Cell Cultivations
2. Single Use in continuous Cell Cultivation
3. Sensors in Cell Cultivation
4. Multivariate Data Analysis for enhanced process control
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
High cell density inoculum production using Biostat® RM perfusion
MCB/WCB
vial
Perfusion expansion Controlled freeze of HCD
seed stocks
Direct seed of production
bioreactor
References: N. C. Bögli et al.: Cell Banking, One-Step Inoculation, and Repeated Fed-Batch Expansion in a Single-Use Bioreactor. BioProcess International 10(5)s May 2012
G. Seth et al.: Development of a new bioprocess scheme using frozen seed train intermediates to inoculate CHO cell culture manufacturing campaigns. Biotech & Bioeng., Volume 110, Issue 5, May 2013, Pages: 1376–1385
1-m011-m02
1-m03
3-m013-m02
3-m03
4-m01
4-m024-m03
2-m01
2-m02
2-m03
Building the model with high performance
batches compare new batches
with model
significant deviations detected
Multivariate Statistical Process Control (MSPC)
Classification - Media composition in bacillus spore production
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013 Page 30
THANK YOU VERY MUCH FOR YOUR ATTENTION! QUESTIONS?
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013 Page 31
Example - Cultivation of CHO cells in a Biostat® RM
Comparison of in-line (capacitance measurement) vs offline data (Cedex)
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
G. Seth et al.: Development of a new bioprocess scheme using frozen seed train intermediates to inoculate CHO cell culture manufacturing campaigns. Biotech & Bioeng., Volume 110, Issue 5, May 2013, Pages: 1376–1385
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013 Page 33
Rec. blood factors, enzymes & mAbs commercially produced in continuous culture
Protein Trade name/Company Driver
rFVII NovoSeven (NovoNordisk) product quality (γ-carboxylated, labile)
rFVIII Kogenate (Bayer) Refacto (Pfizer)
Product quality (labile)
rProtein C Xigris (Eli Lilly) Product quality (γ-carboxylated, labile)
mAbs Reopro (Janzen) Remicade (Janzen) Simulect (Novartis) Rebif (Merck-Serono)
Space-time yield
Enzymes Genzyme Shire Biomarin
Product quality (labile)
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
Continuous culture process modes
Y
Perfusion Concentrated fed-batch
nutrients
product
cells
10-80 days
nutrients
product
cells
5-20 days
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
reduce development costs reduce time to market reduce COGs reduce complexity regional production
Opportunities - Perfusion
Only way forward for labile or difficult to express products
Faster material supply for medium – low titre products
Reduced process development time line for non-platform processes
Better controlled product quality due to stable environment
Smaller production bioreactors
Fewer seed steps
Industry drivers
Can perfusion help to address industry challenges of today?
follow-on biologics biosimilars new mab formats smaller indications
Biopharma trends
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013 Page 36
Where are we moving to in the age of single-use? Single-Use Multi-Use
Investment/ Costs
Low fixed cost
No steam & CIP, limited WFI
Decision late (<1y)
High fixed cost
WFI, Steam, CIP system
Decision early (> 3 y)
Qualification Equipment IQ/OQ
Sterilisation via vendor
No Cleaning
E&L PV risk based; generic E&L dossiers?
Equipment IQ/OQ (significant!)
Sterilisation
Cleaning
Appropriate quality of materials!
Design Carefully evaluate vendors!
Does it work for my process?
Carefully evaluate vendors!
Stirred tank design dominating
Refurbishment Very easy Challenging
Footprint Reduced
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
BioPAT®Trace – Glucose | Lactate Analyzer
Seed Bioreactor Bioreactor Celsius FFT
Bioreactor
Sampling
Features
• Fully automated, self calibrating
• Modes: Filtration, Dialysis, Sampling
• Plug & Play
• Reusable system
• Fully disposable sensor & fluidics set
• Ethernet, Modbus, (OPC)
• Compact device
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013 Page 39
One key requirement of continuous processing is good process control to keep operations at steady state. Together with disposable technology this provides some powerful opportunities (K. Konstantinov, Genzyme) Industry leaders see the design of completely closed, disposable and continuous biomanufacturing systems for biopharma on the horizon (W.G. Whitford, Thermo Scientific cell culture and bioprocessing)
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013 Page 40
Principle of measurement Patch Composition DO-Sensor e of measurement Determination of Fluorescence Lifetime for DO-measurement
N2
O2
• Excitation with sinosoidal modulated light
• Timeshift of fluorescence due to fluorescence lifetime
• Measurement of phase-shift between Excitation-signal and
fluorescence-signal
• Conversion of phase-shift to lifetime by:
Ind Ind
Ind
Ind
Ind
Ind
Ind
Ind
Ind
Ind Ind
Ind
Ind
Ind
Ind
fluorophore Medical grade silicone
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013 Page 41
Sensors & Automation: Implementation Along Production Chain (mAb)
Sensors
Automation
SCADA
pH pH
pH pH pH pH
pH pH pH
cond.
cond.
cond. cond.
pressure. pressure. pressure.
pressure. pressure. pressure.
pressure. pressure.
pH pH DO flow. flow.
flow. cond. flow. flow.
flow. flow. pressure.
Sensors
Sensors
Automation DCU DCU DCU
DCU DCU DCU DCU
SCADA MFCS
MFCS
DCU DCU
MFCS
Automation
SCADA
Biomass. Glc
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
Biostat STR set-up for continuous perfusion or concentrated fed-batch
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013
Principle of measurement Calibration for pH-Sensor
• Sigmoidal calibration function
• Fit by Boltzmann-Equation:
222426283032343638404244464850525456
4 5 6 7 8 9pH
ϕ [°]
A1
A2
dx
x0
Page 43
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013 Page 44
SU sensor development – development process workflow
Sensor
Evaluation
• Requirements
• Specification
• Performance tests
Sensor
Qualification
• Qualification tests
• Robustness
• Production transfer
Sensor
Integration • Bag integration
• DCU integration
Application
Qualification • Application test
• Documentation
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013 Page 45
SU sensor development – general design rules / requirements
Requirement Specification
Shelf life < 3 years after Irradiation Sterility has to be confirmed
Media consistency Lipids, Oil, aqueous solutions, saline solutions, alcoholes,
acids, alcalic solutions, WFI
Material properties FDA admission, USP Class VI certification, Whole
production process TSE/BSE-free, Free of animal origin
Irradiation consistency 50 kGray gamma irradiation
Certificates / Qualification tests Performance Tests, Handling Tests, Partikel free (USP 788),
Cleaning procedures, USP Class VI, Cytotoxicity, Biological
assays, Extractable / Leachables, Bioburden
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013 Page 46
Application of Single Use pH and DO sensors
Sensors integrated in the cultivation bags and Univessel-SU Example: pH, DO
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013 Page 47
Measurement principle: Dielectrically essential part of cell structure
Cytoplasmic Lipid
membrane
impermeable to the free flow
of ions
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH Page 48
SU Biomass Sensor
Status
• Beta side tests in stirred bioreactors systems showing good results
• Special algorithms for rocking systems is developed –> RM 50 plus
•Software implementation in our DCU software is ongoing
N
22. Octobre 2013
Cultivation of CHO cells
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH Page 49
Introduction Glucose / Lactate Measurement
BioPAT®Trace
Connected to Univessel SU
Online measurement for all fermentation system
Easy to handle and easy connection
Different measurement strategies (continuous or time dependent)
Linear Measurement Range from 0 – 40 g/l Glucose
and 0 – 5 g/l Lactate
22. Octobre 2013
Connection to SU Bioreactors
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH Page 50
Application: BioPAT® Trace - System
The BioPAT® Trace can be connected with every bioreactor | fermenter – coming from Sartorius or competitors
22. Octobre 2013
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
Online biomass detection (cell culture)
Seed Bioreactor Bioreactor Celsius FFT
Bioreactor
Sampling
22. Octobre 2013 Page 51
•Real-time monitoring of viable biomass for entire batch
allows automated process control and process modeling
automated substrate feed strategies with MFCS
harvest point determination
time of induction / infection
Targets:
•Reduced risk of contamination due to limited sampling need
•Reduced risk of unrepresentative samples (manual handling)
•Decreased labor cost for offline analysis
•Single use sensor integration for various SU bioreactors
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH 22. Octobre 2013 Page 52
Measurement principle: In situ four pin electrode probe used for radio-frequency impedance measurement
Dead cells “invisible” to RF Field
Only live cells polarized
field area approx 25mm
Cytoplasmic Lipid membrane
impermeable to the free flow of ions
CONFIDENTIAL - PROPERTY OF SARTORIUS STEDIM BIOTECH GmbH
NUTRIENTS:
Glucose
Glutamin
REACTOR PARAMETERS:
Oxygen, CO2
pH
Temperature
Cell parameters:
Total Cell Count
Viability
microbial contamination
Product (CQA):
Antibody
Vaccines
Bioprocess – Cell Cultivation / MO Fermentation
Critical Process Parameters (CPP)
METABOLITES:
Lactate
Glutamate
Ammonia
0 12 24 36 48 60 72 84 96 108 120 132 1440
1
2
3
4
5
6
7
glu
cose
[g/]
la
ctat
e [g
/L]
time [h]
0
200
400
600
800
1000 glutamine [m
g/L] glutam
ate [mg/L]
0 12 24 36 48 60 72 84 96 108 120 132 1440.0
2.0x106
4.0x106
6.0x106
8.0x106
1.0x107
1.2x107
1.4x107
1.6x107
time [h]
Cel
l Cou
nt T
otal
C
ell C
ount
Vita
l [N
/mL]
0
10
20
30
40
50
60
70
80
90
100
Viability [%]
Acetate
Acetoin
dry mass
OD600 Sucrose
Fructose
Spores
Enzymes