Process Analytical Technology (PAT)
Capabilities and Implementations under QbD Principles
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Overview and Concepts
Fixed Process and
low knowledge
Pharmaceutical
manufacturing Process
Input
Quality Control (QC)
of the final product
Product waste
Output
Quality check
of raw materials
Actual situation:
Variable
raw material properties +
Fixed
manufacturing process =
Variable
product quality (variable output)
Time delay
RCPE – QbD and PAT 2 Jan 2013
Overview and Concepts
Variable Process
and Mechanistic
Understanding
Pharmaceutical
manufacturing Process
Input
Quality Control (QC)
of the final product
(Prediction of Quality)
Product waste
Output
Quality check
of raw materials
Desired situation:
Variable
raw material parameters +
Variable
manufacturing process =
Fixed
output
Real Time
Release
(RTR)
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Quality by Design Approach
Pharmaceutical Quality System
Pharmaceutical Quality System (ICH Q10)
Criticality Assessment Risk Analysis Product Understanding Quality Target Product Profile (QTPP) critical Quality Attributes (cQAs) Risk Analysis Process Understanding Process Modelling and Simulation Process Analysis Inputs → Outputs Process Analytical Technologies
Pr
ior Kno
w
ledg
e
Know ledge Space Design Space Operating Space Risk Analysis Process Control Feedback Control LoopsControl Strategy for cPPs
Real Time Release
Design of Experiment
Risk Analysis
Process Control
Feedback Control Loops
Control Strategy for cPPs
Real Time Release Process Analytical Technologies Regulator y Impleme ntatio n
Quality Manual (ICH Q10)
Quality Risk Management (ICH Q9)
QbD documentation Product & Process Continuous Improvement
Kno
w
ledg
e
Managemen
t
(Q
10)
RCPE – QbD and PAT 4 Jan 2013
Process Analytical Technology
Analytical
in the context of PAT includes much more than measuring, it
is all about an overall process understanding!
Process Control
Knowledge based process understanding – developement of a
Design Space (DS)
Data Analysis and
Management
Design of Experiment (DoE) and Multivariate Data Analysis (MVDA)
Measurement of Critical
Attributes/Parameters
Process analysers for in-line non-invasive quality monitoring
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CFD-Simulation under QbD principles
Fermentation Process
Problem
: No reliable simulation-based tools for bioreactor design exist
Goal
: Prediction of fermentation process performance depending on reactor design and
operational parameters
Concept
: Use of CFD-simulation under QbD principles and validation of the simulation by
means of literature and experimental data
CFD bioreactor characterisation
1) oxygen saturation after air injection
2) bubble injection
3) velocity field
Simulation-based design of a fermentation process and
simulation validation
6 Jan 2013
Application of Statistical Science
Creation of Design Spaces
Multivariate analyses of data
Computation of parameter relations
-6 -4 -2 0 2 4 6 8 10 ASA TA B M C C A S A *A S A T A B *T A B M C C *M C C A S A *T A B A S A *M C C T A B *M C C ° N=19 R2=0,774 RSD=0,8343 DF=13 Q2=0,374 Conf. lev.=0,95
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Investigation of knowledge management application areas in pharma
Development of an overall knowledge management platform and
ensure essential functionalities
Jan 2013
RCPE – QbD and PAT 8
Closing gap of information management
PAT for Process Monitoring
Multi-Probe-NIR-Spectrometer Prototype
Testing and implementing a spectrometer prototype by EVK GmbH, Austria.
Compact spectrometer with
wavelength dispersion system
25 standardized ports for monitoring 25
fiber optic probes at once
Simultaneous online monitoring of
multiple process spots
process steps
multiple processes
without differences between spectrometers
no time delays
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Closed-Loop Control: Feedback connection via SIPAT
Integration of Simca, Matlab, Camo into SIPAT system
Input parameters:
Barrel temperatures
Adapter temperature
Screw speed
Feed rate
Output parameters
:
Barrel temperatures
Adapter temperature
Screw speed
Feed rate
Material pressure
Material temperature
Torque
Spectrum
PAT at Pharmaceutical Extrusion
Monitoring and Supervisory Control
RCPE – QbD and PAT Jan 2013
Monitoring of Continuous Processing
Pharmaceutical Extrusion
Monitoring of API content variations and
residence time distribution with PLS model
Investigation of the influence of kneading
elements on API content fluctuations
kneading screw
standard deviation for 30 % API: 0.41conveying screw
standard deviation for 30 % API: 0.71- Page
PAT at Tablet Press
Monitoring of Powder Homogeneity
RCPE – QbD and PAT 12 Jan 2013
Sentro probe
Filling shoe
API
main
excipient
wavelength [nm]
abs
orpt
ion
unit
s
[
a.
u
.]
visible
fluctuations
minor deviation
2
ndprinc
ipal
c
om
ponent
1
stprincipal component
possible major deviation
(last 30 sec of process)
Principle Component Analysis (PCA) shows
clear differences over time
Definition of limits (regions in PCA plot)
to differentiate
in spec
and
out of spec
PAT at Tablet Coating in a Fluid Bed
Monitoring of Coating Thickness
0 0.25 0.5 0.75 1 -0.2 0 0.2 0.4 0.6 0.8 1 1.2 Time (h) m e a s u re d c o a ti n g / d e s ir e d c o a ti n g l e v e l window fouling () crystal coating () 0 0.25 0.5 0.75 1 -0.2 0 0.2 0.4 0.6 0.8 1 1.2 Time (h) 0 0.25 0.5 0.75 1 -0.2 0 0.2 0.4 0.6 0.8 1.0 1.2 Time (h) 0 % 100 %
Monitoring with NIR and Spatial Filter Velocimetry
0 % 100 %
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New PAT-Tool for Tablet Coating
Optical Coherence Tomography
RCPE – QbD and PAT 14
Co
atin
gp
roce
ss
In cooperation with
Development of
Pharma conform sensor
Algorithm for coating thickness out of
moving tablet bed
Project Goal:
In-line monitoring of coating process
Excerpt of Scientific Publications
• Adam, S., Suzzi, D., Radeke, C., Khinast, J. G., An integrated Quality by Design (QbD) approach towards design space definition of a blending unit operation by Discrete Element Method (DEM) simulation, Eur. J. Pharm. Sci. 42 (2011), 1-2, 106-115
• Koller D. M., Hannesschläger, G., Leitner, M., Khinast, J. G, Non-Destructive Analysis of Tablet Coatings with Optical Coherence Tomography, Eur. J. Pharm. Sci. 44 (2011), 142–148
• Hodzic, A., Llusa, M., Fraser, S. D., Scheibelhofer, O., Koller, D., Reiter, F., Laggner, P., D. M., Khinast, J. G., Small- and Wide-Angle X-Ray Scattering (SWAXS) for Quantification of Aspirin Content in a Binary Powder Mixture, Int. J. Pharm. 428 (2012), 1–2, 91–95
• Heigl, N., Hodzic, A., Llusa, M., Tritthart, W., Reiter, F., Fraser, S., Laggner, P., Khinast, J. G., Potential of Raman Spectroscopy for Evaluating Crushing Strength of Tablets, J. Pharm. Innov. 7 (2012), 76-86
• Hodzic, A., Llusa, M., Heigl, N., Tritthart, W., Fraser, S. D., Laggner, P., Khinast, J. G., Effect of process variables on the Small and Wide Angle X-Ray Scattering (SWAXS) patterns of powders, granules and pharmaceutical tablets, Powd. Tech. 221 (2012), 447–452
• Scheibelhofer, O., Hohl, R., Salar-Behzadi, S., Haack, D., Koch, K., Kerschhaggl, P., Sacher, S., Menezes, J., Khinast, J. G., Fluid bed in a Flash, AIChE Annual Meeting 2012, Pittsburgh
• Wahl, P., Markl, D., Treffer, D., Menezes, J., Koscher, G., Roblegg, E., Khinast, J. G., PAT for Pharmaceutical Extrusion Monitoring and Supervisory Control, AIChE Annual Meeting 2012, Pittsburgh
• Scheibelhofer, O., Balak, N., Wahl, P., Koller, D., Glasser, B. J., Khinast, J. G., Monitoring Blending of Pharmaceutical Powders with Multipoint NIR Spectroscopy, AAPS Pharm. Sci. Tech. (2012), in press
• Scheibelhofer, O., Balak, N., Koller, D., Khinast, J. G., Spatially Resolved Monitoring of Powder Mixing Processes via Multiple NIR-Probes, Powd. Tech., accepted for publication
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Concluding Remarks
RCPE: the one stop point for
QbD & PAT pre-industrial research projects
Pharmaceutical Engineering
Matching specific PAT tools with user requirements
Interaction of PAT-tools, models and control software
Risk Analysis with state-of-art tools
Design of Experiments, Design-space development
Multivariate Data Analysis
QbD implementations and training
Qualification of equipment and analytical methods
RCPE – QbD and PAT 16 Jan 2013
Contacts
Dr. Simon Fraser, ppa.
Deputy Director
Contacts: e-mail: [email protected] phone: +43/316/873/30907Massimo Bresciani
Director Scientific Operations
Contacts: e-mail: [email protected] phone: +43/316/873/30915
Dr. Thomas K. Klein
Director – Business
Contacts: e-mail: [email protected] phone: +43/316/873/30900Prof. Dr. Johannes G. Khinast
Director – Science
Contacts: e-mail: [email protected] phone: +43/316/873/7978Dr. Stephan Sacher
Team Leader QbD/PAT
Contacts:
e-mail: [email protected] phone: +43/316/873/30959