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Dr .D .Y .Patil Institute of pharmaceutical
sciences and research Pimpri ,Pune
Understanding Pharmaceutical Quality by Design
Name – Pratiksha Ramchandra Bhosale.
Class – M. pharm I st year
Roll No – 502
Guided By – Dr. S.V.Shirolkar
Content
• Introduction
• QbD Approaches in product development
• Elements of Qbd
• QTPP
• CQAs
• Product design and understanding
• CMAs
• Process design and understanding
• Design space
• Control strategy
• Process improvement
• Pharmaceutical quality design tool
• Referances
Introduction
• Quality by design (QbD) is a concept first developed by the quality pioneer Dr. Joseph M.
Juran (. Dr. Juran believed that quality should be designed into a product, and that most
quality crises and problems relate to the way in which a product was designed in the first
place.
• Woodcock defined a high-quality drug product as a product free of contamination and
reliably delivering the therapeutic benefit promised in the label to the consumer
• The US Food and Drug Administration (FDA)encourages risk-based approaches and the
adoption of QbD principles in drug product development, manufacturing, and regulation.
FDA’s emphasis on QbD began with the recognition that increased testing does not
necessarily improve product quality.
• Quality cannot be tested into product ;i.e.,quality should be build in by design.
• Pharmaceutical QbD has evolved with the issuance of ICH Q8 (R2) (Pharmaceutical
Development), ICH Q9 (Quality Risk Management), and ICH Q10 (Pharmaceutical Quality
System)
Pharmaceutical QbD is a systematic approach to development that begins with
predefined objectives and emphasizes product and process understanding and
control based on sound science and quality risk management
The goals of pharmaceutical QbD may include the following:
1. To achieve meaningful product quality specifications that are based on clinical
performance
2. To increase process capability and reduce product variability and defects by
enhancing product and process design, understanding and control
3. To increase product development and manufacturing efficiencies
4. To enhance root cause analysis and post approval change management
Identifies characteristics that are critical to quality
from the patient’s perspective
Translate
Drug product critical quality attributes (CQAs)
Establish relationship between
formulation/manufacturing variables and CQAs
a drug product with such CQAs to the patient
Consistently deliver
QbD Approach to product development
Define target drug profile and quality
target product profile (QTPP) TPP)
Identify CQAs
Carry out risk assessment linking material
attributes and process parameter to CQAs
Establish design space
Describe control strategy
Life cycle management and continuous
improvement
Elements of QbD
Quality Target Product Profile
• QTPP is a prospective summary of the quality characteristics of a drug product that ideally
will be achieved to ensure the desired quality, taking into account safety and efficacy of
the drug product.
• QTPP forms the basis of design for the development of the product.
• Considerations for the QTPP could include the following :
 Intended use in a clinical setting, route of administration, dosage form, and delivery
system(s)
 Dosage strength(s)
 Container closure system
 Therapeutic moiety release or delivery and attributes affecting pharmacokinetic
characteristics (e.g., dissolution and aerodynamic performance) appropriate to the drug
product dosage form being developed
 Drug product quality criteria (e.g., sterility, purity, stability, and drug release) appropriate
for the intended marketed product
Critical Quality Attributes
• A CQA is a physical, chemical, biological, or microbiological property or
characteristic that should be within an appropriate limit, range, or distribution to
ensure the desired product quality .
• Identification of CQA is done by risk assessment as per ICH Q9.
• CQA is generally associate with drug substances, excipients ,intermediates and drug
products
• The quality attributes of a drug product may include identity, assay, content
uniformity, degradation of products, residual solvents, drug release or dissolution,
moisture content, microbial limits, and physical attributes such as color, shape, size,
odor, score configuration, and friability. These attributes can be critical or not
critical.
• Criticality of an attribute is based upon the severity of harm to the patient should
the product fall outside the acceptable range for that attribute.
Product Design and Understanding
• Product design determines whether the product is able to meet patients’ needs,
which is confirmed with clinical studies.
• Product design also determines whether the product is able to maintain its
performance through its shelf life, which is confirmed with stability studies.
• The key objective of product design and understanding is to develop a robust
product that can deliver the desired QTPP over the product shelf life
• Key elements of product design and understanding include the following
Physical, chemical, and biological characterization of the drug substance(s)
 Identification and selection of excipient ,type and grade, and knowledge of
intrinsic excipient variability
 Interactions of drug and excipients
 Optimization of formulation and identification of CMAs of both excipients and
drug substance
• To design and develop a robust drug product that has the intended CQAs, a
product development scientists gives consideration to the physical, chemical,
and biological properties of the drug substance.
Physical properties - physical description (particle size distribution and
particle morphology ),
polymorphism and form transformation,
aqueous solubility as a function of pH,
intrinsic dissolution rate,
hygroscopicity,
melting point
 Chemical properties – pKa,
chemical stability in solid state and in solution,
photolytic and oxidative stability.
Biological properties - partition coefficient,
membrane permeability,
bioavailability
Critical Material Attributes
• A CMA is a physical, chemical, biological, or microbiological property or
characteristic of an input material that should be within an appropriate limit,
range, or distribution to ensure the desired quality of that drug substance,
excipient, or in-process material .
• Drug substance, excipients, and in-process materials may have many CMAs.
• The effects of variations in process parameters and material attributes are
investigated in process robustness studies.
• CQAs are for output material - product intermediates and finished drug product
CMAs are for input material - drug substances and excipients
• The analysis of these experiments identifies CPPs that could affect drug product
quality and establishes limits for these CPPs (and CMAs) within which the quality
of drug product is assured the relationship between input CMAs and CPPs and
output CQAs
 Steps taken to gain product understanding may include the following:
1. Identify all possible known process parameters that could impact the
performance of the process
2. Use risk assessment and scientific knowledge to identify potentially high-risk
parameters
3. Establish levels or ranges of these potentially high-risk parameters
4. Design and conduct experiments, using DoE when appropriate
5. Analyze the experimental data and, when possible, determine scalability and
apply first principle models to determine if a process parameter is critical. Link
CMAs and CPPs to CQAs when possible.
6. Develop a control strategy. For critical parameters, define acceptable ranges.
For noncritical parameters , acceptable range is the range investigated.
• When more than one process parameter or material attribute is involved, these
defined acceptable ranges may be termed process design space.
Process Design and Understanding
 A pharmaceutical manufacturing process usually consists of a series of unit
operations to produce the desired quality product.
 A unit operation is a discrete activity that involves physical or chemical changes,
such as mixing, milling, granulation, drying, compression, and coating.
 A process is generally considered well-understood when
(1) all critical sources of variability are identified and explained,
(2) variability is managed by the process, and
(3) product quality attributes can be accurately and reliably predicted
 Process parameters are referred to as the input operating parameters
(e.g., speed and flow rate) or process state variables (e.g., temperature
and pressure) of a process step or unit operation.
 A process parameter is critical when its variability has an impact on a
critical quality attribute and therefore should be monitored or controlled
to ensure the process produces . State of process depends on its CPPs and
the CMAs of input materials.
 Process robustness is the ability of a process to deliver acceptable drug
product quality and performance while tolerating variability in the process
and material inputs .
 The effects of variations in process parameters and material attributes
are investigated in process robustness studies.
 The analysis of these experiments identifies CPPs that could affect drug
product quality and establishes limits for these CPPs (and CMAs) within
which the quality of drug product is assured desired quality.
• Design space as the multidimensional combination and interaction of input
variables (e.g.,material attributes and process parameters) that have been
demonstrated to provide assurance of quality
• The relationship between the process inputs( material attributes and process
parameter) and the critical quality attributes can be described in the design
space.
• Parameter movement within design space are not subjected to regulatory
notification. However, movement out of the design space is considered to be a
change and would normally initiate a regulatory post approval change process
• design space is the direct outcome of analysis of the DoE data or validated models
such as first-principle models.
Design Space
CONTROL STRATEGY
• ICH Q10 defines a control strategy as “a planned set of controls derived from current
product and process understanding that assures process performance and product
quality.
• The controls can include parameters and attributes related to drug substance and
drug product materials and components, facility and equipment operating
conditions, in process controls, finished product specifications and the associated
methods and frequency of monitoring and control.”
• A control strategy normally include input material controls, process controls and
monitoring, design space around individual or multiple unit operations, and/or final
product specifications used to ensure consistent quality
• The finished drug products are tested for quality by assessing if they meet
specifications. In addition, manufacturers are usually expected to conduct extensive
in process tests, such as blend uniformity or tablet hardness.
• Pharmaceutical quality is assured by understanding and controlling formulation and
manufacturing variables to assure the quality of the finished product. The end
product testing only confirms the quality of the product.
Process Capability and Continual Improvement
• Process capability measures the inherent variability of a stable process that is in a state of statistical
control in relation to the established acceptance criteria.
• Process capability can be used to measure process improvement through continuous improvement efforts
that focus on removing sources of inherent variability from the process operation conditions and raw
material quality.
• Continuous improvement is a set of activities that the applicant carries out in order to enhance its ability
to meet requirements.
• Continual improvements typically have five phases as follows :
1 Define the problem and the project goals, specifically
2 Measure key aspects of the current process and collect relevant data
3 Analyze the data to investigate and verify cause-and effect relationships. Determine what the relationships
are, and attempt to ensure that all factors have been considered. Seek out root cause of the defect if any.
4 Improve or optimize the current process based upon data analysis using techniques such as design of
experiments to create a new, future state process. Set up pilot runs to establish process capability.
5 Control the future state process to ensure that any deviations from target are corrected before they result
in defects. Implement control systems such as statistical process control, production boards, visual
workplaces, and continuously monitor the process
• In addition, continuous improvement can apply to legacy products.
Legacy products usually have a large amount of historical
manufacturing data.
• Using multivariate analysis to examine the data could uncover major
disturbances in the form of variability in raw materials and process
parameters.
• Continuous improvement could be achieved by reducing and
controlling this variability.
• Newer processes associated with a design space facilitate continuous
process improvement since applicants will have regulatory flexibility
to move within the design space (ICH Q8)
PHARMACEUTICAL QUALITY BY DESIGN TOOL
• Prior Knowledge
• The word “prior” in the term “prior knowledge” not only means
“previous,” but also associates with ownership and confidentiality,
not available to the public. Thus, for the purpose of this paper, prior
knowledge can only be obtained through experience, not education
• Prior knowledge may be the proprietary information, understanding,
or skill that applicants acquire through previous studies
• Prior knowledge in the QbD framework generally refers to knowledge
that stems from previous experience that is not in publically available
literature.
Risk management
• The evaluation of the risk to quality should be based on scientific
knowledge and ultimately link to the protection of the patient and the level
of effort, formality, and documentation of the quality risk management
process should be commensurate with the level of risk .
• The purpose of risk assessment studies is to identify potentially high-risk
formulation and process variables that could impact the quality of the drug
product.
• This study results determine which variables are critical and which are not,
which facilitates the establishment of a control strategy.
• The outcome of the risk assessment is to identify the variables to be
experimentally investigated.
 ICH Q9 (4) provides a non exhaustive list of common risk assessment tools as
follows;
• Basic risk management facilitation methods (flowcharts, check sheets, etc.)
• Fault tree analysis
• Risk ranking and filtering
• Preliminary hazard analysis
• Hazard analysis and critical control points
• Failure mode effects analysis
• Failure mode, effects, and criticality analysis
• Hazard operability analysis
• Supporting statistical tool
Ishikawa diagram
Mechanistic Model, Design of Experiments, and
Data Analysis
• Product and process understanding is a key element of QbD.
• A series of structured tests are designed in which planned changes are made to the
input variables of a process or system.
• The effects of these changes on a predefined output are then assessed.
• The strength of DoE over the traditional univariate approach to development studies
is the ability to properly uncover how factors jointly affect the output responses.
• When DoE is applied to formulation or process development, input variables include
the material attributes (e.g., particle size) and process parameters (e.g., press speed or
spray rate), while outputs are the CQA of the in-process materials or final drug product
(e.g., blend uniformity, particle size or particle size distribution, tablet assay, content
uniformity, or drug release).
• FDA scientists have shown the use of DoE in product and process design in recent
publications.
• Experimental design is a structured, organized method for determining the relationships
between factors affecting a process and the output of that process. It is also known as
“Design of Experiments” (DoE). In other words, the latter is the means of achieving process
knowledge, through the establishment of mathematical relationships between process
inputs and its outputs
• DoE studies work together with mechanism-based studies to achieve better product and
process understanding.
• DoE is a reasonable method to determine the relationship between the inputs and outputs
of a process. It can help identify optimal conditions, CMAs, CPPs, and, ultimately, the
Design Space.
Process Analytical Technology
• The application of PAT may be part of the control strategy
• PAT can provide continuous monitoring of CPPs, CMAs, or CQAs to make go/no go
decisions and to demonstrate that the process is maintained in the design space.
• In-process testing, CMAs, or CQAs can also be measured online or inline with PAT.
• Both of these applications of PAT are more effective at detecting failures than
end product testing alone.
• In a more robust process, PAT can enable active control of CMAs and/or CPPs, and
timely adjustment of the operating parameters if a variation in the environment
or input materials that would adversely impact the drug product quality is
detected.
• Application of PAT involves four key components as follows :
o Multivariate data acquisition and analysis
o Process analytical chemistry tools
o Process monitoring and control
o Continuous process optimization and knowledge management
• Some of the potential benefit of PAT based pharmaceutical manufacturing
include:
enhancing process understanding and reducing process failures
ensuring quality through optimal design, continuous monitoring and
feedback control
reducing cycle time to improve manufacturing efficiency
identifying the root causes of process deviations
• Process analytical chemistry tools provide real time and in situ data about
the status of the process.
• Multivariate data analysis takes the raw information from the PAT tools and
connects it to CQAs.
• Based on the outcome of the data analysis, process controls adjust critical
variables to assure that CQAs are met.
Conclusion
• The goals of implementing pharmaceutical QbD are to reduce product variability
and defects, thereby enhancing product development and manufacturing
efficiencies and postapproval change management.
• It is achieved by designing a robust formulation and manufacturing process and
establishing clinically relevant specifications.
• The key elements of pharmaceutical QbD can include the QTPP, product design
and understanding, process design and understanding, and scale up, control
strategy, and continual improvement.
• QbD is a cost and time efficient approach in design and manufacturing, with DoE,
risk assessment, and PAT as its tools to achieve a better understanding to fields
materials and processes, which make the QbD available and feasible to the
pharmaceutical field.
References
• Yu L.X.,Amidon G.,Khan M.A.Undersatnading pharmaceutical quality
by design.AAPSJ.2014;16(4);771-783.
• Lan Zhang .,Shirui Mao.Application of quality by design in current
drug development AAPSJ.2017;Jan12 (1)1-8.
Thank you!

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Quality by Design

  • 1. Dr .D .Y .Patil Institute of pharmaceutical sciences and research Pimpri ,Pune Understanding Pharmaceutical Quality by Design Name – Pratiksha Ramchandra Bhosale. Class – M. pharm I st year Roll No – 502 Guided By – Dr. S.V.Shirolkar
  • 2. Content • Introduction • QbD Approaches in product development • Elements of Qbd • QTPP • CQAs • Product design and understanding • CMAs • Process design and understanding • Design space • Control strategy • Process improvement • Pharmaceutical quality design tool • Referances
  • 3. Introduction • Quality by design (QbD) is a concept first developed by the quality pioneer Dr. Joseph M. Juran (. Dr. Juran believed that quality should be designed into a product, and that most quality crises and problems relate to the way in which a product was designed in the first place. • Woodcock defined a high-quality drug product as a product free of contamination and reliably delivering the therapeutic benefit promised in the label to the consumer • The US Food and Drug Administration (FDA)encourages risk-based approaches and the adoption of QbD principles in drug product development, manufacturing, and regulation. FDA’s emphasis on QbD began with the recognition that increased testing does not necessarily improve product quality. • Quality cannot be tested into product ;i.e.,quality should be build in by design. • Pharmaceutical QbD has evolved with the issuance of ICH Q8 (R2) (Pharmaceutical Development), ICH Q9 (Quality Risk Management), and ICH Q10 (Pharmaceutical Quality System)
  • 4. Pharmaceutical QbD is a systematic approach to development that begins with predefined objectives and emphasizes product and process understanding and control based on sound science and quality risk management The goals of pharmaceutical QbD may include the following: 1. To achieve meaningful product quality specifications that are based on clinical performance 2. To increase process capability and reduce product variability and defects by enhancing product and process design, understanding and control 3. To increase product development and manufacturing efficiencies 4. To enhance root cause analysis and post approval change management
  • 5. Identifies characteristics that are critical to quality from the patient’s perspective Translate Drug product critical quality attributes (CQAs) Establish relationship between formulation/manufacturing variables and CQAs a drug product with such CQAs to the patient Consistently deliver QbD Approach to product development
  • 6. Define target drug profile and quality target product profile (QTPP) TPP) Identify CQAs Carry out risk assessment linking material attributes and process parameter to CQAs Establish design space Describe control strategy Life cycle management and continuous improvement Elements of QbD
  • 7. Quality Target Product Profile • QTPP is a prospective summary of the quality characteristics of a drug product that ideally will be achieved to ensure the desired quality, taking into account safety and efficacy of the drug product. • QTPP forms the basis of design for the development of the product. • Considerations for the QTPP could include the following :  Intended use in a clinical setting, route of administration, dosage form, and delivery system(s)  Dosage strength(s)  Container closure system  Therapeutic moiety release or delivery and attributes affecting pharmacokinetic characteristics (e.g., dissolution and aerodynamic performance) appropriate to the drug product dosage form being developed  Drug product quality criteria (e.g., sterility, purity, stability, and drug release) appropriate for the intended marketed product
  • 8. Critical Quality Attributes • A CQA is a physical, chemical, biological, or microbiological property or characteristic that should be within an appropriate limit, range, or distribution to ensure the desired product quality . • Identification of CQA is done by risk assessment as per ICH Q9. • CQA is generally associate with drug substances, excipients ,intermediates and drug products • The quality attributes of a drug product may include identity, assay, content uniformity, degradation of products, residual solvents, drug release or dissolution, moisture content, microbial limits, and physical attributes such as color, shape, size, odor, score configuration, and friability. These attributes can be critical or not critical. • Criticality of an attribute is based upon the severity of harm to the patient should the product fall outside the acceptable range for that attribute.
  • 9. Product Design and Understanding • Product design determines whether the product is able to meet patients’ needs, which is confirmed with clinical studies. • Product design also determines whether the product is able to maintain its performance through its shelf life, which is confirmed with stability studies. • The key objective of product design and understanding is to develop a robust product that can deliver the desired QTPP over the product shelf life • Key elements of product design and understanding include the following Physical, chemical, and biological characterization of the drug substance(s)  Identification and selection of excipient ,type and grade, and knowledge of intrinsic excipient variability  Interactions of drug and excipients  Optimization of formulation and identification of CMAs of both excipients and drug substance
  • 10. • To design and develop a robust drug product that has the intended CQAs, a product development scientists gives consideration to the physical, chemical, and biological properties of the drug substance. Physical properties - physical description (particle size distribution and particle morphology ), polymorphism and form transformation, aqueous solubility as a function of pH, intrinsic dissolution rate, hygroscopicity, melting point  Chemical properties – pKa, chemical stability in solid state and in solution, photolytic and oxidative stability. Biological properties - partition coefficient, membrane permeability, bioavailability
  • 11. Critical Material Attributes • A CMA is a physical, chemical, biological, or microbiological property or characteristic of an input material that should be within an appropriate limit, range, or distribution to ensure the desired quality of that drug substance, excipient, or in-process material . • Drug substance, excipients, and in-process materials may have many CMAs. • The effects of variations in process parameters and material attributes are investigated in process robustness studies. • CQAs are for output material - product intermediates and finished drug product CMAs are for input material - drug substances and excipients • The analysis of these experiments identifies CPPs that could affect drug product quality and establishes limits for these CPPs (and CMAs) within which the quality of drug product is assured the relationship between input CMAs and CPPs and output CQAs
  • 12.  Steps taken to gain product understanding may include the following: 1. Identify all possible known process parameters that could impact the performance of the process 2. Use risk assessment and scientific knowledge to identify potentially high-risk parameters 3. Establish levels or ranges of these potentially high-risk parameters 4. Design and conduct experiments, using DoE when appropriate 5. Analyze the experimental data and, when possible, determine scalability and apply first principle models to determine if a process parameter is critical. Link CMAs and CPPs to CQAs when possible. 6. Develop a control strategy. For critical parameters, define acceptable ranges. For noncritical parameters , acceptable range is the range investigated. • When more than one process parameter or material attribute is involved, these defined acceptable ranges may be termed process design space.
  • 13. Process Design and Understanding  A pharmaceutical manufacturing process usually consists of a series of unit operations to produce the desired quality product.  A unit operation is a discrete activity that involves physical or chemical changes, such as mixing, milling, granulation, drying, compression, and coating.  A process is generally considered well-understood when (1) all critical sources of variability are identified and explained, (2) variability is managed by the process, and (3) product quality attributes can be accurately and reliably predicted
  • 14.  Process parameters are referred to as the input operating parameters (e.g., speed and flow rate) or process state variables (e.g., temperature and pressure) of a process step or unit operation.  A process parameter is critical when its variability has an impact on a critical quality attribute and therefore should be monitored or controlled to ensure the process produces . State of process depends on its CPPs and the CMAs of input materials.  Process robustness is the ability of a process to deliver acceptable drug product quality and performance while tolerating variability in the process and material inputs .  The effects of variations in process parameters and material attributes are investigated in process robustness studies.  The analysis of these experiments identifies CPPs that could affect drug product quality and establishes limits for these CPPs (and CMAs) within which the quality of drug product is assured desired quality.
  • 15. • Design space as the multidimensional combination and interaction of input variables (e.g.,material attributes and process parameters) that have been demonstrated to provide assurance of quality • The relationship between the process inputs( material attributes and process parameter) and the critical quality attributes can be described in the design space. • Parameter movement within design space are not subjected to regulatory notification. However, movement out of the design space is considered to be a change and would normally initiate a regulatory post approval change process • design space is the direct outcome of analysis of the DoE data or validated models such as first-principle models. Design Space
  • 16. CONTROL STRATEGY • ICH Q10 defines a control strategy as “a planned set of controls derived from current product and process understanding that assures process performance and product quality. • The controls can include parameters and attributes related to drug substance and drug product materials and components, facility and equipment operating conditions, in process controls, finished product specifications and the associated methods and frequency of monitoring and control.” • A control strategy normally include input material controls, process controls and monitoring, design space around individual or multiple unit operations, and/or final product specifications used to ensure consistent quality • The finished drug products are tested for quality by assessing if they meet specifications. In addition, manufacturers are usually expected to conduct extensive in process tests, such as blend uniformity or tablet hardness. • Pharmaceutical quality is assured by understanding and controlling formulation and manufacturing variables to assure the quality of the finished product. The end product testing only confirms the quality of the product.
  • 17. Process Capability and Continual Improvement • Process capability measures the inherent variability of a stable process that is in a state of statistical control in relation to the established acceptance criteria. • Process capability can be used to measure process improvement through continuous improvement efforts that focus on removing sources of inherent variability from the process operation conditions and raw material quality. • Continuous improvement is a set of activities that the applicant carries out in order to enhance its ability to meet requirements. • Continual improvements typically have five phases as follows : 1 Define the problem and the project goals, specifically 2 Measure key aspects of the current process and collect relevant data 3 Analyze the data to investigate and verify cause-and effect relationships. Determine what the relationships are, and attempt to ensure that all factors have been considered. Seek out root cause of the defect if any. 4 Improve or optimize the current process based upon data analysis using techniques such as design of experiments to create a new, future state process. Set up pilot runs to establish process capability. 5 Control the future state process to ensure that any deviations from target are corrected before they result in defects. Implement control systems such as statistical process control, production boards, visual workplaces, and continuously monitor the process
  • 18. • In addition, continuous improvement can apply to legacy products. Legacy products usually have a large amount of historical manufacturing data. • Using multivariate analysis to examine the data could uncover major disturbances in the form of variability in raw materials and process parameters. • Continuous improvement could be achieved by reducing and controlling this variability. • Newer processes associated with a design space facilitate continuous process improvement since applicants will have regulatory flexibility to move within the design space (ICH Q8)
  • 19. PHARMACEUTICAL QUALITY BY DESIGN TOOL • Prior Knowledge • The word “prior” in the term “prior knowledge” not only means “previous,” but also associates with ownership and confidentiality, not available to the public. Thus, for the purpose of this paper, prior knowledge can only be obtained through experience, not education • Prior knowledge may be the proprietary information, understanding, or skill that applicants acquire through previous studies • Prior knowledge in the QbD framework generally refers to knowledge that stems from previous experience that is not in publically available literature.
  • 20. Risk management • The evaluation of the risk to quality should be based on scientific knowledge and ultimately link to the protection of the patient and the level of effort, formality, and documentation of the quality risk management process should be commensurate with the level of risk . • The purpose of risk assessment studies is to identify potentially high-risk formulation and process variables that could impact the quality of the drug product. • This study results determine which variables are critical and which are not, which facilitates the establishment of a control strategy. • The outcome of the risk assessment is to identify the variables to be experimentally investigated.
  • 21.  ICH Q9 (4) provides a non exhaustive list of common risk assessment tools as follows; • Basic risk management facilitation methods (flowcharts, check sheets, etc.) • Fault tree analysis • Risk ranking and filtering • Preliminary hazard analysis • Hazard analysis and critical control points • Failure mode effects analysis • Failure mode, effects, and criticality analysis • Hazard operability analysis • Supporting statistical tool
  • 23. Mechanistic Model, Design of Experiments, and Data Analysis • Product and process understanding is a key element of QbD. • A series of structured tests are designed in which planned changes are made to the input variables of a process or system. • The effects of these changes on a predefined output are then assessed. • The strength of DoE over the traditional univariate approach to development studies is the ability to properly uncover how factors jointly affect the output responses. • When DoE is applied to formulation or process development, input variables include the material attributes (e.g., particle size) and process parameters (e.g., press speed or spray rate), while outputs are the CQA of the in-process materials or final drug product (e.g., blend uniformity, particle size or particle size distribution, tablet assay, content uniformity, or drug release).
  • 24. • FDA scientists have shown the use of DoE in product and process design in recent publications. • Experimental design is a structured, organized method for determining the relationships between factors affecting a process and the output of that process. It is also known as “Design of Experiments” (DoE). In other words, the latter is the means of achieving process knowledge, through the establishment of mathematical relationships between process inputs and its outputs • DoE studies work together with mechanism-based studies to achieve better product and process understanding. • DoE is a reasonable method to determine the relationship between the inputs and outputs of a process. It can help identify optimal conditions, CMAs, CPPs, and, ultimately, the Design Space.
  • 25. Process Analytical Technology • The application of PAT may be part of the control strategy • PAT can provide continuous monitoring of CPPs, CMAs, or CQAs to make go/no go decisions and to demonstrate that the process is maintained in the design space. • In-process testing, CMAs, or CQAs can also be measured online or inline with PAT. • Both of these applications of PAT are more effective at detecting failures than end product testing alone. • In a more robust process, PAT can enable active control of CMAs and/or CPPs, and timely adjustment of the operating parameters if a variation in the environment or input materials that would adversely impact the drug product quality is detected. • Application of PAT involves four key components as follows : o Multivariate data acquisition and analysis o Process analytical chemistry tools o Process monitoring and control o Continuous process optimization and knowledge management
  • 26. • Some of the potential benefit of PAT based pharmaceutical manufacturing include: enhancing process understanding and reducing process failures ensuring quality through optimal design, continuous monitoring and feedback control reducing cycle time to improve manufacturing efficiency identifying the root causes of process deviations • Process analytical chemistry tools provide real time and in situ data about the status of the process. • Multivariate data analysis takes the raw information from the PAT tools and connects it to CQAs. • Based on the outcome of the data analysis, process controls adjust critical variables to assure that CQAs are met.
  • 27. Conclusion • The goals of implementing pharmaceutical QbD are to reduce product variability and defects, thereby enhancing product development and manufacturing efficiencies and postapproval change management. • It is achieved by designing a robust formulation and manufacturing process and establishing clinically relevant specifications. • The key elements of pharmaceutical QbD can include the QTPP, product design and understanding, process design and understanding, and scale up, control strategy, and continual improvement. • QbD is a cost and time efficient approach in design and manufacturing, with DoE, risk assessment, and PAT as its tools to achieve a better understanding to fields materials and processes, which make the QbD available and feasible to the pharmaceutical field.
  • 28. References • Yu L.X.,Amidon G.,Khan M.A.Undersatnading pharmaceutical quality by design.AAPSJ.2014;16(4);771-783. • Lan Zhang .,Shirui Mao.Application of quality by design in current drug development AAPSJ.2017;Jan12 (1)1-8.