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Case examples from Novartis Lorenz Liesum, Lead PAT Hamburg, 19 th of April 2013 Application of PAT for Tablet Analysis

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Page 1: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Case examples from NovartisLorenz Liesum, Lead PAT Hamburg, 19th of April 2013

Application of PAT for Tablet Analysis

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Agenda

| ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only2

PAT@Novartis• Organization• Business Drivers and Cases

NIR Spectroscopy for Tablet Analysis• Motivation and Advantages in terms of cost and quality• Case example 1: Off-line implementation• Case example 2: At-line application

Conclusion and Outlook

Page 3: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Production Domain

Development Domain

Definition QbD (Quality by Design)

QBD

PAT

Risk Assessment

MVDA

DoEDesign Space

Real Time

Release

New approach to develop and control processes and the quality of the products

3 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

ProcessUnderstanding

ProcessControl

Page 4: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Two PAT perspectives

PAT

Quality

Process

• QbD• Real Time Release• Process Validation• Continuous Process

Verification

• Feedback Control• Endpoint determination• Energy savings• Yield improvements

4 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

Decrease variability and# of deviationsIncrease level of QA

Increase of efficiency andyield

Page 5: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

PAT applications – Pharmaceutical Operations

Granulation Drying Blending Compression/Film Coating

-0.5

0

0.5

1

1.5

2

2.5

3

3.5

0.00 1.00 2.00

drying time [h]

wei

ght%

Water (NIR)Water (Karl Fischer)

Scale up and monitoring

Endpoint determination

Monitoring andReal time release

Endpoint determination

100 % ID testing for excipient and API by NIR and Raman

5 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

Page 6: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Content Uniformity by NIR

6 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

Page 7: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Advantages of NIR for Tablet Analysis Overview

Very fast, since no dilution/sample preparation is necessary

Enabler of analysis of large sample size as recommended by EMA for continuous process verification

Non-destructive

Minimum chemical disposal and exposure

Very robust and reproducible and therefore transferable between sites

Sensitive to physical properties of the tablets

7 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

Page 8: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Limitation and constraints Overview

Sensitivity limited to approx. 1%, no trace method and not adequate for analyzing impurities

Transmission not feasible for very thick tablets and for special coatings

Need for chemometric evaluation and expertise

Only applicable for polar organic molecules with C-H,O-H and N-H bonds

Sensitive to process variability

8 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

Page 9: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Quality benefit: Increase of Sample Size

The increase of the sample size from 10 to 100 – 1000 leads to• Better understanding of the distribution type of the tablets' content

- Normal type distribution- Unimodal vs. bimodal distribution- Presence of outliers

• Lowering the confidence interval for the coefficient of variation (relative standard deviation)

• Dynamic information of the compression run• Increases the chance detecting strong outliers

| ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only9

Page 10: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Business benefitReducing QC labor cost

Very simplified business case: Investments:

• Spectrometer 100 000 Euros• Qualification effort 100 000 Euros• Development and validation effort 300 000 Euros

Benefits• 1 CU + ID determination need 8 h lab work : 500 Euros• For a product with 1000 batches a year : 500 000 Euros

Based on batch volumes the return of investment is approx. 1- 3 years.

| ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only10

Page 11: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Case Example 1Offline Application

To develop a robust UDU-CU method by NIR spectroscopy for rapid analysis • Equivalency to the reference HPLC method• Transferability of the method across instruments and to production

site(s)

11 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

HPLCn=10

NIR off linen=30

NIR at linen>100

Page 12: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

| ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

Mount PATThe GMP “North Route”

Feasibility and instrument selection

Instrument Qualification

Development and Calibration tablets

Validation

Submission and Inspection

MaintenanceImprovement

Continual

The Matterhorn, CH

12

Page 13: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Regulatory referencesGuidelines from USP, FDA and Pharm. Eur.

USP <905> Uniformity of dosage units

USP <1119> NIR spectroscopy

Guidance for Industry, PAT – A Framework for Innovative Pharmaceutical Development, Manufacturing and Quality Assurance

ICH Q2(R1) Validation of analytical procedures

Ph.Eur. 2.9.40 Uniformity of dosage units

Ph.Eur. 2.9.49 Handling of large sample sizes

Ph.Eur. 2.2.40. NIR spectrophotometry

Guideline on the use of NIR by the pharmaceutical industry and the data requirement for new submissions and variations, EMEA 2003/2009

13 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

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Development

14 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

Page 15: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

DevelopmentGeneral statement

A detailed vendor evaluation and feasibility investigation concerning the modalities was carried out prior to the final development of the methods

For each dosage strength a dedicated method was developed in diffuse transmission on an off-line instrument

The development and validation was carried out in the pharmaceutical development unit in East Hanover (NJ) in the US and then transferred to the production site in Switzerland

15 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

Page 16: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

What to consider first....

Calibration tablets• Range ? • Composition/calibration design in order to avoid chance correlations• Representative ?

Acquisition settings• Resolution and number of scans determine overall acquisition time

Challenges• Placebo tablets

| ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only16

Page 17: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Methodology

NIR

Calibration tablets

NIR calibration spectra

Calibration Model

External validation (or test) tablets

NIR validation spectra API content of validation tablets

API content

Product X

NIR Reference method (HPLC)

Chemometrics

Product X

17 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

Page 18: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Validation

18 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

Page 19: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Method ValidationICH Q2

19 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

Page 20: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Data structure for Validation

Calibration set(used for Modeling)

Test set(Internal Validation)

Validation Set(External Validation)

Validation Protocol is issued.

Model is fixed.Model development

Validation Report

Model implementation

Linearity

Accuracy

Specificity

Precision: Repeatability

Precision: Intermediate precision

Robustness (Hardness, Thickness)

Accuracy at target

Precision: Repeatibility

20 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

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Method Transfer

21 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

Page 22: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

The same tablets were analyzed in center A (USA) and then shipped to Switzerland for a second analysis

| ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only22

Page 23: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Case Example 2Objective To develop a robust UDU-CU method by NIR spectroscopy

for at-line analysis together with physical properties (weight of the tablet) • Equivalency to the reference HPLC method• Fully automated and robust at-line system with accurate result, low

maintenance effort and feed back control option

23 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

HPLCn=10

NIR off linen=30

NIR at linen>100

Page 24: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Case Example 2

Taking the next step: At line measurement• No involvement of an operator• Timely measurement as the compression is ongoing• Large sample sizes • Real Time Release Testing• Combine physical with chemical data (weight and thickness/content)• Possibility of feedback or stop process

| ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only24

Page 25: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

New Challenges apart from Spectroscopy

Mechanical Robustness• Smooth transfer of tablets from the compression line to the analyzer• Correct positioning of tablets in the sample holder

Automation• Interface between NIR equipment and compression machine to

- To “order” new tablets- To stop the process if significant deviations are observed

• Reporting of results including new statistics• Alert management• User friendly

| ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only25

Page 26: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Balance for getting the best solution

Automation

MechanicsSpectroscopy

| ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only26

AccuracyRobustness

Control/Alert ManagementUser friendlinessData handling

Page 27: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

CU by NIR Tablet analysis

Goals and objective• Process monitoring assuring process stability (essential for

continuous manufacturing)• Assessment of capability and distribution• Real time release for CU and Identity

27 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

Page 28: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Change for confidence intervals for mean and standard deviations

CI for standard deviation is for n=10 is very broad though the standard deviation is main information describing CU

| ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only28

Page 29: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Process Validation and CPV

Within a process validation an intensive sampling is performed in order to better characterize the process dynamics and variability, e.g. 10 tablets at start, middle and end or applying the Bergum approach with defined sampling intervalls.

After process validation the CU is only reduced to the analysis of 10 tablets

With CU NIR you can apply the validation requirements on every batch in the sense of continuous process verification

| ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only29

Page 30: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

CPV of a compression run using NIR data

Intra batch variability: potency as a function of time

Inter batch variability: CU as function of batch number

XVar(Content)

30 | ISPE | Liesum | 19th of April | PAT for Tablet Analysis | Business Use Only

Page 31: Application of PAT for Tablet Analysis - ISPE - DACH · Application of PAT for Tablet Analysis. Agenda 2 ... Method Validation ICH Q2 19| ISPE ... Method Transfer 21| ISPE

Conclusions Important aspects to be considered

• Convince people in QA and production for a change in mindset• A lot of training is needed to ensure that necessary skill set and

understanding is established• A PAT project is not completed right after validation, then it actually

starts with automation, maintenance and using it at a daily basis• and ....

ience