Developing an Appropriate Design Space Strategy to Mitigate Variability in Downstream Processing Operations
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1 1 Developing an Appropriate Design Space Strategy to Mitigate Variability in Downstream Processing Operations Justin McCue Biogen Idec Corporation September,
2 2 Overview Chromatography column scale up approach Scale up considerations and challenges Chromatography Adsorbent Lot Variability Two case studies HIC- Monomer/Aggregate Separation Anion Exchange-Product-related Impurity Separation Design Space Approach Ways to control adsorbent lot variability through QBD Conclusions and acknowledgements
3 3 General Chromatography Column Scale Up Approach Development Scale Pilot Scale MFG Scale Bed Height held constant 100x Scale Up 100x Scale up 1 cm column diameter 10 cm column diameter 100 cm column diameter Bed height constant during scale up Scale up by increasing column diameter and volumetric flow rate Development scale to cgmp scale: ~10,000x Volumetric Scale up factor 3
4 4 Scale Up Challenges with Adsorbent Lot Variability Different lots may need to be used across scales Multiple lots/lot mixtures may be required to pack a large scale column If adsorbent lot variability exists, risk that column performance/product quality could change during scale up 4
5 5 Case Studies Case Study #1 HIC (Phenyl Sepharose FF) adsorbent lot variability Differences in yield and aggregate removal using different adsorbent lots Case Study #2 Anion Exchange adsorbent lot variability Differences in yield and removal of process-related impurity species during column wash step 5
6 6 Case Study #1 HIC Adsorbent Lot variability 6
7 7 Motivation for Study HIC commonly used to separate monomer and aggregate species for protein therapeutics (monoclonal antibodies, fusion proteins) HIC adsorbent (Phenyl Sepharose FF) must reduce aggregate levels from 10 20% to < 1% Difficult separation Column yields limited to <70% Superior adsorbent for this particular separation Separation sensitive to column residence time (operating velocity, bed height) and column loading Column performance sensitive to adsorbent lot (ligand density)
8 8 UV Absorbance Experimental Finding: Lot to lot Performance Variability Development Data: Column Elution Profiles for Different adsorbent Lots Isocratic Elution Condition #1 Isocratic Elution Condition #2 adsorbent Ligand Density (μmole/ml) UV Absorbance adsorbent Ligand Density (μmole/ml) Elution Column Volumes Elution Column Volumes Similar elution profile for lots having lower ligand densities Ligand density of 40 and 42 μmole/ml Similar elution peak profiles Smaller elution peaks when adsorbent ligand density was increased to μmole/ml Suggests product yield (and maybe purity) could be different when using adsorbent lots containing higher ligand densities
9 Potential Scale Up Challenge: Lot to lot Performance Variability Development Data: Column yields for Different adsorbent Lots (Isocratic elution conditions) Column Yield (%) Similar Yields Lower Yields Ligand Density (umole/ml resin) 9 Downward trend of yield with higher ligand densities Lot to lot variability Use modeling insights to evaluate impact of adsorbent lot variability prior to scale up
10 10 Modeling to Assist in Process Scale-Up Formulate mechanistic model to predict Monomer/Aggregate separation over range of column operating conditions Determine governing separation performance parameters Predictive tool Understand mechanism responsible for lot-to-lot variability in performance Apply model to evaluate acceptable operating conditions prior to scale up Developing a use test to aid in adsorbent screening and potential design space prior to scale up
11 11 Adsorption of Monomer/Aggregate Species Competitive Langmuir Isotherm model with irreversible binding of aggregate species 1 Monomer Species (C 1 ) Aggregate Species (C 2 ) C 1 C 2 k 1,ad k -1,de k 2,ad k -2,de Irreversibly bound aggregate Q 1 Q 2 Q 2, Irr k 2,irrev Phenyl Sepharose Adsorbent Surface (Solid Phase) Aggregate species binds irreversibly to the HIC adsorbent Irreversible term included in the Adsorption Isotherm Model 1 J.T. McCue, et al., Bioprocess and Biosystems Engineering, 31 (2008) 261.
12 12 Correlation between Binding constant and Column Performance Similar Yields ( Acceptable Lots ) Lower Yields ( Unacceptable Lots ) 7 6 Column Yield (%) Binding Constant (K) Not Acceptable (K > 2) (low yields) K ~ Similar Binding Constants Higher Binding Constants Acceptable (K < 2) (similar yields) Ligand Density (μmole/ml resin) Able to distinguish lots containing different ligand densities using an alternative test (Binding Constant from Adsorption isotherms)
13 13 Further Model Applications: What happens if we are not able to Cherry Pick adsorbent lots? Can we use the model to determine acceptable operating conditions if the adsorbent lot or lot mixture is outside the acceptable range?
14 14 Effect of Higher adsorbent Ligand Density: Experimental Data Agggregate (%) Feed: 20 % aggregate Aggregates too high! LIgand Density (μmole/ml) Ammonium Sulfate Eluate Buffer Concentration (mm) Using adsorbent lots with lower ligand density levels will increase aggregates above acceptable levels (e.g M Ammonium Sulfate, < 2.0% Aggregate)
15 15 Effect of Higher adsorbent Ligand Density: Experimental Data Feed: 20 % aggregate LIgand Density (μmole/ml) 40 Agggregate (%) Ammonium Sulfate Eluate Buffer Concentration (mm) Change of operating conditions will be required (increase Ammonium Sulfate concentration from 0.35 to 0.45 M)
16 Modeling Predictions to Guide Scale Up aggragte [%] yield [%] Feed: 20% Aggregate ammomium sulfate [M] ligand density [umol \ ml] 16 Model used to predict acceptable operating conditions For a ligand density of 47 μmole/ml, aggregate levels will be 2.0% and product yields 50% if Ammonium sulfate concentration in the elution buffer is 0.29 M
17 17 Modeling Predictions to Guide Scale Up aggragte [%] yield [%] Feed: 20% Aggregate ammomium sulfate [M] ligand density [umol \ ml] Similar product purity and yield achievable for lower ligand density lots (42 μmole/ml) if AS concentration increased from 0.29 M to 0.41 M AS
18 18 Mechanistic Modeling to Guide Process Scale up for Adsorbent Variability Mechanistic model provides additional insight on separation performance prior to scale up Determine most sensitive (governing) input parameters Useful for predicting performance of the unit operation outside the range explored during development Developed a protein-specific use test to assist in screening adsorbent lots Model applied to predict acceptable conditions for different adsorbent ligand density levels Useful if selection of adsorbent lots with specific ligand densities is not possible
19 19 Model Case Study #2 Anion Exchange Adsorbent Lot variability
20 20 Background for Case Study #2 Anion exchange column performed in the bind/elute mode Main function of column Removal of a product-related impurity species in wash step (prior to product elution) Desirable to have 5-10% product loss in wash to ensure the product-related impurity is effectively removed Difficult separation due to similarities between the productrelated impurities and target product Column performance sensitive to changes in column loading and wash buffer composition (ph, Osmolality) Significant adsorbent lot variability
21 21 Adsorbent Lot Variability During Wash Step Protein Loss During Wash Step for Different Adsorbent Lots 1 Increase in protein loss during wash step for adsorbents lots containing higher Ionic Capacity Some resin lots which did not follow the trend 1 Cecchini, D.; Quality by Design for Biopharmaceuticals, 2009, P. 140
22 22 Adsorbent Lot Variability During Wash Step Protein Loss During Wash Step for Different Adsorbent Lots 1 Increase in protein loss during wash step for adsorbents lots containing higher Ionic Capacity Some resin lots which did not follow the trend May require an additional correlation beyond one provided on the COA or by the Vendor 1 Cecchini, D.; Quality by Design for Biopharmaceuticals, 2009, P. 140
23 23 Adsorption Isotherms for Different Adsorbent Lots Liquid Phase: Column Wash Buffer q (mg protein/ml resin) Adsorbent Ionic Capacity 99 μeq/ml 153 μeq/ml 131 μeq/ml 150 μeq/ml C F (mg/ml) q = K L *C Lot to lot variability measured during protein adsorption isotherm experiments using the wash buffer conditions Measure the binding constant (K L ) for each of the adsorbent lots
24 24 Process-Specific Adsorbent Use Test Correlation between Protein Loss (in Wash step) and Binding Constant for different Adsorbent Lots 16 Protein Loss during Wash (%) y = x R 2 = Binding Constant (K L ) Correlation between binding constant and column performance Process-specific use test can be used to detect differences in adsorbent lot performance
25 25 Manufacturing Process Control Considerations How do we control differences in lot variability during GMP MFG? Potential impacts on both process consistency and product quality Several Approaches Exist Conventional Approach Select operating conditions/range in which all adsorbent lots will have acceptable performance May result in sub-optimal process performance Cherry pick Approach Use only certain adsorbent lots in MFG processing May or may not be possible Not desirable Design Space/QBD Approach Design space filing which includes ranges in column operating conditions Can control adsorbent lot variability through changes in the column operating conditions
26 Design Space Approach for Anion Exchange Effect of Wash Buffer ph and NaCl Concentration on Product Loss in Wash x x Adsorbent Lot A 26 Change the wash buffer composition to achieve the appropriate level of product removal during the wash step Provides flexibility in managing different adsorbent lots Potential impacts on both process consistency and product quality
27 27 Design Space Approach for HIC aggragte [%] yield [%] Feed: 20% Aggregate ammomium sulfate [M] ligand density [umol \ ml] Change the Elution Buffer Ammonium Sulfate concentration to achieve consistent product quality and yield for different adsorbent lots
28 Design Space Approach for HIC aggragte [%] yield [%] Feed: 20% Aggregate ammomium sulfate [M] ligand density [umol \ ml] 28 QBD filing can include ranges for elution buffer composition Selection of the elution buffer composition can be based upon the adsorbent lot binding constant Provides additional process control to ensure consistent and optimal process performance
29 29 Conclusions Adsorbent lot variability should be evaluated, especially when performing difficult separations Illustrated with two case studies: HIC and Anion Exchange columns Formulated a mechanistic model useful as a predictive tool Adsorbent CoA information can be helpful, but a process/product specific use test may be required to correlate adsorbent lot variability with process performance Measurement of adsorption isotherm binding constants-useful to detect difference among adsorbent lots Flexibility in selecting elution or wash buffer composition to provide optimal process performance Design Space/QBD Filing strategy could be used to implement this approach in drug substance manufacturing
30 30 Acknowledgements Philip Engel Austen Ng Rich Macniven Jason Dube 30
31 31 References Phenyl Sepharose Modeling and Adsorbent Lot variability across scales J.T. McCue, P. Engel, A. Ng, R. Macniven, J. Thömmes, Modeling of Protein Monomer/Aggregate Purification and Separation Using Hydrophobic Interaction Chromatography, Bioprocess and Biosystems Engineering, 31 (2008) 261. J.T. McCue, P. Engel, J. Thömmes, Effect of Phenyl Sepharose Ligand Density on Protein Monomer/Aggregate Purification and Separation Using Hydrophobic Interaction Chromatography, Journal of Chromatography A, 1216 (2009) 902. J.T. McCue, P. Engel, J. Thömmes, Modeling the Effects of Column Packing Quality and Residence Time Changes on Protein Monomer/Aggregate Separation, Journal of Chromatography A, 1216 (2009)
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