Continuous Manufacturing Process Development for Crystallization
Continuous Manufacturing Process Development for Crystallization
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Continuous Manufacturing Process Development for Crystallization

Continuous Crystallization

Transition from batch to continuous crystallization with confidence, backed by QbD-driven design space mapping and PAT integration.

  • Hybrid model-driven design space determination
  • Metastable polymorph control strategies
  • Real-time PAT integration for process monitoring
  • MSMPR or OBC crystallizer selection and sizing
  • Scalable from lab to commercial manufacturing

De-risking Continuous Crystallization for Pharmaceutical Manufacturing

Continuous crystallization offers consistent product quality and reduced cost, but successful implementation requires precise control over supersaturation, residence time, and mixing. Our service provides the hybrid modeling and experimental verification needed to consistently achieve your target crystal form and particle attributes through systematic process understanding and control.

  • Define CPPs and CQAs through systematic QbD
  • Design space mapped with mechanistic and data-driven models
  • PAT tools selected and validated for in-line monitoring
  • Metastable polymorph stability ensured across scale
Scalable
Predictive
PAT-Integrated
Our Methodology

A Hybrid Modeling & QbD Framework

We combine mechanistic understanding with experimental data to design a continuous crystallization process that delivers consistent quality attributes while minimizing development time and risk.

Model-Driven Process Design

Kinetic and thermodynamic models are built and validated with lab-scale data to simulate residence time distribution, supersaturation profiles, and polymorph conversion. These models guide equipment sizing and process parameter selection.

  • Mechanistic simulation for MSMPR and OBC configurations
  • CPP–CQA sensitivity analysis via hybrid models
  • Design space exploration with minimal experimental runs

Experimental Mapping & PAT Integration

Targeted experiments validate the design space and confirm polymorph control. Process analytical technology sensors (Raman, FBRM, turbidity) are deployed for real-time monitoring and feedback control.

  • Steady-state and transient runs to map operating window
  • In-line PAT for supersaturation and particle size tracking
  • Control strategy refined based on real-time data

Quality by Design

CPPs and CQAs are identified upfront to establish a design space that ensures reproducible crystal form and particle properties across scale.

Polymorph Control

Metastable forms are stabilized through optimized process conditions and seeding strategies, preventing unwanted conversion during continuous operation.

Scale-Up Support

Process modeling delivers equipment sizing recommendations and tech transfer documentation to accelerate pilot and commercial implementation.

What You Receive

Actionable Process Understanding & Documentation

Every project delivers a comprehensive data package that supports regulatory filing and seamless technology transfer.

Data Deliverables

  • Design space map with validated operating window
  • CPP–CQA correlation matrix and sensitivity analysis
  • Polymorph control strategy and stability data
  • PAT method selection and validation report

Reporting & Support

  • Final process development report with modeling details
  • Equipment sizing recommendations for scale-up
  • Technology transfer package (BPR, control strategy)
  • Consultation on regulatory filing strategy
Project Scope

Customizable to Your Molecule and Phase

The scope of each project is defined in collaboration with your team. Typical parameters are listed below and adapted to your specific development stage and compound properties.

ParameterTypical Project Scope
Crystallizer TypeMSMPR or Oscillatory Baffled Crystallizer (OBC), selected based on compound characteristics
Crystal Form TargetDesired polymorph, hydrate, solvate, or co-crystal; stability against conversion routes
Process ModeAntisolvent, cooling, or reactive crystallization; single- or multi-stage continuous
Modeling ApproachHybrid mechanistic–data-driven models (e.g., population balance, CFD, ML surrogates)
PAT ToolsRaman spectroscopy, FBRM (focused beam reflectance measurement), turbidity, or ATR-FTIR as needed
Scale of StudyLab (100-500 mL) through pilot (5-20 L) as scoped per project
Analytical SupportXRPD, DSC, TGA, HPLC, particle size distribution, microscopy
DocumentationDesign space report, process description, control strategy, tech transfer package
Development Process

From Target to Validated Continuous Process

A structured, five-stage workflow that combines computational modeling with targeted experimentation to deliver a robust crystallization process.

Target Crystal Form & CQA Definition

Identify the desired polymorph or crystalline form and define critical quality attributes (e.g., particle size, morphology, purity). Establish baseline solid-state characterization.

CPP Identification & Design Space via QbD

Apply Quality by Design principles to map critical process parameters (temperature, feed rate, residence time, antisolvent ratio) to CQAs using design-of-experiments and mechanistic modeling.

Crystallizer Selection & Modeling

Select crystallizer type (MSMPR or OBC) based on compound properties and required throughput. Build population balance or hybrid models to simulate supersaturation and residence time distribution.

Process Simulation & Equipment Sizing

Run steady-state and dynamic simulations to define equipment geometry, mixing intensity, and heat transfer requirements. Optimize operating conditions for target yield and crystal attributes.

Experimental Validation & Control Strategy

Conduct laboratory-scale continuous runs to validate the design space. Deploy PAT sensors for real-time monitoring and refine the control strategy for consistent product quality.

Applications

Tailored Solutions for Pharmaceutical Challenges

Our continuous crystallization service addresses common solid-state development hurdles across API lifecycle stages.

Maintain Metastable Polymorph Stability in Continuous Mode

Metastable forms that offer superior bioavailability or manufacturability are notoriously difficult to scale. Our process design stabilizes the target form by controlling supersaturation, residence time, and seeding strategy, preventing conversion to more stable phases.

  • Seeding and anti-solvent addition profiles to favor metastable form
  • Real-time polymorph monitoring via Raman spectroscopy
  • Stability verification under steady-state continuous operation

Achieve Desired Crystal Size, Shape, and Flow Properties

Continuous crystallizers offer precise control over particle attributes through manipulation of mixing, residence time, and supersaturation. Our models predict the impact of CPPs on particle size distribution and morphology.

  • Target mean particle size and aspect ratio
  • Reduce fines or agglomeration through process tuning
  • Scale-up predictions for consistent powder handling

Purify API Through Selective Crystallization

Continuous crystallization can achieve higher purity by maintaining constant supersaturation and allowing selective inclusion or exclusion of impurities. Our approach integrates impurity fate studies into the design space.

  • Mechanistic modeling of impurity uptake
  • Optimize purge ratio and residence time for maximum rejection
  • PAT-based monitoring of impurity profiles

De-Risk Technology Transfer from Lab to Commercial

Hybrid models capture scale-dependent phenomena such as mixing and heat transfer, enabling reliable scale-up predictions. Our service provides equipment specifications, process control strategies, and a tech transfer package.

  • Computational fluid dynamics (CFD) for mixing and heat transfer
  • Pilot-scale experimental runs to validate model predictions
  • Comprehensive tech transfer report for regulatory submission
Frequently Asked Questions

Common Questions About Continuous Crystallization Development

We address typical concerns to help you evaluate this approach for your molecule.

  • Continuous crystallization operates at steady state, offering consistent product quality, reduced batch-to-batch variability, and higher throughput per vessel volume. The control strategy must address residence time distribution, supersaturation dynamics, and polymorph stability under continuous flow, which differ from batch cooling or antisolvent profiles. Our workflow accounts for these differences using mechanistic models and PAT.

  • We support Mixed Suspension Mixed Product Removal (MSMPR) and Oscillatory Baffled Crystallizers (OBC), the two most common continuous designs for API manufacture. The selection depends on compound properties, solid handling, and required throughput. Each is modeled and sized to fit your process.

  • Metastable polymorph control is achieved by maintaining supersaturation within the form's metastable zone, using optimized seeding, and controlling temperature and anti-solvent addition profiles. In-line PAT (Raman, FBRM) monitors form conversion in real time, allowing feedback adjustments during development.

  • Typically we require a few hundred milligrams of your compound for initial solubility, metastable zone width, and polymorph screening experiments. The exact amount is scoped per project depending on the number of conditions and crystallizer volume. Our service team will discuss material requirements during consultation.

  • Our focus is on the crystallization step itself, but we design the slurry outlet conditions (temperature, solids concentration) to be compatible with downstream continuous filtration and drying operations commonly used in end-to-end continuous manufacturing. Coordination with downstream unit operations can be included in the project scope.

  • Our deliverables include the design space description, control strategy, and process understanding documentation that support regulatory submissions (IND, NDA). We do not provide regulatory filing services but supply the technical package your team needs to satisfy QbD and continuous manufacturing expectations.

Scientific Literature

References

  1. Zhao B, Zang H, Zhong L, et al. Review of the Application of PAT in the Pharmaceutical Continuous Crystallization Process. Current topics in medicinal chemistry. 2023;23(18):1699-1714. View on PubMed
  2. Rajoub N, Gerard CJJ, Pantuso E, et al. A workflow for the development of template-assisted membrane crystallization downstream processing for monoclonal antibody purification. Nature protocols. 2023;18(10):2998-3049. View on PubMed

Please kindly note that our products and services are for research use only.