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Overview
• Raman spectroscopy –Rapidly growing technique
• New solution for polymorph screening– Multi-well format
– Automated data collection and analysis
• Result of a year-long collaboration with a major pharmaceutical company
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Polymorphism
• Important issue for pharmaceutical industry–Physical properties
• Bioavailability, stability, dissolution, manufacturability
–Development and manufacturing
–Regulatory
–Intellectual property
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Current Industry Status
• Polymorph characterization is moving to earlier stages in drug development
• More exhaustive screening– Parallel crystallization experiments
• Temperature
• Solvent selection
• Salt selection
• Recrystallization rate
• Increased analytical workload
• More data to analyze
• Demand for more automated analytical tools
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Multi-Well Recrystallization
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Acid A
Acid B
Acid G
Acid C
Acid D
Acid F
Acid H
Acid E
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Common Techniques used in Polymorph Characterization
• X-ray Powder Diffraction (XRD)
• Differential Scanning Calorimetry (DSC)
• Thermal Gravimetric Analysis (TGA)
• Molecular information is lacking
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How Do We Fill the Molecular Information Gap?
• Raman spectroscopy –Measures shifts in wavelength of
scattered light –Shifts are characteristic of compound
and its molecular environment
• High information content–Molecular identification–Differentiates between:
• Polymorphs• Solvates• Hydrates• Amorphic vs. crystalline forms
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Additional Benefits of Raman Spectroscopy
• Raman is well-suited to high throughput screening
• Non destructive
• Fast data acquisition (< 1 sec/sample)
• Little or no sample prep
• Flexible sampling–Microscope slides, glass vials,…etc.
–Measure directly in Microtiter™ plates (48, 96, 384 well)
–In situ monitoring
• Highly sensitive– Sample size flexibility (bulk or single crystal)
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5-Methyl-2-[(2-nitrophenyl)amino]-3-thiophenecarbonitrile also known as “ROY” *
Raman Spectroscopy and Polymorphism
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Yu, L.; Stephenson, G. A.; Mitchell, C. A.; Bunnell, C. A.; Snorek, S. V.; Bowyer, J. J.; Borchardt, T. B.; Stowell, J. G; Byrn, S. R. J. Am. Chem. Soc. 2000, 122, 585.
*
Yellow Polymorph
Orange Polymorph
Red Polymorph
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The Thermo Electron Solution
• The Nicolet™ Almega™ XR–Walk up instrument
–Analytical tool
–Designed for ease of use
–Highest reliability
–Highly automated
–Regulatory compliant
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Raman Spectroscopy - Nicolet Almega XR
• Completely integrated system
• Laser safety Class I
• Micro analysis– Single crystals
– 96-well plates
– High quality visual imaging
– Polarized light
• Extensive automation
• No maintenance
• Reliable results
• Regulatory compliant
• Comprehensive software
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No Maintenance
• System alignment–Traditionally high maintenance
–Thermo solved this problem
–Patented autoalignment technique• Added benefit – maximum performance
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Trusted Results
• Automated system calibration– Integrated on-board standards
– Unattended operation
– Scheduled during off hours
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Regulatory Compliance
• System validation
–ValPro™ instrument qualification package
• Comprehensive qualification tools
– DQ, IQ, OQ
• Traceable standard
• Digital signatures
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• OMNIC™ software suite–Automates all aspects of instrument control
–True push-button operation
–Minimal training time
–Automated data analysis
Comprehensive Software
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OMNIC Array Automation Software
• Most advanced solution for polymorph characterization
• Developed and tested with pharmaceutical partner– Full year collaboration in a true drug development environment
• Automates extraction of useful information – Data collection
– Data processing
– Data analysis
• LIMS compatible
• Robotics ready
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Easy Experimental Set Up
• Pre-defined templates–24, 48, 96, 384, 1536-well
microtiter plates
–Capillary arrays
–Micro-arrays
–Custom arrays
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• Point and click navigation
• Specify which wells to sample
• Specify data collection method for each well
Easy Experimental Set Up
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Easily Understandable Results
• Graphical presentation of data analysis– Point and click navigation and retrieval of spectral information
– Photo documentation of each measurement
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Overcoming the Challenge of Automated Data Analysis
• Eliminate background interference
• Facilitate automated spectrum to spectrum comparisons
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Raman shift (cm-1)
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Elimination of Background Fluorescence
• Norris derivative – Eliminates fluorescence
interference while revealing spectral similarities
– Permits batch elimination of interference
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Results Extraction From Entire Data Set
• The challenge– Compare all spectra with all the others in the array
to identify known classes and potential new forms
• Cluster analysis algorithm performs a cross correlation between all members in a data set
– Assigns spectra to groups based on similarity
– Identifies outliers
– Results are processed and presented visually
– Immediately grasp results of entire experiment
• Rapid analysis of large and complex data sets
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YellowCluster
Green Cluster
BlueClusterRed
Cluster
Purple Outliers
Visual Display of Grouped Wells
• Cluster analysis displays wells grouped together by spectral similarity
• Each line represents a single well
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Identifies Known Polymorphs and New Forms
• Color-codes wells into four groups
– Colored red, green, blue and yellow
• Twenty wells do not fall into any of the four groups
– Colored purple– Potentially new forms
• Reports results to LIMS
• Manual spectral comparison takes skilled analyst 4 hours per 96-well plate
• Array Automation takes 5 minutes
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Apply Norris derivative to eliminate fluorescence interference
Cluster analysis
Rapid Data Processing with Array Automation
Polymorphs identified by color coding
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Summary
• Raman fills the critical molecular information gap
• The Thermo Raman tool is particularly well suited for the pharmaceutical analytical laboratory
–High degree of automation–High reliability–Automated data analysis–Complete instrument qualification tools
• Thermo has developed an advanced solution for polymorph screening
• Thermo is committed to partnering with you