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Solid-state Spectroscopy of
Materials (Polymorphism)
      Mark J. Sullivan, Ph.D.
      2012 SAS Tour Speaker



                                1
Outline
   Solid Forms: Polymorphs, Pseudopolymorphs,
    Salts, Hydrates and Co-crystals
   Why polymorphism is important
   Tools for characterizing polymorphs
     Conventional
     Spectroscopic

   Applications of spectroscopy for polymorph
    identification and quantitative analysis

                                                 2
Allotropes are the Elemental
Counterparts to Molecular Polymorphs




  Diamond      Graphite    Fullerene, C60


                                            3
Solid Forms of Drug Substances


                           Polymorph




                                       Salt

                 Hydrate




Co-crystal                             Solvate

                                                 4
Paracetamol: an Example of
      Stacking Polymorphs




                              Projection 2 1
                                Projection

               Polymorph I                  Polymorph II

Boldyreva et al., Journal of Thermal Analysis and Calorimetry 2002,68,437-452   5
Ritonavir: an Example of
Conformational Polymorphs




 Polymorph I                                   Polymorph II

 Bauer et al., Pharmaceutical Research 2001, 18(6), 859-866   6
Why Polymorphism is Important
    Physical properties
         Bioavailability
              Solubility
         Processability
              E.g., Compressability
    Form stability
         Most stable form
         Metastable form
    Intellectual property
         Patent protection/ extension
    ICH Q6A, Federal Register, 2000, 65(251), 83041-83063
                                                            •7
The Impact of Solid Form Issues
        Can be Costly
   Ritonavir (Norvir)
       Precipitate in semisolid capsules led to dissolution failure
       Reformulated post marketing with polymorph II in place of polymorph I
   Atorvastatin (Lipitor)
       Amorphous salt crystallized during Phase III development
       Bioequivalence study required to change from amorphous to crystalline
        salt
   Alendronate (Fosamax)
       Generic version with a different crystalline form was launched before
        patent expiration
   Topiramate (Topamax)
       Innovator licensed and paid royalties on the trihydrate patented by a
        competitor
                                                                                8
Solid Form Characterization is Important from
    Discovery through Commercialization
Stage of Development        Desired Outcome                  Possible Risk
Form screening/ selection   Favorable solubility, dose and   Incomplete patent portfolio
                            formulation characteristics      coverage of solid forms
                                                             over product lifecycle
Preformulation              Sufficient bioavailability       Metastable form may yield
                                                             best exposure
Chemical Synthesis and      Form control, stability          New forms e.g., solvates
Scale-up                                                     may appear
Pharmaceutical Process      Favorable dissolution,           •Incompatibility with
Development                 solubility, bioavailability,     excipients
                            stability                        •New forms e.g., hydrates
                                                             may appear
Commercialization           Patents on all possible solid    •Generic competition for
                            forms with known                 innovator companies
                            bioequivalence to extend         •Licensing solid forms with
                            product lifecycle                better characteristics
                                                                                           9
Pharmaceutical Processes That May Cause
     Changes in Drug Substance Solid Form
   Recrystallization
   Filtration
   Milling
   Roller Compaction
   Wet Granulation
   Drying
   Tablet Compression
   Dissolution

                                              10
Conventional Tools for
              Characterizing Solid Forms
Technique           Property Measured         Parameters Measured
X-ray diffraction   •Polymorphism             •Long range crystalline order
Single crystal &    •Crystallinity
powder              •Crystal structure
DSC                 Polymorphism              •Heat flow vs. temperature
                    Glass transition          •Tm, Tg, ΔH
TGA                 •Hydrate/ Solvate         •Change in mass with temperature
Microscopy,         •Morphology               •Image
PLM                 •Crystallinity
SEM                 •Polymorphism
Dynamic Vapor       •Hydrate/ Dehydration     •Hygroscopicity
Sorption            •Amorph Crystallization
Solubility/         •Solubility               •Amount dissolved in different
dissolution         •Dissolution rate         solvents/ temperatures
Calorimetry         •Quant of polymorph/      •Heat flow vs. time
                    amorphous                                                  11
Comparison of Calculated and
                      Experimental X-ray Powder Patterns
               2500            Neat Drug Substance
               2400

               2300
                             Black – Calculated Powder Pattern
               2200

               2100
                             Green – Experimental as Received
               2000          Pink – Experimental Lightly Ground
               1900

               1800

               1700

               1600
Lin (Counts)




               1500

               1400

               1300

               1200

               1100

               1000

               900

               800

               700

               600

               500

               400

               300

               200

               100

                0

                      2                                        10                                                    20                                                   30                                                   40

                                                                                                                   2-Theta - Scale
                          vrt826809_form1 - File: VX-809.raw - Type: 2Th/Th locked - Start: 2.000 ° - End: 42.000 ° - Step: 0.020 ° - Step time: 1. s - Temp.: 25 °C (Room) - Time Started: 0 s - 2-Theta: 2.000 ° - Theta: 1.000 ° - C
                                                                                                                                                                                                                                          12
                          Operations: Y Scale Add 42 | Y Scale Mul 0.125 | Import
Spectroscopic Tools for
               Characterizing Solid Forms
Technique      Property Measured             Molecular Parameters          Solid Sampling Mode
FTIR           •Chemical identity            •Fundamental molecular        •ATR at line
               •Polymorphism                 vibrations                    •ATR probe in situ
               •Crystallinity                •Hydrogen bonding
Raman          •Chemical identity            •Fundamental molecular        •96 well plate
               •Polymorphism                 vibrations                    •Probe through
                                                                           vial/site glass
                                                                           •Probe in situ
NIR            •Assay/ Composition           •Combinations and overtones   •Diffuse reflectance
               •Moisture content/ Hydrates   of fundamental molecular      •Transmission
               •Polymorphism                 vibrations
               •Crystallinity
Terahertz      •Polymorphism                 •Intermolecular bonding       •Transmission
pulsed         •Crystallinity                Cooperative “Phonon modes”    •Reflectance
spectroscopy                                 •Intramolecular torsions      •ATR
High           •Chemical identity            •Conformation                 •Off line
Resolution     •Polymorphism                 •Molecular mobility
SSNMR          •Crystallinity                •Phase separation
               •Phase Composition                                                            13
Polymorph Identification by
Fourier Transform Infrared
   (FTIR) Spectroscopy



                              14
Attenuated Total Reflectance
FTIR Solid Sampling Mode




                               15
Multiple Solid Forms Can Be
                                Distinguished by FTIR
Kinase                                OH


Inhibitor
                                                                                                                                                                                                              6/23/2010 12:59:58 PM
                                      13                                                                          personalfilesPersonal-P-SsullivamThermo Nicolet iS10 A3690-69 ref std form A
                              12'          12

                              11'          11                         19
                                      10                   17'
                                                                 18
                                                                                               95
                                                     16'

                                      N              15          17
                                                14         16
                  5       3

                                                                                               90
                              1            O

8
         7
                      S
                                  9
                                           O
                                                                                                                      Form A
    8'                        HO                                                               85
             8"
                                                                           Transmittance [%]




                                                                                               80
                                                                                                                      Form M
                                                                                               75




                                                                                               70                     Tromethamine salt

                                                                                               65

                                                                                                                      Form H
                                                                                               60

                                                                                                    3800   3600    3400   3200    3000   2800   2600     2400   2200     2000   1800   1600   1400    1200   1000   800
                                                                                                                                                       Wavenumber cm-1

                                                                                                                                                                                                                     16
FTIR Spectra of Forms A and M
     are distinct in the Fingerprint Region
          Si gnature: Mark Sul livan , 03 -26-2010 12:05:3 7 (GMT -04:0 0), A utho rs h ip - s igni fies own ers h ip
     94
                                                                                                                         RED Form A
     92
                                                                                                                         GREEN Form M
     90

     88

     86

     84

     82

     80
%T




     78

     76

     74

     72

     70
                                                                                                                                719
     68

     66           1725                                                                                                  743    727
     64

     62            1712
      20 00               18 00               16 00               14 00               12 00               10 00         80 0    60 0
                                                                             W aven umb ers (c m-1)
                                                                                                                                        17
Proper Sample Preparation is Critical
             for Polymorph Identification
p - s i g n i fi e s   o w n e rs h i p




                                                       a
                                                              Gray – CRO spectrum
                                                       a Red – Reference spectrum
e rs
       20 00
       (c m - 1 )
                                          15 00         10 00
                                                               a –additional peak
                                                                             50 0


                                                  aa
                                 a


                                                                                    18
Polymorph Characterization
   with Terahertz Pulsed
       Spectroscopy



                             19
Terahertz Pulsed Spectroscopy
      Instrumentation




 Y.-C. Shen, International Journal of Pharmaceutics, 2011, 417, 48-60   20
Vibrational Modes in the
           Terahertz Region




Markus Walther et al., Anal Bioanal Chem, 2010, 397, 1009-1017   21
5 Polymorphs of Sulfathiazole Can Readily Be
 Distinguished with Terahertz Spectroscopy



                                                                   sulfathiazole




     Y.-C. Shen, International Journal of Pharmaceutics, 2011, 417, 48-60          22
Quantitative Measurement of
Crystallinity with Terahertz Spectroscopy

                                                               0


                                                               20

                                                               40

                                                               60


                                                               80

                                                              100
                                                         % crystallinity




                                                                      indomethacin
   C.J. Strachan, et al. Chem. Phys. Lett., 2004, 390, 20-24
                                                                                     23
Solid-state NMR



                  24
High-Speed
Magic-Angle Spinning
     F-19 NMR


                       25
High Speed Magic Angle Spinning Can Increase
Spectral Resolution by Reducing Dipolar Broadening

                               H0
                                     Iz         Iz


                                          rII
                           θ=54.7°




                              HIIdipolar α (3 cos2θ – 1)
                              = 0 when θ = 54.7°



                                                           26
SSNMR has Inherent Advantages over XRPD
   for Measuring Crystalline/Amorphous Phase
                  Composition
                               Phase composition

100% crystalline                                   100% amorphous

               X-ray Powder Diffraction




                   Solid-state NMR




                                                             27
Quantitative Measurement of Amorphous
 Content in DS by solid-state F-19 MAS NMR
Experiment                      Component     T1,   Recycle      Scans Total
                                              sec   delay, sec         time,
                                                    = 5*T1             hours
A. Quantitative for crystalline Crystalline   1000 5000          4      5.5
    & amorphous
Low amorphous intensity
B. Non-quantitative for         Amorphous     1     5            1000   1.4
crystalline (suppressed by
saturation)
Quantitative, high
amorphous intensity
for peak fitting
C. Amorphous reference for      Amorphous     1     5            100    0.14
scaling and peak fitting
                                                                               28
F-19 MAS NMR
Amorphous Peak Fitting



      SSB


                SSB
                      SSB

SSB




                            29
Quantitative Measurement of Amorphous
Content in DS by solid-state F-19 MAS NMR

                                    A - quantitative scan of
                                    sample for crystalline +
                                    amorphous content




                                    B – quantitative scan of
                                    sample for amorphous content
                                    only
                                    C – quantitative scan of
    40   20   0   -20   -40   -60   -80    -100     -120     ppm
                                    amorphous VX-809 standard
                                    scaled to fit peak shape



    40   20   0   -20   -40   -60   -80    -100    -120        ppm




    40   20   0   -20   -40   -60   -80    -100    -120        ppm
    40   20   0   -20   -40   -60   -80    -100    -120        ppm   30
High-Resolution
C-13 CPMAS NMR



                   31
Polymorphs Can be Distinguished by
 Chemical Shift or Relaxation Rate Differences

High-Resolution C-13 CPMAS NMR Spectra


                                         Form A
                                         Form E
                                         Form F
A Solid Solution Can Be Distinguishfrom
     a Solid Suspension by SSNMR


                                                    Partially Crystalline
                                                    Suspension


                                                    Amorphous Dispersion




     Pham et al., Molecular Pharmaceutics 2010, 7(5), 1667-1691             33
Quantitative Polymorph
 Determination Using
Vibrational Spectroscopy



                           34
Comparison of FTIR, NIR and Raman
 Spectra of Sulfathiazole Polymorphs




  FTIR-ATR                               Near IR                        Raman
  Hu et al., Journal of Pharmaceutical and Biomedical Analysts 2010, 53, 412-420   35
Experimental Design for Ternary Polymorph
    Mixtures for PLS Calibration and Validation
     Form I       Form III      Form V
1    1            0             0
2    0            1             0
3    0            0             1
4    2/3          1/3           0
5    2/3          0             1/3
6    0            2/3           1/3
7    0            1/3           2/3
8    1/3          0             2/3
9    1/3          2/3           0
10   1/3          1/3           1/3
11   2/3          1/6           1/6
                                               13 calibration x 3 replicates = 39
12   1/6          2/3           1/6            13 test        x 3 replicates = 39
13   1/6          1/6           2/3                              total spectra 78

           Hu et al., Journal of Pharmaceutical and Biomedical Analysts 2010, 53, 412-420   36
Large NIR Sampling Area Yields
     Best Accuracy and Precision
                       RMSEP Form I     RMSEP Form III   RMSEP Form V
  FTIR                        4.9            5.1              4.5
  NIR                         2.0            2.9              2.8
  Raman                       3.5            4.1              3.6
                           LOD Form I    LOD Form III     LOD Form V
  NIR                         3.6            5.8              6.3
                           LOQ Form I    LOQ Form III     LOQ Form V
  NIR                         10.9           17.6            19.0


        0.5mm       1 mm
                                               15mm

Raman           FTIR-ATR                       NIR

                                                                       37
Near Infrared Spectroscopy
                NIR penetrates through
                 glass
                Weak absorption allows
                 1-2mm depth of
                 penetration for diffuse
                 reflectance
                High S/N ~105:1
                Overtones and
                 combinations are heavily
                 overlapped

                                        38
Quantitative PLS
  Model Comparisons
for Near IR and XRPD


                       39
Traces of Binary Mixtures of
Bicifadine· HCl Polymorphs
XRPD                                       Near Infrared (NIR)




Patrick McArdle et al., Applied Spectroscopy, 2005, 59(11), 1365   40
NIR Yields a Lower SEP Than XRPD for
    Quantitative Analysis Using PLS


RMSEP = 4.38%          RMSEP = 1.42%




       XRPD           Near Infrared (NIR)

                                            41
Solid-State Analysis
            CRO’s and CMO’s
   Aptuit (SSCI)
   Triclinic Labs
   Seventh Street Development
   Solvias, AG
   Solid Form Solutions, Ltd
   Molecular Dimensions
   Almac

                                   42
Thank You
SAS Tour Speaker Program
    NY Section SAS



                           43

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NYSAS Solid State Spectroscopy Of Materials (Polymorphism)

  • 1. Solid-state Spectroscopy of Materials (Polymorphism) Mark J. Sullivan, Ph.D. 2012 SAS Tour Speaker 1
  • 2. Outline  Solid Forms: Polymorphs, Pseudopolymorphs, Salts, Hydrates and Co-crystals  Why polymorphism is important  Tools for characterizing polymorphs  Conventional  Spectroscopic  Applications of spectroscopy for polymorph identification and quantitative analysis 2
  • 3. Allotropes are the Elemental Counterparts to Molecular Polymorphs Diamond Graphite Fullerene, C60 3
  • 4. Solid Forms of Drug Substances Polymorph Salt Hydrate Co-crystal Solvate 4
  • 5. Paracetamol: an Example of Stacking Polymorphs Projection 2 1 Projection Polymorph I Polymorph II Boldyreva et al., Journal of Thermal Analysis and Calorimetry 2002,68,437-452 5
  • 6. Ritonavir: an Example of Conformational Polymorphs Polymorph I Polymorph II Bauer et al., Pharmaceutical Research 2001, 18(6), 859-866 6
  • 7. Why Polymorphism is Important  Physical properties  Bioavailability  Solubility  Processability  E.g., Compressability  Form stability  Most stable form  Metastable form  Intellectual property  Patent protection/ extension ICH Q6A, Federal Register, 2000, 65(251), 83041-83063 •7
  • 8. The Impact of Solid Form Issues Can be Costly  Ritonavir (Norvir)  Precipitate in semisolid capsules led to dissolution failure  Reformulated post marketing with polymorph II in place of polymorph I  Atorvastatin (Lipitor)  Amorphous salt crystallized during Phase III development  Bioequivalence study required to change from amorphous to crystalline salt  Alendronate (Fosamax)  Generic version with a different crystalline form was launched before patent expiration  Topiramate (Topamax)  Innovator licensed and paid royalties on the trihydrate patented by a competitor 8
  • 9. Solid Form Characterization is Important from Discovery through Commercialization Stage of Development Desired Outcome Possible Risk Form screening/ selection Favorable solubility, dose and Incomplete patent portfolio formulation characteristics coverage of solid forms over product lifecycle Preformulation Sufficient bioavailability Metastable form may yield best exposure Chemical Synthesis and Form control, stability New forms e.g., solvates Scale-up may appear Pharmaceutical Process Favorable dissolution, •Incompatibility with Development solubility, bioavailability, excipients stability •New forms e.g., hydrates may appear Commercialization Patents on all possible solid •Generic competition for forms with known innovator companies bioequivalence to extend •Licensing solid forms with product lifecycle better characteristics 9
  • 10. Pharmaceutical Processes That May Cause Changes in Drug Substance Solid Form  Recrystallization  Filtration  Milling  Roller Compaction  Wet Granulation  Drying  Tablet Compression  Dissolution 10
  • 11. Conventional Tools for Characterizing Solid Forms Technique Property Measured Parameters Measured X-ray diffraction •Polymorphism •Long range crystalline order Single crystal & •Crystallinity powder •Crystal structure DSC Polymorphism •Heat flow vs. temperature Glass transition •Tm, Tg, ΔH TGA •Hydrate/ Solvate •Change in mass with temperature Microscopy, •Morphology •Image PLM •Crystallinity SEM •Polymorphism Dynamic Vapor •Hydrate/ Dehydration •Hygroscopicity Sorption •Amorph Crystallization Solubility/ •Solubility •Amount dissolved in different dissolution •Dissolution rate solvents/ temperatures Calorimetry •Quant of polymorph/ •Heat flow vs. time amorphous 11
  • 12. Comparison of Calculated and Experimental X-ray Powder Patterns 2500 Neat Drug Substance 2400 2300 Black – Calculated Powder Pattern 2200 2100 Green – Experimental as Received 2000 Pink – Experimental Lightly Ground 1900 1800 1700 1600 Lin (Counts) 1500 1400 1300 1200 1100 1000 900 800 700 600 500 400 300 200 100 0 2 10 20 30 40 2-Theta - Scale vrt826809_form1 - File: VX-809.raw - Type: 2Th/Th locked - Start: 2.000 ° - End: 42.000 ° - Step: 0.020 ° - Step time: 1. s - Temp.: 25 °C (Room) - Time Started: 0 s - 2-Theta: 2.000 ° - Theta: 1.000 ° - C 12 Operations: Y Scale Add 42 | Y Scale Mul 0.125 | Import
  • 13. Spectroscopic Tools for Characterizing Solid Forms Technique Property Measured Molecular Parameters Solid Sampling Mode FTIR •Chemical identity •Fundamental molecular •ATR at line •Polymorphism vibrations •ATR probe in situ •Crystallinity •Hydrogen bonding Raman •Chemical identity •Fundamental molecular •96 well plate •Polymorphism vibrations •Probe through vial/site glass •Probe in situ NIR •Assay/ Composition •Combinations and overtones •Diffuse reflectance •Moisture content/ Hydrates of fundamental molecular •Transmission •Polymorphism vibrations •Crystallinity Terahertz •Polymorphism •Intermolecular bonding •Transmission pulsed •Crystallinity Cooperative “Phonon modes” •Reflectance spectroscopy •Intramolecular torsions •ATR High •Chemical identity •Conformation •Off line Resolution •Polymorphism •Molecular mobility SSNMR •Crystallinity •Phase separation •Phase Composition 13
  • 14. Polymorph Identification by Fourier Transform Infrared (FTIR) Spectroscopy 14
  • 15. Attenuated Total Reflectance FTIR Solid Sampling Mode 15
  • 16. Multiple Solid Forms Can Be Distinguished by FTIR Kinase OH Inhibitor 6/23/2010 12:59:58 PM 13 personalfilesPersonal-P-SsullivamThermo Nicolet iS10 A3690-69 ref std form A 12' 12 11' 11 19 10 17' 18 95 16' N 15 17 14 16 5 3 90 1 O 8 7 S 9 O Form A 8' HO 85 8" Transmittance [%] 80 Form M 75 70 Tromethamine salt 65 Form H 60 3800 3600 3400 3200 3000 2800 2600 2400 2200 2000 1800 1600 1400 1200 1000 800 Wavenumber cm-1 16
  • 17. FTIR Spectra of Forms A and M are distinct in the Fingerprint Region Si gnature: Mark Sul livan , 03 -26-2010 12:05:3 7 (GMT -04:0 0), A utho rs h ip - s igni fies own ers h ip 94 RED Form A 92 GREEN Form M 90 88 86 84 82 80 %T 78 76 74 72 70 719 68 66 1725 743 727 64 62 1712 20 00 18 00 16 00 14 00 12 00 10 00 80 0 60 0 W aven umb ers (c m-1) 17
  • 18. Proper Sample Preparation is Critical for Polymorph Identification p - s i g n i fi e s o w n e rs h i p a Gray – CRO spectrum a Red – Reference spectrum e rs 20 00 (c m - 1 ) 15 00 10 00 a –additional peak 50 0 aa a 18
  • 19. Polymorph Characterization with Terahertz Pulsed Spectroscopy 19
  • 20. Terahertz Pulsed Spectroscopy Instrumentation Y.-C. Shen, International Journal of Pharmaceutics, 2011, 417, 48-60 20
  • 21. Vibrational Modes in the Terahertz Region Markus Walther et al., Anal Bioanal Chem, 2010, 397, 1009-1017 21
  • 22. 5 Polymorphs of Sulfathiazole Can Readily Be Distinguished with Terahertz Spectroscopy sulfathiazole Y.-C. Shen, International Journal of Pharmaceutics, 2011, 417, 48-60 22
  • 23. Quantitative Measurement of Crystallinity with Terahertz Spectroscopy 0 20 40 60 80 100 % crystallinity indomethacin C.J. Strachan, et al. Chem. Phys. Lett., 2004, 390, 20-24 23
  • 26. High Speed Magic Angle Spinning Can Increase Spectral Resolution by Reducing Dipolar Broadening H0 Iz Iz rII θ=54.7° HIIdipolar α (3 cos2θ – 1) = 0 when θ = 54.7° 26
  • 27. SSNMR has Inherent Advantages over XRPD for Measuring Crystalline/Amorphous Phase Composition Phase composition 100% crystalline 100% amorphous X-ray Powder Diffraction Solid-state NMR 27
  • 28. Quantitative Measurement of Amorphous Content in DS by solid-state F-19 MAS NMR Experiment Component T1, Recycle Scans Total sec delay, sec time, = 5*T1 hours A. Quantitative for crystalline Crystalline 1000 5000 4 5.5 & amorphous Low amorphous intensity B. Non-quantitative for Amorphous 1 5 1000 1.4 crystalline (suppressed by saturation) Quantitative, high amorphous intensity for peak fitting C. Amorphous reference for Amorphous 1 5 100 0.14 scaling and peak fitting 28
  • 29. F-19 MAS NMR Amorphous Peak Fitting SSB SSB SSB SSB 29
  • 30. Quantitative Measurement of Amorphous Content in DS by solid-state F-19 MAS NMR A - quantitative scan of sample for crystalline + amorphous content B – quantitative scan of sample for amorphous content only C – quantitative scan of 40 20 0 -20 -40 -60 -80 -100 -120 ppm amorphous VX-809 standard scaled to fit peak shape 40 20 0 -20 -40 -60 -80 -100 -120 ppm 40 20 0 -20 -40 -60 -80 -100 -120 ppm 40 20 0 -20 -40 -60 -80 -100 -120 ppm 30
  • 32. Polymorphs Can be Distinguished by Chemical Shift or Relaxation Rate Differences High-Resolution C-13 CPMAS NMR Spectra Form A Form E Form F
  • 33. A Solid Solution Can Be Distinguishfrom a Solid Suspension by SSNMR Partially Crystalline Suspension Amorphous Dispersion Pham et al., Molecular Pharmaceutics 2010, 7(5), 1667-1691 33
  • 34. Quantitative Polymorph Determination Using Vibrational Spectroscopy 34
  • 35. Comparison of FTIR, NIR and Raman Spectra of Sulfathiazole Polymorphs FTIR-ATR Near IR Raman Hu et al., Journal of Pharmaceutical and Biomedical Analysts 2010, 53, 412-420 35
  • 36. Experimental Design for Ternary Polymorph Mixtures for PLS Calibration and Validation Form I Form III Form V 1 1 0 0 2 0 1 0 3 0 0 1 4 2/3 1/3 0 5 2/3 0 1/3 6 0 2/3 1/3 7 0 1/3 2/3 8 1/3 0 2/3 9 1/3 2/3 0 10 1/3 1/3 1/3 11 2/3 1/6 1/6 13 calibration x 3 replicates = 39 12 1/6 2/3 1/6 13 test x 3 replicates = 39 13 1/6 1/6 2/3 total spectra 78 Hu et al., Journal of Pharmaceutical and Biomedical Analysts 2010, 53, 412-420 36
  • 37. Large NIR Sampling Area Yields Best Accuracy and Precision RMSEP Form I RMSEP Form III RMSEP Form V FTIR 4.9 5.1 4.5 NIR 2.0 2.9 2.8 Raman 3.5 4.1 3.6 LOD Form I LOD Form III LOD Form V NIR 3.6 5.8 6.3 LOQ Form I LOQ Form III LOQ Form V NIR 10.9 17.6 19.0 0.5mm 1 mm 15mm Raman FTIR-ATR NIR 37
  • 38. Near Infrared Spectroscopy  NIR penetrates through glass  Weak absorption allows 1-2mm depth of penetration for diffuse reflectance  High S/N ~105:1  Overtones and combinations are heavily overlapped 38
  • 39. Quantitative PLS Model Comparisons for Near IR and XRPD 39
  • 40. Traces of Binary Mixtures of Bicifadine· HCl Polymorphs XRPD Near Infrared (NIR) Patrick McArdle et al., Applied Spectroscopy, 2005, 59(11), 1365 40
  • 41. NIR Yields a Lower SEP Than XRPD for Quantitative Analysis Using PLS RMSEP = 4.38% RMSEP = 1.42% XRPD Near Infrared (NIR) 41
  • 42. Solid-State Analysis CRO’s and CMO’s  Aptuit (SSCI)  Triclinic Labs  Seventh Street Development  Solvias, AG  Solid Form Solutions, Ltd  Molecular Dimensions  Almac 42
  • 43. Thank You SAS Tour Speaker Program NY Section SAS 43