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Investigations in Pharmaceutical Polymorph
   Quantification using PXRD, ATR‒FTIR,
     and FT‒Raman at Roche Palo Alto

               Richard E. Young
               Research Scientist II
               Analytical Research
               Roche Palo Alto LLC
Agenda

     Basic Principles of Polymorphism
     Polymorphism’s Importance to Pharmaceuticals
     Polymorph Discovery Techniques and the Allied
      Analytical Tools
     Case Study 1: Three Phases of Gancilclovir
     Case Study 2: Two Phases of a Roche Research
      Compound
     Conclusion

12/30/2009                Richard E. Young            2
What is a Chemical Polymorph?

A compound with a single molecular structure that possess more
than one crystal form. A polymorph form is often termed a
“phase.”




                                              http://en.wikipedia.org/wiki/Bravais_lattice




12/30/2009                 Richard E. Young                                                  3
Differentiating Habit and Crystal Chemistry of
                 a Compound
 J. K. Haleblian, “Characterization of habits and crystalline modification of solids and their pharmaceutical applications,” J. Pharm. Sci., 64(8), 1270 (1975).



                                     Chemical Compound (Solid)



                Habit                                                               Internal Structure


                                                       Crystalline                                                Amorphous


        Single Entity                                                                    Molecular Adduct


        Polymorphs                                            Nonstoichiometric                                          Stoichiometric
                                                            Inclusion compounds                                        Solvates (hydrates)


                                    Channel                                Layer                           Cage (clathrate)

12/30/2009                                                            Richard E. Young                                                                             4
The Crystallinity Continuum


 The “crystallinity continuum” is expressed by the relative amount
 of order of contiguous unit cells

              High                 Large single crystal
               Crystalline order



                                   Powdered crystals
                                   Small crystallites
                                   (more or less ordered)

                                   Semi-crystalline
                                   (short range order)

              Low                  Amorphous
                                   (lacks a distinct crystal form )


12/30/2009                             Richard E. Young               5
The Importance of Polymorphism in
Pharmaceuticals
• Pharmaceutical performance
     Each polymorph may have different physical properties (melting point,
     solubility, dissolution rate, processibility, etc.), which may affect:
      – Stability
      – Formulation
      – Potency
      – Bioavailability
      – Storage
• Intellectual Property
        – Each polymorph can be patented if it shows better properties than
           any previously patented polymorph
        – A rival company may legally sell the same drug substance in a
           different crystal form if the new polymorph is not patented

 12/30/2009                       Richard E. Young                            6
Polymorph Discovery Techniques


        No method can predict polymorphs.
  Discovery must be done by empirical techniques.

    • Stability studies with varying temperature, humidity, and time
    • Re-crystallization with different solvents
    • Melt re-crystallization
    • Anti-solvent addition
    • Annealing



12/30/2009                      Richard E. Young                   7
Polymorph Analytical Tools

• Powder X-Ra Diffraction (PXRD or XRPD)
• Thermal techniques
   – Differential scanning calorimetry (DSC)
   – Differential thermal analysis (DTA)
   – hermal gravimetric analysis (TGA)
   – Melting point
   – Thermal microscopy
• Solid State NMR
• Vibrational Spectroscopy
   – FTIR (ATR, microscopy, etc.)
   – FT-Raman
   – NIR

 12/30/2009                    Richard E. Young   8
The Polymorph Analytical Tools to be
Examined



       •     Powder X-Ray Diffraction
       •     AT-FTIR
       •     FT-Raman




12/30/2009               Richard E. Young   9
PXRD Bragg-Brentano Theta-Theta
Configuration

                                                                                                                                        Mono-
                                                                                                                                      chromater
                                                                                        Divergence slit            Antiscatter-
                                                                                                                       slit


                                                                                                                                          Detector
                                                                                                                                            slit
                                                                              Tube




 http://www.thermo.com/eThermo/CMA/PDFs/Product/productPDF_11602.pdf         http://www.smcr.fisica.unam.mx/8temasutiles/articulosutiles/Bas-XRD.pdf


   • A crystalline solid will produce a distinctive “fingerprint” pattern of sharp peaks;
     amorphous materials will produce a broad “hump”
   • Phase characterization and identification - not optimum for structure
     determinations
   • Transmission or reflection configuration
12/30/2009                                                             Richard E. Young                                                                10
Bragg Diffraction

                                                                                     Bragg’s Law:
                                                                                     nλ = 2d sin θ
                                                                                     θ is the scattering angle
                                                                                     λ is the X-ray wavelength
                                                                                     d is the distance between planes

 http://www.smcr.fisica.unam.mx/8temasutiles/articulosutiles/Bas-XRD.pdf)


• A crystal modeled as a series of parallel planes with distance
  “d” between planes (d-spacing)

• Constructive interference of reflections creates a Bragg peak


 12/30/2009                                                       Richard E. Young                                      11
Powder X-Ray Diffraction Advantages and
Disadvantages
• Advantages
     –    Well established and accepted (the gold standard)
     –    Rapid and simple sample analysis
     –    Can readily differentiate polymorphs
     –    Can analyze mixed polymorphs
     –    Quantitative and qualitative

• Disadvantages
     –    Sensitive to sample preparation technique
     –    Requires radiation license and fees to operate
     –    X-ray hazard
     –    Very expensive
 12/30/2009                         Richard E. Young          12
PXRD: Example of an Amorphous and
Crystalline Drug Substance Mixture
                                                            O
                                                    O               O

                                                        N       N
                                                                                O
                                                                        N
                                                                            O
                                                                            O
                                                            F F         N
                                                                    O           O
                                                        F
0% Amorphous
                                              RS-104253-146
                                                                        F




30% Amorphous




50% Amorphous




70% Amorphous




100% Amorphous


 3               10   20                 30                                         40

                       2-Theta


 12/30/2009           Richard E. Young                                                   13
PXRD: Example of Polymorph Transitions by
Temperature
                                                                                200 °C
                                                                                 200 C

                                                  O
                                                      O
                                                                      Cl
                                          N           S
                                      O
                                                      O           O
                                              O
                                                  RO0130830-000
                                                                                175 °C
                                                                                 175 C




                                                                                155 °C
                                                                                 155 C




                                                                                110 °C
                                                                                 110 C



                                                                                30 °C
                                                                                 30 C


2                10              20                                        30

                       2-Theta

    12/30/2009        Richard E. Young                                                   14
Multi-bounce Attenuated Total Reflectance -
FTIR

                                                                           Sample clamp

             Sample
                                                                               Multi-bounce
                                                                               ATR crystal




             IR Radiation                                                  IR Detector
                                  Mirror                     Mirror


       •     Solid & liquid samples may be analyzed without preparation

       •     Solid samples are firmly clamped against crystal to provide intimate contact reducing the
             distorting effect of trapped air

       •     ATR crystals: germanium, KRS-5, zinc selenide, silicon, diamond

12/30/2009                                       Richard E. Young                                        15
ATR-FTIR (with diamond) Advantages and
Disadvantages
• Advantages
    –    Sample holder (diamond) scratch & abrasion resistant
    –    Rapid sample analysis
    –    Minimal sample preparation required
    –    Quantitative and qualitative
    –    Can analyze mixed polymorphs

• Disadvantages
    –    Diamond absorbs in the 2300 to 1800 cm-1 region
    –    Polymorph distinction is compound dependent
    –    Not as well established for polymorph analysis
    –    Expensive (diamond)
12/30/2009                          Richard E. Young            16
Raman Scattering

                                                                                                                    Scattered radiation
                                                                               Sample


                                               Excitation energy
                                               (laser radiation)
       Exited energy
           states




                                                                                                          Rayleigh scatter
                                                Rayleigh scattering




                                                                                                          (same wavelength as excitation energy))
                           Excitation energy




                                                                                   Anti-stokes
                                                                      Stokes




                       4                                                                                   Raman scatter
       energy states




                       3
        Vibrational




                       2                                                                                   (stokes & anti-stokes - different
                       1                                                                                   wavelengths than excitation energy)
                       0




12/30/2009                                                                                       Richard E. Young                                   17
FT-Raman Advantages and Disadvantages


• Advantages
    –    Rapid sample analysis
    –    Minimal sample preparation required
    –    Quantitative and qualitative
    –    Can analyze mixed polymorphs

• Disadvantages
    – Polymorph distinction is compound dependent
    – Not as well established for polymorph analysis


12/30/2009                     Richard E. Young        18
Case Study 1: Ganciclovir
9-(1,3-dihydroxy-2-propoxymethyl) guanine




• Antiviral drug for the treatment for cytomegalovirus (CMV)
  infections
• Four known polymorphs: Phases I, II, & III and Phase I Hydrate
• PXRD quantifiation method for Phases I, II, and III
 12/30/2009                   Richard E. Young                 19
PXRD Patterns of Three Polymorphs of
Ganciclovir
    Ganciclovir Phase I




                                                         Phase I

    Ganciclovir Phase II




                                                         Phase II

    Ganciclovir Phase III




                                                         Phase III

2                           10   20                 30               40

                                 2-Theta
                                  2-Theta


     12/30/2009                  Richard E. Young                         20
Equations for Calculating Ganciclovir Phase
Percents using PXRD Analysis
If Only Phases I & II                              If Only Phases I & III
                         100%                                                100%
% Phase II =                                       % Phase I =
               Slope 1   (   Peak I
                             Peak II   )   +1                            (
                                                                   Slope 2
                                                                             Peak III
                                                                             Peak I     )     +1


% Phase I = 100% - % Phase II                      % Phase III =    100% - % Phase I


If Only Phases II & III                            If All Three Phases (I, II, & II)
                         100%                                                               100%
                                                   % Phase I =
                                                                             (            )             (             )
% Phase II =
                         (             )
                         Peak III                                             Peak II                     Peak III
               Slope 3                     +1                      Slope 1                    + Slope 3                   +1
                             Peak II                                             Peak I                      Peak I

% Phase III = 100% - % Phase II                    % Phase III =    % Phase I     (Peak III
                                                                                      Peak I   )   Slope 3

                                                   % Phase II = 100% - % Phase I - % Phase III


12/30/2009                                      Richard E. Young                                                          21
Quantifation of Standards of Ganciclovir
Polymorph Mixtures by PXRD (Set A)
Ratios        Phase I   Phase II   Phase III               Phase I   Phase II   Phase III
05/95/00       -3.39     3.39        0.00
10/00/90       -1.16     0.00        1.16
45/50/05       -3.64     3.59        0.06
20/75/05       -5.49     6.23       -0.74
60/35/05       -3.78     3.40        0.38
70/05/25       -1.38     -0.48       1.86
80/10/10       -2.21     0.05        2.16
00/95/05       0.00      0.65       -0.65
95/05/00       0.06      -0.06       0.00
95/00/05       -0.45     0.00        0.45

 12/30/2009                             Richard E. Young                                    22
Quantifation of Standards of Ganciclovir
Polymorph Mixtures by PXRD (Set B)
Ratios        Phase I   Phase II   Phase III               Phase I   Phase II   Phase III
05/95/00       -5.75     5.75        0.00
10/00/90       0.04      0.00        1.76
45/50/05      -11.04     9.38        1.66
20/75/05       -8.21     7.35        0.87
60/35/05       -5.92     4.86        1.06
70/05/25       -5.25     -0.08       5.32
80/10/10       -2.06     0.55        1.51
00/95/05       0.00      -0.41       0.41
95/05/00       0.20      -0.20       0.00
95/00/05       0.23      0.00       -0.23

 12/30/2009                             Richard E. Young                                    23
ATR-FTIR Spectra of Three Polymorphs of
Ganciclovir  Salari, A. and R. Young, "Application of Attenuated Total Reflectance FTIR Spectroscopy to the Analysis of
             Mixtures of Pharmaceutical Polymorphs," International Journal of Pharmaceutics, 163, 157-166 (1998).




                                                                                                                  Phase I




                                                                                                                  Phase II




                                                                                                                  Phase III




12/30/2009                                   Richard E. Young                                                                 24
Ganciclovir Polymorph Calibration Standards
                                                     Int J of Pharm 163, 157-166 (1998)




• Single Phase Standards
    I, II, & III

• Binary Phase Standards
    I & II I & III II & III
    Three sets: 5, 10, 25, 50, 75, 90, 95 wt% each

• Ternary Phase Standards
    I, II, & III
    – Six mixtures consisting of 10, 30, 60 wt% each
    – One mixture of 33.3 wt% each

12/30/2009                     Richard E. Young                                           25
ATR-FTIR Ganciclovir Polymorph Calibrations
Using Partial Least Squares
                                            Int J of Pharm 163, 157-166 (1998)




                Phase I               r2 = 0.962


                Phase II              r2 = 0.964


                Phase III r2 = 0.972

12/30/2009         Richard E. Young                                          26
FT-Raman Spectra of Ganciclovir Polymorphs



                                     Phase I




                                     Phase II




                                     Phase III




12/30/2009        Richard E. Young               27
Quantifation of Standards of Ganciclovir
Phase I Polymorph by ATR & FT-Raman                               Int J of Pharm 163, 157-166 (1998)

Actual          Mean        Stnd Dev    Difference
 wt%          ATR    RAM    ATR   RAM   ATR      RAM
                                                                         ATR             Raman
 0.0          2.8    -1.2   4.0   2.0   -2.8      1.2
 5.0          7.6    6.6    5.7   2.2   -2.6      -1.6
 10.0         8.3    12.2   1.8   2.4   1.7       -2.2
 25.0         21.8   26.9   3.5   1.5   3.2       -1.9
 30.0         19.7   32.2   1.8   3.3   10.3      -2.2
 33.3         25.2   33.5   0.8   3.8   8.1       -0.2
 50.0         50.9   54.2   5.2   4.3   -0.9      -4.2
 60.0         56.3   65.2   3.2   2.8   3.7       -5.2
 75.0         71.6   75.9   9.2   5.2   3.4       -0.9
 90.0         92.4   88.8   8.8   3.3   -2.4      1.2
 95.0         95.0   93.1   1.2   3.7   0.0       1.9
 100          106    99.3   3.2   3.2   -6.0      0.7

 12/30/2009                                    Richard E. Young                                        28
Quantifation of Standards of Ganciclovir
Phase II Polymorph by ATR & FT-Raman                               Int J of Pharm 163, 157-166 (1998)

Actual          Mean        Stnd Dev     Difference
 wt%          ATR    RAM    ATR    RAM   ATR      RAM
                                                                          ATR             Raman
 0.0          -0.9   0.0    4.3    1.6   0.9       0.0
 5.0          4.0    4.5    1.3    1.1   1.0       0.5
 10.0         12.5   10.0   2.8    0.7   -2.5      0.0
 25.0         29.2   26.6   3.0    2.6   -4.2      -1.6
 30.0         32.6   28.4   3.8    2.0   -2.6      1.6
 33.3         39.8   33.0   3.0    2.7   -6.5      0.3
 50.0         47.0   47.0   5.4    4.6   3.0       3.0
 60.0         66.8   56.2   2.7    2.9   -6.8      3.8
 75.0         73.0   76.8   8.8    2.2   2.0       -1.8
 90.0         87.1   89.3   8.0    1.3   2.9       0.7
 95.0         89.1   94.2   10.5   1.5   5.9       0.8
 100          94.0   102    9.7    1.7   6.0       -2.0

 12/30/2009                                     Richard E. Young                                        29
Quantifation of Standards of Ganciclovir
Phase III Polymorph by ATR & FT-Raman                             Int J of Pharm 163, 157-166 (1998)

Actual          Mean        Stnd Dev    Difference
 wt%          ATR    RAM    ATR   RAM   ATR      RAM
                                                                         ATR              Raman
 0.0          2.9    1.30   5.6   2.3   -2.9      -1.3
 5.0          4.8    6.1    1.3   2.5   0.2       -1.1
 10.0         12.6   9.50   5.8   1.7   -2.6      0.5
 25.0         22.2   21.8   6.9   1.9   2.8       3.2
 30.0         27.3   27.4   0.6   5.3   2.7       2.6
 33.3         33.9   33.5   3.2   1.5   -0.6      -0.2
 50.0         48.1   47.1   6.6   3.5   1.9       2.9
 60.0         62.8   60.1   7.3   2.2   -2.8      -0.1
 75.0         75.4   73.4   6.4   2.9   -0.4      1.6
 90.0         89.1   88.8   7.6   3.5   0.9       1.2
 95.0         95.9   92.9   2.0   3.4   -0.9      2.1
 100          102    107    7.7   0.4   -2.0      -7.0

 12/30/2009                                    Richard E. Young                                        30
Ganciclovir Polymorph Validation Mixtures
                                                                Int J of Pharm 163, 157-166 (1998)




• One of Each Pure Phase             Validation       Phase I       Phase II          Phase III
                                      Mix ID           (wt%)         (wt%)             (wt%)
     – 100 % Phase I
                                       Phase I         100              0.0               0.0
     – 100% Phase II
                                      Phase II          0.0             100               0.0
     – 100% Phase III                 Phase III         0.0             0.0               100
                                        Mix 1           5.6            21.2              73.2
                                        Mix 2           7.3             9.8              82.8
• Ternary Phase Mixtures
                                        Mix 3          14.2            43.1              42.7
     – Ten mixtures of all three        Mix 4          14.1            78.6               7.4
       phases in varying
                                        Mix 5          26.8            56.0              17.2
       amounts
                                        Mix 6          33.6            11.4              55.0
                                        Mix 7          40.8            18.2              41.0
                                        Mix 8          46.4            32.9              20.7
                                        Mix 9          46.5            28.2              25.4
                                        Mix 10         58.2            18.2              23.5
 12/30/2009                        Richard E. Young                                                  31
Quantifation of Validation Mixes of Ganciclovir
Phase I Polymorph by ATR & FT-Raman                                 Int J of Pharm 163, 157-166 (1998)

Validation   Actual    Calc wt%     Difference
  Mix ID      wt%     ATR    RAM    ATR     RAM
                                                              ATR     Raman
 Phase I      100     102    99.3   -2.0     0.7
 Phase II     0.0     3.2    -2.7   -3.2     2.7
Phase III     0.0     5.6    -4.6   -5.6     4.6
  Mix 1       5.6     9.0    6.9    -3.4     -1.3
  Mix 2       7.3     9.0    9.7    -1.7     -2.4
  Mix 3       14.2    21.4   10.2   -7.2     4.0
  Mix 4       14.1    12.5   14.3   1.6      -0.2
  Mix 5       26.8    23.6   27.4   3.2      -0.6
  Mix 6       33.6    39.5   44.8   -5.9    -11.2
  Mix 7       40.8    45.6   42.2   -4.8     -1.4
  Mix 8       46.4    47.7   45.9   -1.3     0.5
  Mix 9       46.5    47.2   49.9   -0.7     -3.4
 Mix 10       58.2    61.5   59.7   -3.3     -1.5
12/30/2009                                 Richard E. Young                                        32
Quantifation of Validation Mixes of Ganciclovir
Phase II Polymorph by ATR & FT-Raman                                Int J of Pharm 163, 157-166 (1998)

Validation   Actual    Calc wt%     Difference
  Mix ID      wt%     ATR    RAM    ATR     RAM
                                                              ATR     Raman
 Phase I      0.0     -2.1   -0.1   2.1      0.1
 Phase II     100     104    102    -4.0     -2.0
Phase III     0.0     1.2    -2.7   -1.2     2.7
  Mix 1       21.2    22.0   21.7   -0.8     -0.5
  Mix 2       9.8     11.1   10.0   -1.3     -0.2
  Mix 3       43.1    46.0   47.8   -2.9     -4.7
  Mix 4       78.6    86.8   82.4   -8.2     -3.8
  Mix 5       56.0    65.9   58.4   -9.9     -2.4
  Mix 6       11.4    7.2    4.9    4.2      6.5
  Mix 7       18.2    22.7   17.7   -4.5     0.5
  Mix 8       32.9    37.5   34.5   -4.6     -1.6
  Mix 9       28.2    35.4   28.1   -7.2     0.1
 Mix 10       18.2    21.1   18.1   -2.9     0.1
12/30/2009                                 Richard E. Young                                        33
Quantifation of Validation Mixes of Ganciclovir
Phase III Polymorph by ATR & FT-Raman                               Int J of Pharm 163, 157-166 (1998)

Validation   Actual    Calc wt%     Difference
  Mix ID      wt%     ATR    RAM    ATR     RAM
                                                              ATR      Raman
 Phase I      0.0     -1.1   0.8    1.1      -0.8
 Phase II     0.0     -6.7   0.3    6.7      -0.3
Phase III     100     94.1   107    5.9      -7.0
  Mix 1       73.2    68.5   71.4   4.7      1.8
  Mix 2       82.8    80.3   80.3   2.5      2.5
  Mix 3       42.7    32.2   42.0   10.5     0.7
  Mix 4       7.4     0.7    3.2    6.7      4.2
  Mix 5       17.2    10.2   14.1   7.0      3.1
  Mix 6       55.0    54.7   50.3   0.3      4.7
  Mix 7       41.0    31.6   40.0   9.4      1.0
  Mix 8       20.7    14.3   19.6   6.4      1.1
  Mix 9       25.4    17.0   22.0   8.4      3.4
 Mix 10       23.5    17.6   22.2   5.9      1.3
12/30/2009                                 Richard E. Young                                        34
Summary of Case Study 1
Three Polymorphs of Ganciclovir


• ATR and Raman have the capability to quantify complex
  mixtures of polymorphs

• ATR and Raman produced quantitative results comparable to
  the PXRD

• The Raman, in general, gave smaller differences than ATR or
  PXRD




 12/30/2009                 Richard E. Young                    35
Case Study 2: Anhydrate and Hydrate Phases
of a Roche Research Compound in Tablets
Identification and quantification of two phases of a Roche
research compound in the presence of excipients


     Research Compound & excipients (50:50) in 150-mg
     tablets
             • Anhydrate (“Phase A”)

             • Hydrate (“Phase B”)

             • Excipients (“Placebo”): Pharmatose 350M, Povidone K30,
               Ac-Di-Sol, Avicel PH102, magnesium stearate

12/30/2009                           Richard E. Young               36
PXRD Patterns of Phase A, Phase B,
and Placebo




12/30/2009         Richard E. Young   37
PXRD Patterns of Polymorph Standards
(% Phase B in Phase A & Placebo)
             Phase A   Phase B
              9.0 2θ   13.1 2θ




12/30/2009              Richard E. Young   38
PXRD Reference Intensity Ratio (RIR)
Technique for Two Polymorph Mixtures


                             100 %
                wt% B = 
                        1 + (m × IA ÷ IB)

  • wt% B is the weight percent of Phase B in the sample

  • m is the slope of the line of the (XB / XA) vs (IB / IA) linear regression

  • IA is the peak height of the Phase A peak at 9.0 2θ in the sample

  • IB is the peak height of the Phase B peak 13.1 2θ in the sample

12/30/2009                        Richard E. Young                         39
PXRD RIR Slope Determination for Weight%
Ratio Versus Peak Intensity Ratio
                                2
                               1.8
       Weight % Ratio (XBXA)




                               1.6
                               1.4
                               1.2
                                1
                               0.8
                               0.6
                               0.4
                               0.2
                                0
                                     0   0.1   0.2   0.3   0.4       0.5       0.6   0.7     0.8   0.9   1
                                                     2θ Peak-Height Ratio (IB/IA )

                                     (XBXA) = 1.976 × (IB/IA) – 0.0013                     r2 = 0.991
12/30/2009                                                  Richard E. Young                                 40
ATR-FTIR Spectra of Phase A, Phase B,
and Placebo


             Placebo




             Phase A




             Phase B




12/30/2009             Richard E. Young   41
FT-Raman Spectra of Phase A, Phase B,
and Placebo
                                        Placebo




                                        Phase A




                                        Phase B




12/30/2009         Richard E. Young               42
ATR-FTIR and FT-Raman Polymorph
Calibrations
                           Calculated vs Ac tual Plot - Phas e B
                51




                                 Corr. Coeff.: 0.99445 RM SEC: 1.54




                                                                                                          ATR-FTIR        r2 = 0.989
           Ca lcula te d




                                                                                   Calibration
                                                                                   Validation
                                                                                   Correction
            -2




                            -2                                            Actual                  51




                 C alculated vs Ac tual Plot - Phas e B
  51




                                C orr. C oeff.: 0.98488 R M SEC : 2.53




                                                                                                          FT-Raman        r2 = 0.970
Ca lcula te d




                                                                                   C alibration
                                                                                   Validation
                                                                                   C orrection
 -2




                           -2                                            Actual                   51




12/30/2009                                                                                             Richard E. Young            43
Determined Weight% of Phase B by
PXRD, ATR-FTIR, and FT-Raman
                          Lot 1: 0 wt% Phase B
             Sample ID    PXRD              ATR-FTIR       FT-Raman
               Rep-1        0.0                      1.7     2.2
               Rep-2        0.0                      0.0     -0.10
               Rep-3        0.0                      1.0     0.7
               Rep-4        0.0                      2.0     1.8
               Rep-5        0.0                      2.0     2.4
               Mean         0.0                      1.3     1.4
             Stnd. Dev.    0.000                 0.853       1.07

12/30/2009                        Richard E. Young                    44
Determined Weight% of Phase B by
PXRD, ATR-FTIR, and FT-Raman
                          Lot 2: 10 wt% Phase B
             Sample ID     PXRD             ATR-FTIR        FT-Raman
               Rep-1         12                      12        16
               Rep-2         12                      12        10
               Rep-3         11                      14        15
               Rep-4         11                      15        16
               Rep-5         12                      14        17
               Mean          12                      13        15
             Stnd. Dev.    0.548                     1.34     2.77

12/30/2009                        Richard E. Young                     45
Summary of Case Study 2
Two Polymorphs of a Research Compound


• PXRD produced quantitative results superior to either ATR or
  Raman.

• ATR produced quantitative results superior to Raman

• Another chemometric calibration method might work improve the
  vibrational spectrocopic results




 12/30/2009                  Richard E. Young                    46
Conclusions


• All of the Techniques (PXRD, ATR, Raman) are Non-destructive

• All of the Techniques can be Applied to APIs as well as Drug Products

• The Vibrational Techniques (ATR and FT-Raman) have Demonstrated
  Capabilities for Quantification of Complex Polymorph Mixtures

• The Superiority of a Particular Technique for Quantification is on a
  Case by Case Basis




 12/30/2009                     Richard E. Young                         47
Acknowledgements


    • Amid Salari
    • Kewei Xu
    • Fujun Li
    • Tobin Koppelmaa
    • Lourdes Javier
    • Lilia Limon



12/30/2009              Richard E. Young   48
Questions




12/30/2009   Richard E. Young   49

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Polymorph Quantitation

  • 1. Investigations in Pharmaceutical Polymorph Quantification using PXRD, ATR‒FTIR, and FT‒Raman at Roche Palo Alto Richard E. Young Research Scientist II Analytical Research Roche Palo Alto LLC
  • 2. Agenda  Basic Principles of Polymorphism  Polymorphism’s Importance to Pharmaceuticals  Polymorph Discovery Techniques and the Allied Analytical Tools  Case Study 1: Three Phases of Gancilclovir  Case Study 2: Two Phases of a Roche Research Compound  Conclusion 12/30/2009 Richard E. Young 2
  • 3. What is a Chemical Polymorph? A compound with a single molecular structure that possess more than one crystal form. A polymorph form is often termed a “phase.” http://en.wikipedia.org/wiki/Bravais_lattice 12/30/2009 Richard E. Young 3
  • 4. Differentiating Habit and Crystal Chemistry of a Compound J. K. Haleblian, “Characterization of habits and crystalline modification of solids and their pharmaceutical applications,” J. Pharm. Sci., 64(8), 1270 (1975). Chemical Compound (Solid) Habit Internal Structure Crystalline Amorphous Single Entity Molecular Adduct Polymorphs Nonstoichiometric Stoichiometric Inclusion compounds Solvates (hydrates) Channel Layer Cage (clathrate) 12/30/2009 Richard E. Young 4
  • 5. The Crystallinity Continuum The “crystallinity continuum” is expressed by the relative amount of order of contiguous unit cells High Large single crystal Crystalline order Powdered crystals Small crystallites (more or less ordered) Semi-crystalline (short range order) Low Amorphous (lacks a distinct crystal form ) 12/30/2009 Richard E. Young 5
  • 6. The Importance of Polymorphism in Pharmaceuticals • Pharmaceutical performance Each polymorph may have different physical properties (melting point, solubility, dissolution rate, processibility, etc.), which may affect: – Stability – Formulation – Potency – Bioavailability – Storage • Intellectual Property – Each polymorph can be patented if it shows better properties than any previously patented polymorph – A rival company may legally sell the same drug substance in a different crystal form if the new polymorph is not patented 12/30/2009 Richard E. Young 6
  • 7. Polymorph Discovery Techniques No method can predict polymorphs. Discovery must be done by empirical techniques. • Stability studies with varying temperature, humidity, and time • Re-crystallization with different solvents • Melt re-crystallization • Anti-solvent addition • Annealing 12/30/2009 Richard E. Young 7
  • 8. Polymorph Analytical Tools • Powder X-Ra Diffraction (PXRD or XRPD) • Thermal techniques – Differential scanning calorimetry (DSC) – Differential thermal analysis (DTA) – hermal gravimetric analysis (TGA) – Melting point – Thermal microscopy • Solid State NMR • Vibrational Spectroscopy – FTIR (ATR, microscopy, etc.) – FT-Raman – NIR 12/30/2009 Richard E. Young 8
  • 9. The Polymorph Analytical Tools to be Examined • Powder X-Ray Diffraction • AT-FTIR • FT-Raman 12/30/2009 Richard E. Young 9
  • 10. PXRD Bragg-Brentano Theta-Theta Configuration Mono- chromater Divergence slit Antiscatter- slit Detector slit Tube http://www.thermo.com/eThermo/CMA/PDFs/Product/productPDF_11602.pdf http://www.smcr.fisica.unam.mx/8temasutiles/articulosutiles/Bas-XRD.pdf • A crystalline solid will produce a distinctive “fingerprint” pattern of sharp peaks; amorphous materials will produce a broad “hump” • Phase characterization and identification - not optimum for structure determinations • Transmission or reflection configuration 12/30/2009 Richard E. Young 10
  • 11. Bragg Diffraction Bragg’s Law: nλ = 2d sin θ θ is the scattering angle λ is the X-ray wavelength d is the distance between planes http://www.smcr.fisica.unam.mx/8temasutiles/articulosutiles/Bas-XRD.pdf) • A crystal modeled as a series of parallel planes with distance “d” between planes (d-spacing) • Constructive interference of reflections creates a Bragg peak 12/30/2009 Richard E. Young 11
  • 12. Powder X-Ray Diffraction Advantages and Disadvantages • Advantages – Well established and accepted (the gold standard) – Rapid and simple sample analysis – Can readily differentiate polymorphs – Can analyze mixed polymorphs – Quantitative and qualitative • Disadvantages – Sensitive to sample preparation technique – Requires radiation license and fees to operate – X-ray hazard – Very expensive 12/30/2009 Richard E. Young 12
  • 13. PXRD: Example of an Amorphous and Crystalline Drug Substance Mixture O O O N N O N O O F F N O O F 0% Amorphous RS-104253-146 F 30% Amorphous 50% Amorphous 70% Amorphous 100% Amorphous 3 10 20 30 40 2-Theta 12/30/2009 Richard E. Young 13
  • 14. PXRD: Example of Polymorph Transitions by Temperature 200 °C 200 C O O Cl N S O O O O RO0130830-000 175 °C 175 C 155 °C 155 C 110 °C 110 C 30 °C 30 C 2 10 20 30 2-Theta 12/30/2009 Richard E. Young 14
  • 15. Multi-bounce Attenuated Total Reflectance - FTIR Sample clamp Sample Multi-bounce ATR crystal IR Radiation IR Detector Mirror Mirror • Solid & liquid samples may be analyzed without preparation • Solid samples are firmly clamped against crystal to provide intimate contact reducing the distorting effect of trapped air • ATR crystals: germanium, KRS-5, zinc selenide, silicon, diamond 12/30/2009 Richard E. Young 15
  • 16. ATR-FTIR (with diamond) Advantages and Disadvantages • Advantages – Sample holder (diamond) scratch & abrasion resistant – Rapid sample analysis – Minimal sample preparation required – Quantitative and qualitative – Can analyze mixed polymorphs • Disadvantages – Diamond absorbs in the 2300 to 1800 cm-1 region – Polymorph distinction is compound dependent – Not as well established for polymorph analysis – Expensive (diamond) 12/30/2009 Richard E. Young 16
  • 17. Raman Scattering Scattered radiation Sample Excitation energy (laser radiation) Exited energy states Rayleigh scatter Rayleigh scattering (same wavelength as excitation energy)) Excitation energy Anti-stokes Stokes 4 Raman scatter energy states 3 Vibrational 2 (stokes & anti-stokes - different 1 wavelengths than excitation energy) 0 12/30/2009 Richard E. Young 17
  • 18. FT-Raman Advantages and Disadvantages • Advantages – Rapid sample analysis – Minimal sample preparation required – Quantitative and qualitative – Can analyze mixed polymorphs • Disadvantages – Polymorph distinction is compound dependent – Not as well established for polymorph analysis 12/30/2009 Richard E. Young 18
  • 19. Case Study 1: Ganciclovir 9-(1,3-dihydroxy-2-propoxymethyl) guanine • Antiviral drug for the treatment for cytomegalovirus (CMV) infections • Four known polymorphs: Phases I, II, & III and Phase I Hydrate • PXRD quantifiation method for Phases I, II, and III 12/30/2009 Richard E. Young 19
  • 20. PXRD Patterns of Three Polymorphs of Ganciclovir Ganciclovir Phase I Phase I Ganciclovir Phase II Phase II Ganciclovir Phase III Phase III 2 10 20 30 40 2-Theta 2-Theta 12/30/2009 Richard E. Young 20
  • 21. Equations for Calculating Ganciclovir Phase Percents using PXRD Analysis If Only Phases I & II If Only Phases I & III 100% 100% % Phase II = % Phase I = Slope 1 ( Peak I Peak II ) +1 ( Slope 2 Peak III Peak I ) +1 % Phase I = 100% - % Phase II % Phase III = 100% - % Phase I If Only Phases II & III If All Three Phases (I, II, & II) 100% 100% % Phase I = ( ) ( ) % Phase II = ( ) Peak III Peak II Peak III Slope 3 +1 Slope 1 + Slope 3 +1 Peak II Peak I Peak I % Phase III = 100% - % Phase II % Phase III = % Phase I (Peak III Peak I ) Slope 3 % Phase II = 100% - % Phase I - % Phase III 12/30/2009 Richard E. Young 21
  • 22. Quantifation of Standards of Ganciclovir Polymorph Mixtures by PXRD (Set A) Ratios Phase I Phase II Phase III Phase I Phase II Phase III 05/95/00 -3.39 3.39 0.00 10/00/90 -1.16 0.00 1.16 45/50/05 -3.64 3.59 0.06 20/75/05 -5.49 6.23 -0.74 60/35/05 -3.78 3.40 0.38 70/05/25 -1.38 -0.48 1.86 80/10/10 -2.21 0.05 2.16 00/95/05 0.00 0.65 -0.65 95/05/00 0.06 -0.06 0.00 95/00/05 -0.45 0.00 0.45 12/30/2009 Richard E. Young 22
  • 23. Quantifation of Standards of Ganciclovir Polymorph Mixtures by PXRD (Set B) Ratios Phase I Phase II Phase III Phase I Phase II Phase III 05/95/00 -5.75 5.75 0.00 10/00/90 0.04 0.00 1.76 45/50/05 -11.04 9.38 1.66 20/75/05 -8.21 7.35 0.87 60/35/05 -5.92 4.86 1.06 70/05/25 -5.25 -0.08 5.32 80/10/10 -2.06 0.55 1.51 00/95/05 0.00 -0.41 0.41 95/05/00 0.20 -0.20 0.00 95/00/05 0.23 0.00 -0.23 12/30/2009 Richard E. Young 23
  • 24. ATR-FTIR Spectra of Three Polymorphs of Ganciclovir Salari, A. and R. Young, "Application of Attenuated Total Reflectance FTIR Spectroscopy to the Analysis of Mixtures of Pharmaceutical Polymorphs," International Journal of Pharmaceutics, 163, 157-166 (1998). Phase I Phase II Phase III 12/30/2009 Richard E. Young 24
  • 25. Ganciclovir Polymorph Calibration Standards Int J of Pharm 163, 157-166 (1998) • Single Phase Standards I, II, & III • Binary Phase Standards I & II I & III II & III Three sets: 5, 10, 25, 50, 75, 90, 95 wt% each • Ternary Phase Standards I, II, & III – Six mixtures consisting of 10, 30, 60 wt% each – One mixture of 33.3 wt% each 12/30/2009 Richard E. Young 25
  • 26. ATR-FTIR Ganciclovir Polymorph Calibrations Using Partial Least Squares Int J of Pharm 163, 157-166 (1998) Phase I r2 = 0.962 Phase II r2 = 0.964 Phase III r2 = 0.972 12/30/2009 Richard E. Young 26
  • 27. FT-Raman Spectra of Ganciclovir Polymorphs Phase I Phase II Phase III 12/30/2009 Richard E. Young 27
  • 28. Quantifation of Standards of Ganciclovir Phase I Polymorph by ATR & FT-Raman Int J of Pharm 163, 157-166 (1998) Actual Mean Stnd Dev Difference wt% ATR RAM ATR RAM ATR RAM ATR Raman 0.0 2.8 -1.2 4.0 2.0 -2.8 1.2 5.0 7.6 6.6 5.7 2.2 -2.6 -1.6 10.0 8.3 12.2 1.8 2.4 1.7 -2.2 25.0 21.8 26.9 3.5 1.5 3.2 -1.9 30.0 19.7 32.2 1.8 3.3 10.3 -2.2 33.3 25.2 33.5 0.8 3.8 8.1 -0.2 50.0 50.9 54.2 5.2 4.3 -0.9 -4.2 60.0 56.3 65.2 3.2 2.8 3.7 -5.2 75.0 71.6 75.9 9.2 5.2 3.4 -0.9 90.0 92.4 88.8 8.8 3.3 -2.4 1.2 95.0 95.0 93.1 1.2 3.7 0.0 1.9 100 106 99.3 3.2 3.2 -6.0 0.7 12/30/2009 Richard E. Young 28
  • 29. Quantifation of Standards of Ganciclovir Phase II Polymorph by ATR & FT-Raman Int J of Pharm 163, 157-166 (1998) Actual Mean Stnd Dev Difference wt% ATR RAM ATR RAM ATR RAM ATR Raman 0.0 -0.9 0.0 4.3 1.6 0.9 0.0 5.0 4.0 4.5 1.3 1.1 1.0 0.5 10.0 12.5 10.0 2.8 0.7 -2.5 0.0 25.0 29.2 26.6 3.0 2.6 -4.2 -1.6 30.0 32.6 28.4 3.8 2.0 -2.6 1.6 33.3 39.8 33.0 3.0 2.7 -6.5 0.3 50.0 47.0 47.0 5.4 4.6 3.0 3.0 60.0 66.8 56.2 2.7 2.9 -6.8 3.8 75.0 73.0 76.8 8.8 2.2 2.0 -1.8 90.0 87.1 89.3 8.0 1.3 2.9 0.7 95.0 89.1 94.2 10.5 1.5 5.9 0.8 100 94.0 102 9.7 1.7 6.0 -2.0 12/30/2009 Richard E. Young 29
  • 30. Quantifation of Standards of Ganciclovir Phase III Polymorph by ATR & FT-Raman Int J of Pharm 163, 157-166 (1998) Actual Mean Stnd Dev Difference wt% ATR RAM ATR RAM ATR RAM ATR Raman 0.0 2.9 1.30 5.6 2.3 -2.9 -1.3 5.0 4.8 6.1 1.3 2.5 0.2 -1.1 10.0 12.6 9.50 5.8 1.7 -2.6 0.5 25.0 22.2 21.8 6.9 1.9 2.8 3.2 30.0 27.3 27.4 0.6 5.3 2.7 2.6 33.3 33.9 33.5 3.2 1.5 -0.6 -0.2 50.0 48.1 47.1 6.6 3.5 1.9 2.9 60.0 62.8 60.1 7.3 2.2 -2.8 -0.1 75.0 75.4 73.4 6.4 2.9 -0.4 1.6 90.0 89.1 88.8 7.6 3.5 0.9 1.2 95.0 95.9 92.9 2.0 3.4 -0.9 2.1 100 102 107 7.7 0.4 -2.0 -7.0 12/30/2009 Richard E. Young 30
  • 31. Ganciclovir Polymorph Validation Mixtures Int J of Pharm 163, 157-166 (1998) • One of Each Pure Phase Validation Phase I Phase II Phase III Mix ID (wt%) (wt%) (wt%) – 100 % Phase I Phase I 100 0.0 0.0 – 100% Phase II Phase II 0.0 100 0.0 – 100% Phase III Phase III 0.0 0.0 100 Mix 1 5.6 21.2 73.2 Mix 2 7.3 9.8 82.8 • Ternary Phase Mixtures Mix 3 14.2 43.1 42.7 – Ten mixtures of all three Mix 4 14.1 78.6 7.4 phases in varying Mix 5 26.8 56.0 17.2 amounts Mix 6 33.6 11.4 55.0 Mix 7 40.8 18.2 41.0 Mix 8 46.4 32.9 20.7 Mix 9 46.5 28.2 25.4 Mix 10 58.2 18.2 23.5 12/30/2009 Richard E. Young 31
  • 32. Quantifation of Validation Mixes of Ganciclovir Phase I Polymorph by ATR & FT-Raman Int J of Pharm 163, 157-166 (1998) Validation Actual Calc wt% Difference Mix ID wt% ATR RAM ATR RAM ATR Raman Phase I 100 102 99.3 -2.0 0.7 Phase II 0.0 3.2 -2.7 -3.2 2.7 Phase III 0.0 5.6 -4.6 -5.6 4.6 Mix 1 5.6 9.0 6.9 -3.4 -1.3 Mix 2 7.3 9.0 9.7 -1.7 -2.4 Mix 3 14.2 21.4 10.2 -7.2 4.0 Mix 4 14.1 12.5 14.3 1.6 -0.2 Mix 5 26.8 23.6 27.4 3.2 -0.6 Mix 6 33.6 39.5 44.8 -5.9 -11.2 Mix 7 40.8 45.6 42.2 -4.8 -1.4 Mix 8 46.4 47.7 45.9 -1.3 0.5 Mix 9 46.5 47.2 49.9 -0.7 -3.4 Mix 10 58.2 61.5 59.7 -3.3 -1.5 12/30/2009 Richard E. Young 32
  • 33. Quantifation of Validation Mixes of Ganciclovir Phase II Polymorph by ATR & FT-Raman Int J of Pharm 163, 157-166 (1998) Validation Actual Calc wt% Difference Mix ID wt% ATR RAM ATR RAM ATR Raman Phase I 0.0 -2.1 -0.1 2.1 0.1 Phase II 100 104 102 -4.0 -2.0 Phase III 0.0 1.2 -2.7 -1.2 2.7 Mix 1 21.2 22.0 21.7 -0.8 -0.5 Mix 2 9.8 11.1 10.0 -1.3 -0.2 Mix 3 43.1 46.0 47.8 -2.9 -4.7 Mix 4 78.6 86.8 82.4 -8.2 -3.8 Mix 5 56.0 65.9 58.4 -9.9 -2.4 Mix 6 11.4 7.2 4.9 4.2 6.5 Mix 7 18.2 22.7 17.7 -4.5 0.5 Mix 8 32.9 37.5 34.5 -4.6 -1.6 Mix 9 28.2 35.4 28.1 -7.2 0.1 Mix 10 18.2 21.1 18.1 -2.9 0.1 12/30/2009 Richard E. Young 33
  • 34. Quantifation of Validation Mixes of Ganciclovir Phase III Polymorph by ATR & FT-Raman Int J of Pharm 163, 157-166 (1998) Validation Actual Calc wt% Difference Mix ID wt% ATR RAM ATR RAM ATR Raman Phase I 0.0 -1.1 0.8 1.1 -0.8 Phase II 0.0 -6.7 0.3 6.7 -0.3 Phase III 100 94.1 107 5.9 -7.0 Mix 1 73.2 68.5 71.4 4.7 1.8 Mix 2 82.8 80.3 80.3 2.5 2.5 Mix 3 42.7 32.2 42.0 10.5 0.7 Mix 4 7.4 0.7 3.2 6.7 4.2 Mix 5 17.2 10.2 14.1 7.0 3.1 Mix 6 55.0 54.7 50.3 0.3 4.7 Mix 7 41.0 31.6 40.0 9.4 1.0 Mix 8 20.7 14.3 19.6 6.4 1.1 Mix 9 25.4 17.0 22.0 8.4 3.4 Mix 10 23.5 17.6 22.2 5.9 1.3 12/30/2009 Richard E. Young 34
  • 35. Summary of Case Study 1 Three Polymorphs of Ganciclovir • ATR and Raman have the capability to quantify complex mixtures of polymorphs • ATR and Raman produced quantitative results comparable to the PXRD • The Raman, in general, gave smaller differences than ATR or PXRD 12/30/2009 Richard E. Young 35
  • 36. Case Study 2: Anhydrate and Hydrate Phases of a Roche Research Compound in Tablets Identification and quantification of two phases of a Roche research compound in the presence of excipients Research Compound & excipients (50:50) in 150-mg tablets • Anhydrate (“Phase A”) • Hydrate (“Phase B”) • Excipients (“Placebo”): Pharmatose 350M, Povidone K30, Ac-Di-Sol, Avicel PH102, magnesium stearate 12/30/2009 Richard E. Young 36
  • 37. PXRD Patterns of Phase A, Phase B, and Placebo 12/30/2009 Richard E. Young 37
  • 38. PXRD Patterns of Polymorph Standards (% Phase B in Phase A & Placebo) Phase A Phase B 9.0 2θ 13.1 2θ 12/30/2009 Richard E. Young 38
  • 39. PXRD Reference Intensity Ratio (RIR) Technique for Two Polymorph Mixtures 100 % wt% B =  1 + (m × IA ÷ IB) • wt% B is the weight percent of Phase B in the sample • m is the slope of the line of the (XB / XA) vs (IB / IA) linear regression • IA is the peak height of the Phase A peak at 9.0 2θ in the sample • IB is the peak height of the Phase B peak 13.1 2θ in the sample 12/30/2009 Richard E. Young 39
  • 40. PXRD RIR Slope Determination for Weight% Ratio Versus Peak Intensity Ratio 2 1.8 Weight % Ratio (XBXA) 1.6 1.4 1.2 1 0.8 0.6 0.4 0.2 0 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 2θ Peak-Height Ratio (IB/IA ) (XBXA) = 1.976 × (IB/IA) – 0.0013 r2 = 0.991 12/30/2009 Richard E. Young 40
  • 41. ATR-FTIR Spectra of Phase A, Phase B, and Placebo Placebo Phase A Phase B 12/30/2009 Richard E. Young 41
  • 42. FT-Raman Spectra of Phase A, Phase B, and Placebo Placebo Phase A Phase B 12/30/2009 Richard E. Young 42
  • 43. ATR-FTIR and FT-Raman Polymorph Calibrations Calculated vs Ac tual Plot - Phas e B 51 Corr. Coeff.: 0.99445 RM SEC: 1.54 ATR-FTIR r2 = 0.989 Ca lcula te d Calibration Validation Correction -2 -2 Actual 51 C alculated vs Ac tual Plot - Phas e B 51 C orr. C oeff.: 0.98488 R M SEC : 2.53 FT-Raman r2 = 0.970 Ca lcula te d C alibration Validation C orrection -2 -2 Actual 51 12/30/2009 Richard E. Young 43
  • 44. Determined Weight% of Phase B by PXRD, ATR-FTIR, and FT-Raman Lot 1: 0 wt% Phase B Sample ID PXRD ATR-FTIR FT-Raman Rep-1 0.0 1.7 2.2 Rep-2 0.0 0.0 -0.10 Rep-3 0.0 1.0 0.7 Rep-4 0.0 2.0 1.8 Rep-5 0.0 2.0 2.4 Mean 0.0 1.3 1.4 Stnd. Dev. 0.000 0.853 1.07 12/30/2009 Richard E. Young 44
  • 45. Determined Weight% of Phase B by PXRD, ATR-FTIR, and FT-Raman Lot 2: 10 wt% Phase B Sample ID PXRD ATR-FTIR FT-Raman Rep-1 12 12 16 Rep-2 12 12 10 Rep-3 11 14 15 Rep-4 11 15 16 Rep-5 12 14 17 Mean 12 13 15 Stnd. Dev. 0.548 1.34 2.77 12/30/2009 Richard E. Young 45
  • 46. Summary of Case Study 2 Two Polymorphs of a Research Compound • PXRD produced quantitative results superior to either ATR or Raman. • ATR produced quantitative results superior to Raman • Another chemometric calibration method might work improve the vibrational spectrocopic results 12/30/2009 Richard E. Young 46
  • 47. Conclusions • All of the Techniques (PXRD, ATR, Raman) are Non-destructive • All of the Techniques can be Applied to APIs as well as Drug Products • The Vibrational Techniques (ATR and FT-Raman) have Demonstrated Capabilities for Quantification of Complex Polymorph Mixtures • The Superiority of a Particular Technique for Quantification is on a Case by Case Basis 12/30/2009 Richard E. Young 47
  • 48. Acknowledgements • Amid Salari • Kewei Xu • Fujun Li • Tobin Koppelmaa • Lourdes Javier • Lilia Limon 12/30/2009 Richard E. Young 48
  • 49. Questions 12/30/2009 Richard E. Young 49