Skip to main content
Log in

Structural Interpretation in Composite Systems Using Powder X-ray Diffraction: Applications of Error Propagation to the Pair Distribution Function

  • Research Paper
  • Published:
Pharmaceutical Research Aims and scope Submit manuscript

ABSTRACT

Purpose

To develop a method for drawing statistical inferences from differences between multiple experimental pair distribution function (PDF) transforms of powder X-ray diffraction (PXRD) data.

Methods

The appropriate treatment of initial PXRD error estimates using traditional error propagation algorithms was tested using Monte Carlo simulations on amorphous ketoconazole. An amorphous felodipine:polyvinyl pyrrolidone:vinyl acetate (PVPva) physical mixture was prepared to define an error threshold. Co-solidified products of felodipine:PVPva and terfenadine:PVPva were prepared using a melt-quench method and subsequently analyzed using PXRD and PDF. Differential scanning calorimetry (DSC) was used as an additional characterization method.

Results

The appropriate manipulation of initial PXRD error estimates through the PDF transform were confirmed using the Monte Carlo simulations for amorphous ketoconazole. The felodipine:PVPva physical mixture PDF analysis determined ±3σ to be an appropriate error threshold. Using the PDF and error propagation principles, the felodipine:PVPva co-solidified product was determined to be completely miscible, and the terfenadine:PVPva co-solidified product, although having appearances of an amorphous molecular solid dispersion by DSC, was determined to be phase-separated.

Conclusions

Statistically based inferences were successfully drawn from PDF transforms of PXRD patterns obtained from composite systems. The principles applied herein may be universally adapted to many different systems and provide a fundamentally sound basis for drawing structural conclusions from PDF studies.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7

Similar content being viewed by others

Abbreviations

DSC:

differential scanning calorimetry

PDF:

pair distribution function

PVPva:

polyvinyl pyrrolidone:vinyl acetate copolymer

PXRD:

powder X-ray diffraction

G :

pair distribution function

r :

inter-atomic radial distance

ρ :

local number density

ρ 0 :

average number density

Q :

scattering vector magnitude

S :

structure function

σ:

standard error

T g :

glass transition temperature

h0 :

statistical null hypothesis

hA :

statistical alternative hypothesis

R :

sum-of-squares difference agreement factor

REFERENCES

  1. Bates S, Kelly RC, Ivanisevic I, Schields P, Zografi G, Newman AW. Assessment of defects and amorphous structure produced in raffinose pentahydrate upon dehydration. J Pharm Sci. 2007;96:1418–33.

    Article  CAS  PubMed  Google Scholar 

  2. Atassi F, Mao C, Masadeh AS, Byrn SR. Solid-state characterization of amorphous and mesomorphous calcium ketoprofen. J Pharm Sci. 2010;99:3684–97.

    Google Scholar 

  3. Sheth AR, Bates S, Muller FX, Grant DJW. Local structure in amorphous phases of piroxicam from powder x-ray diffractometry. Cryst Growth Des. 2005;5:571–8.

    Article  CAS  Google Scholar 

  4. Heinz A, Strachan CJ, Atassi F, Gordon KC, Rades T. Characterizing an amorphous system exhibiting trace crystallinity: a case study with saquinavir. Cryst Growth Des. 2008;8:119–27.

    Article  CAS  Google Scholar 

  5. Moore MD, Steinbach AM, Buckner IS, Wildfong PLD. A structural investigation into the compaction behavior of pharmaceutical composites using powder X-ray diffraction and total scattering analysis. Pharm Res. 2009;26:2429–37.

    Article  CAS  PubMed  Google Scholar 

  6. Newman A, Engers D, Bates S, Ivanisevic I, Kelly RC, Zografi G. Characterization of amorphous API:Polymer mixtures using X-ray powder diffraction. J Pharm Sci. 2008;97:4840–56.

    Article  CAS  PubMed  Google Scholar 

  7. Nollenberger K, Gryczke A, Meier C, Dressman J, Schmidt MU, Bruhne S. Pair distribution function X-ray analysis explains dissolution characteristics of felodipine melt extrusion products. J Pharm Sci. 2009;98:1476–86.

    Article  CAS  PubMed  Google Scholar 

  8. Ivanisevic I, Bates S, Chen P. Novel methods for the assessment of miscibility of amorphous drug-polymer dispersions. J Pharm Sci. 2009;98:3373–86.

    Article  CAS  PubMed  Google Scholar 

  9. Peterson PF, Bozin ES, Proffen T, Billinge SJL. Improved measures of quality for the atomic pair distribution function. J Appl Crystallogr. 2003;36:53–64.

    Article  CAS  Google Scholar 

  10. Toby BH, Billinge SJL. Determination of standard uncertainties in fits to pair distribution functions. Acta Crystallogr A. 2004;60:315–7.

    Article  PubMed  Google Scholar 

  11. Toby BH, Egami T. Accuracy of pair distribution function analysis applied to crystalline and non-crystalline materials. Acta Crystallogr A. 1992;48:336–46.

    Article  Google Scholar 

  12. Sekiguchi K, Obi N. Studies on absorption of eutectic mixtures. I. A comparison of the behavior of eutectic mixtures of sulphathiazole and that of ordinary sulphathiazole in man. Chem Pharm Bull. 1961;9:866–72.

    CAS  Google Scholar 

  13. Couchman PR, Karasz FE. A classical thermodynamic discussion of the effect of composition on glass-transition temperatures. Macromolecules. 1978;11:117–9.

    Article  CAS  Google Scholar 

  14. Egami T, Billinge SJL. Underneath the Bragg Peaks. Structural analysis of complex materials. Oxford: Elsevier; 2003.

    Google Scholar 

  15. Warren BE. X-ray diffraction. New York: Dover Publications, Inc; 1990.

    Google Scholar 

  16. Metropolis N, Ulam S. The Monte Carlo method. J Am Stat Assoc. 1949;44:335–41.

    Article  CAS  PubMed  Google Scholar 

  17. Prince E. Mathematical techniques in crystallography and materials science. New York: Springer; 2004.

    Google Scholar 

  18. Cullity BD, Stock SR. Elements of X-ray diffraction. Upper Saddle River: Prentice Hall; 2001.

    Google Scholar 

Download references

ACKNOWLEDGEMENTS

MM would like to acknowledge a pre-doctoral fellowship from the American Foundation for Pharmaceutical Education.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Peter L. D. Wildfong.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Moore, M.D., Shi, Z. & Wildfong, P.L.D. Structural Interpretation in Composite Systems Using Powder X-ray Diffraction: Applications of Error Propagation to the Pair Distribution Function. Pharm Res 27, 2624–2632 (2010). https://doi.org/10.1007/s11095-010-0259-7

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11095-010-0259-7

KEY WORDS

Navigation