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Research ArticleTechnology/Application

Rapid Identification and Characterization of Formulated Protein Products by Raman Spectroscopy Coupled with Discriminant Analysis

Xiaolin Cao, Dan Zhou, James A. Loussaert, David S. Meriage, Joseph D. Levine, John P. Gabrielson and Zai-Qing Wen
PDA Journal of Pharmaceutical Science and Technology January 2016, 70 (1) 62-75; DOI: https://doi.org/10.5731/pdajpst.2015.005769
Xiaolin Cao
Attribute Sciences, Process Development, Amgen Inc., Thousand Oaks, CA 91320
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  • For correspondence: xiaolinc@amgen.com
Dan Zhou
Attribute Sciences, Process Development, Amgen Inc., Thousand Oaks, CA 91320
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James A. Loussaert
Attribute Sciences, Process Development, Amgen Inc., Thousand Oaks, CA 91320
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David S. Meriage
Attribute Sciences, Process Development, Amgen Inc., Thousand Oaks, CA 91320
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Joseph D. Levine
Attribute Sciences, Process Development, Amgen Inc., Thousand Oaks, CA 91320
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John P. Gabrielson
Attribute Sciences, Process Development, Amgen Inc., Thousand Oaks, CA 91320
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Zai-Qing Wen
Attribute Sciences, Process Development, Amgen Inc., Thousand Oaks, CA 91320
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Abstract

The rapid identification of protein drug products for packaging and receiving can significantly reduce disposition cycle time, and thereby improve the efficiency and productivity of the supply chain to better meet the needs of patients. In this feasibility study, we demonstrate a novel methodology that combines Raman spectroscopy with discriminant analysis that can be used for rapid identification or verification of finished products. With this methodology, Raman spectra of formulated therapeutic proteins were collected non-invasively with the samples either in a quartz cuvette or in the original glass vials, and analyzed without subtraction of buffer or placebo solutions. The algorithm used for the discriminant analysis was Mahalanobis distance by principal component analysis with residuals. In addition to product identification, the methodology has the potential to be used for characterizing formulated proteins when exposed to external stresses based on the changes of Mahalanobis distances.

LAY ABSTRACT: The rapid identification of protein drug products for packaging and receiving can significantly reduce disposition cycle time, and thereby improve the efficiency and productivity of the supply chain. In this study, we demonstrate a novel methodology that combines Raman spectroscopy with discriminant analysis to rapidly identify formulated proteins non-invasively.

  • Formulated protein products
  • Rapid identification
  • Rapid characterization
  • Raman spectroscopy
  • Discriminant analysis
  • Principal component analysis
  • Mahalanobis distance

Footnotes

  • ↵† Attribute Sciences, Eurofins Lancaster Labs Inc., Thousand Oaks, CA 91320

  • Abbreviations:

    API
    Active pharmaceutical ingredient
    cGMP
    Current good manufacturing practice
    CVA
    Canonical variate analysis
    DA
    Discriminant analysis
    ELISA
    Enzyme-linked immunosorbent assay
    IgG
    Immunoglobulin G
    MD
    Mahalanobis distance
    MC
    Mean centering
    NIR
    Near-infrared
    PCA
    Principal component analysis
    PLS
    Partial least square
    SNV
    Standard normal variate
    SIMCA
    Soft independent modeling of class analogy
    TPV
    Total percent variance
    • © PDA, Inc. 2016
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    PDA Journal of Pharmaceutical Science and Technology: 70 (1)
    PDA Journal of Pharmaceutical Science and Technology
    Vol. 70, Issue 1
    January/February 2016
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    Rapid Identification and Characterization of Formulated Protein Products by Raman Spectroscopy Coupled with Discriminant Analysis
    Xiaolin Cao, Dan Zhou, James A. Loussaert, David S. Meriage, Joseph D. Levine, John P. Gabrielson, Zai-Qing Wen
    PDA Journal of Pharmaceutical Science and Technology Jan 2016, 70 (1) 62-75; DOI: 10.5731/pdajpst.2015.005769

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    Rapid Identification and Characterization of Formulated Protein Products by Raman Spectroscopy Coupled with Discriminant Analysis
    Xiaolin Cao, Dan Zhou, James A. Loussaert, David S. Meriage, Joseph D. Levine, John P. Gabrielson, Zai-Qing Wen
    PDA Journal of Pharmaceutical Science and Technology Jan 2016, 70 (1) 62-75; DOI: 10.5731/pdajpst.2015.005769
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    Keywords

    • Formulated Protein Products
    • Rapid Identification
    • Rapid Characterization
    • Raman spectroscopy
    • Discriminant Analysis
    • Principal component analysis
    • Mahalanobis distance

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