Blend uniformity analysis using stream sampling and near infrared spectroscopy

A near infrared spectroscopic method was developed to determine drug content in a 20% (wt/wt) ibuprofen and spray-dried hydous lactose blend. A blending profile was obtained after blending for 0.5, 1, 3, 5, 10, and 20 minutes. Stream sampling was used to collect about 20 blend samples at each of the blending times from a laboratory scale V-blender. The samples collected were used to develop a near infrared calibration model. The calibration model was then used to determine the drug content of unknown samples from 2 validation blends. The validation blends were not included in the calibration model; they were used to evaluate the effectiveness of the calibration model. A total of 45 samples from the 2 validation blends were predicted by the near infrared calibration model and then analyzed by a validated UV spectrophotometric method. The root mean square error of prediction for the first validation blend was 5.69 mg/g and 3.30 mg/g for the samples from the second blend. A paired t test at the 95% confidence level did not indicate any differences between the drug content predicted by the near infrared spectroscopy (NIRS) method and the validated UV method for the 2 blends. The results show that the NIRS method could be developed while the blending profile is generated and used to thoroughly characterize a new formulation during development by analyzing a large number of samples. The new formulation could be transferred to a manufacturing plant with an NIRS method to facilitate blend uniformity analysis.

[1]  Richard Kramer,et al.  Chemometric Techniques For Quantitative Analysis , 1998 .

[2]  P. Griffiths,et al.  Effect of Pressure on Diffuse Reflectance Infrared Spectra of Compressed Powders , 1984 .

[3]  L. Danielsson,et al.  Quantitative in-line monitoring of powder blending by near infrared reflection spectroscopy , 2002 .

[4]  J. Drennen,et al.  Near-infrared spectroscopic characterization of pharmaceutical powder blends. , 1996, Journal of pharmaceutical and biomedical analysis.

[5]  J. Drennen,et al.  Near-infrared spectroscopy and imaging for the monitoring of powder blend homogeneity. , 2001, Journal of pharmaceutical sciences.

[6]  J. T. Carstensen,et al.  Blending Validation and Content Uniformity of Low-Content, Noncohesive Powder Blends , 1996 .

[7]  J. Berman,et al.  Blend uniformity and unit dose sampling , 1995 .

[8]  R. D. Jee,et al.  Meeting the International Conference on Harmonisation's Guidelines on Validation of Analytical Procedures: quantification as exemplified by a near-infrared reflectance assay of paracetamol in intact tablets. , 2000, The Analyst.

[9]  Jonathan Berman,et al.  Unit Dose Sampling: A Tale of two Thieves , 1996 .

[10]  R.-C. Hwang,et al.  A systematic approach for optimizing the blending process of a direct-compression tablet formulation , 1998 .

[11]  J. Fricke,et al.  Effective Sample Size in Diffuse Reflectance Near-IR Spectrometry. , 1999, Analytical chemistry.

[12]  D. Massart,et al.  On-Line Monitoring of Powder Blending with Near-Infrared Spectroscopy , 1998 .

[13]  Garth Boehm Report on the industry blend uniformity practices survey , 2001 .

[14]  Terence Allen,et al.  Powder sampling and particle size measurement , 1997 .

[15]  S. Sekulic,et al.  Automated system for the on-line monitoring of powder blending processes using near-infrared spectroscopy. Part II. Qualitative approaches to blend evaluation. , 1998, Journal of pharmaceutical and biomedical analysis.

[16]  P. Griffiths Fourier Transform Infrared Spectrometry , 2007 .

[17]  T P Garcia,et al.  The Development of a Blend-Sampling Technique to Assess the Uniformity of a Powder Mixture , 2001, Drug development and industrial pharmacy.

[18]  P. K. Aldridge,et al.  Automated system for the on-line monitoring of powder blending processes using near-infrared spectroscopy. Part I. System development and control. , 1996, Journal of pharmaceutical and biomedical analysis.

[19]  Jerry Workman,et al.  Applied Spectroscopy: A Compact Reference for Practitioners , 1998 .

[20]  Fernando J. Muzzio,et al.  Sampling practices in powder blending , 1997 .

[21]  P. K. Aldridge,et al.  On-line monitoring of powder blend homogeneity by near-infrared spectroscopy. , 1996, Analytical chemistry.

[22]  Paul Warren,et al.  Guidelines for the Development and Validation of Near‐Infrared Spectroscopic Methods in the Pharmaceutical Industry , 2006 .

[23]  Thomas P. Garcia,et al.  A solid dosage and blend content uniformity troubleshooting diagram , 2001 .

[24]  J. Duckworth Spectroscopic Quantitative Analysis , 1998 .

[25]  Gary E. Ritchie,et al.  Validation of a near-infrared transmission spectroscopic procedure, part A: validation protocols. , 2002, Journal of pharmaceutical and biomedical analysis.

[26]  C. Ufret,et al.  Modeling of Powder Blending Using On-line Near-Infrared Measurements , 2001, Drug development and industrial pharmacy.