Process analytical technology in continuous manufacturing of a commercial pharmaceutical product

[Display omitted] The implementation of process analytical technology and continuous manufacturing at an FDA approved commercial manufacturing site is described. In this direct compaction process the blends produced were monitored with a Near Infrared (NIR) spectroscopic calibration model developed...

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Published in:International journal of pharmaceutics Vol. 538; no. 1-2; pp. 167 - 178
Main Authors: Vargas, Jenny M., Nielsen, Sarah, Cárdenas, Vanessa, Gonzalez, Anthony, Aymat, Efrain Y., Almodovar, Elvin, Classe, Gustavo, Colón, Yleana, Sanchez, Eric, Romañach, Rodolfo J.
Format: Journal Article
Language:English
Published: Netherlands Elsevier B.V 01-03-2018
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Abstract [Display omitted] The implementation of process analytical technology and continuous manufacturing at an FDA approved commercial manufacturing site is described. In this direct compaction process the blends produced were monitored with a Near Infrared (NIR) spectroscopic calibration model developed with partial least squares (PLS) regression. The authors understand that this is the first study where the continuous manufacturing (CM) equipment was used as a gravimetric reference method for the calibration model. A principal component analysis (PCA) model was also developed to identify the powder blend, and determine whether it was similar to the calibration blends. An air diagnostic test was developed to assure that powder was present within the interface when the NIR spectra were obtained. The air diagnostic test as well the PCA and PLS calibration model were integrated into an industrial software platform that collects the real time NIR spectra and applies the calibration models. The PCA test successfully detected an equipment malfunction. Variographic analysis was also performed to estimate the sampling analytical errors that affect the results from the NIR spectroscopic method during commercial production. The system was used to monitor and control a 28 h continuous manufacturing run, where the average drug concentration determined by the NIR method was 101.17% of label claim with a standard deviation of 2.17%, based on 12,633 spectra collected. The average drug concentration for the tablets produced from these blends was 100.86% of label claim with a standard deviation of 0.4%, for 500 tablets analyzed by Fourier Transform Near Infrared (FT-NIR) transmission spectroscopy. The excellent agreement between the mean drug concentration values in the blends and tablets produced provides further evidence of the suitability of the validation strategy that was followed.
AbstractList [Display omitted] The implementation of process analytical technology and continuous manufacturing at an FDA approved commercial manufacturing site is described. In this direct compaction process the blends produced were monitored with a Near Infrared (NIR) spectroscopic calibration model developed with partial least squares (PLS) regression. The authors understand that this is the first study where the continuous manufacturing (CM) equipment was used as a gravimetric reference method for the calibration model. A principal component analysis (PCA) model was also developed to identify the powder blend, and determine whether it was similar to the calibration blends. An air diagnostic test was developed to assure that powder was present within the interface when the NIR spectra were obtained. The air diagnostic test as well the PCA and PLS calibration model were integrated into an industrial software platform that collects the real time NIR spectra and applies the calibration models. The PCA test successfully detected an equipment malfunction. Variographic analysis was also performed to estimate the sampling analytical errors that affect the results from the NIR spectroscopic method during commercial production. The system was used to monitor and control a 28 h continuous manufacturing run, where the average drug concentration determined by the NIR method was 101.17% of label claim with a standard deviation of 2.17%, based on 12,633 spectra collected. The average drug concentration for the tablets produced from these blends was 100.86% of label claim with a standard deviation of 0.4%, for 500 tablets analyzed by Fourier Transform Near Infrared (FT-NIR) transmission spectroscopy. The excellent agreement between the mean drug concentration values in the blends and tablets produced provides further evidence of the suitability of the validation strategy that was followed.
The implementation of process analytical technology and continuous manufacturing at an FDA approved commercial manufacturing site is described. In this direct compaction process the blends produced were monitored with a Near Infrared (NIR) spectroscopic calibration model developed with partial least squares (PLS) regression. The authors understand that this is the first study where the continuous manufacturing (CM) equipment was used as a gravimetric reference method for the calibration model. A principal component analysis (PCA) model was also developed to identify the powder blend, and determine whether it was similar to the calibration blends. An air diagnostic test was developed to assure that powder was present within the interface when the NIR spectra were obtained. The air diagnostic test as well the PCA and PLS calibration model were integrated into an industrial software platform that collects the real time NIR spectra and applies the calibration models. The PCA test successfully detected an equipment malfunction. Variographic analysis was also performed to estimate the sampling analytical errors that affect the results from the NIR spectroscopic method during commercial production. The system was used to monitor and control a 28 h continuous manufacturing run, where the average drug concentration determined by the NIR method was 101.17% of label claim with a standard deviation of 2.17%, based on 12,633 spectra collected. The average drug concentration for the tablets produced from these blends was 100.86% of label claim with a standard deviation of 0.4%, for 500 tablets analyzed by Fourier Transform Near Infrared (FT-NIR) transmission spectroscopy. The excellent agreement between the mean drug concentration values in the blends and tablets produced provides further evidence of the suitability of the validation strategy that was followed.
Author Almodovar, Elvin
Cárdenas, Vanessa
Classe, Gustavo
Nielsen, Sarah
Vargas, Jenny M.
Colón, Yleana
Aymat, Efrain Y.
Gonzalez, Anthony
Romañach, Rodolfo J.
Sanchez, Eric
Author_xml – sequence: 1
  givenname: Jenny M.
  surname: Vargas
  fullname: Vargas, Jenny M.
  organization: Department of Chemistry, University of Puerto Rico, Mayaguez, United States
– sequence: 2
  givenname: Sarah
  surname: Nielsen
  fullname: Nielsen, Sarah
  organization: Janssen Supply Chain, Johnson & Johnson, New Brunswick, NJ, United States
– sequence: 3
  givenname: Vanessa
  surname: Cárdenas
  fullname: Cárdenas, Vanessa
  organization: Department of Chemistry, University of Puerto Rico, Mayaguez, United States
– sequence: 4
  givenname: Anthony
  surname: Gonzalez
  fullname: Gonzalez, Anthony
  organization: Janssen Ortho LLC-Gurabo, PR, United States
– sequence: 5
  givenname: Efrain Y.
  surname: Aymat
  fullname: Aymat, Efrain Y.
  organization: Janssen Ortho LLC-Gurabo, PR, United States
– sequence: 6
  givenname: Elvin
  surname: Almodovar
  fullname: Almodovar, Elvin
  organization: Janssen Ortho LLC-Gurabo, PR, United States
– sequence: 7
  givenname: Gustavo
  surname: Classe
  fullname: Classe, Gustavo
  organization: Janssen Ortho LLC-Gurabo, PR, United States
– sequence: 8
  givenname: Yleana
  surname: Colón
  fullname: Colón, Yleana
  organization: Janssen Ortho LLC-Gurabo, PR, United States
– sequence: 9
  givenname: Eric
  surname: Sanchez
  fullname: Sanchez, Eric
  organization: Janssen Ortho LLC-Gurabo, PR, United States
– sequence: 10
  givenname: Rodolfo J.
  surname: Romañach
  fullname: Romañach, Rodolfo J.
  email: rodolfoj.romanach@upr.edu
  organization: Department of Chemistry, University of Puerto Rico, Mayaguez, United States
BackLink https://www.ncbi.nlm.nih.gov/pubmed/29355655$$D View this record in MEDLINE/PubMed
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Snippet [Display omitted] The implementation of process analytical technology and continuous manufacturing at an FDA approved commercial manufacturing site is...
The implementation of process analytical technology and continuous manufacturing at an FDA approved commercial manufacturing site is described. In this direct...
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SubjectTerms Calibration
Chemistry, Pharmaceutical - methods
Drug Compounding - methods
Drug Labeling
Equipment Design
Least-Squares Analysis
Pharmaceutical Preparations - administration & dosage
Pharmaceutical Preparations - chemistry
Principal Component Analysis
Spectroscopy, Fourier Transform Infrared
Spectroscopy, Near-Infrared - methods
Tablets
Technology, Pharmaceutical - methods
Title Process analytical technology in continuous manufacturing of a commercial pharmaceutical product
URI https://dx.doi.org/10.1016/j.ijpharm.2018.01.003
https://www.ncbi.nlm.nih.gov/pubmed/29355655
https://search.proquest.com/docview/1989913542
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