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 |
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Main Authors: | , , , , , , , , , |
Format: | Journal Article |
Language: | English |
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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. |
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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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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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