title: Multivariate data analysis on historical IPV production data for better process understanding and future improvements.
abstract: Historical manufacturing data can potentially harbor a wealth of information for process optimization and enhancement of efficiency and robustness. To extract useful data multivariate data analysis (MVDA) using projection methods is often applied. In this contribution, the results obtained from applying MVDA on data from inactivated polio vaccine (IPV) production runs are described. Data from over 50 batches at two different production scales (700-L and 1,500-L) were available. The explorative analysis performed on single unit operations indicated consistent manufacturing. Known outliers (e.g., rejected batches) were identified using principal component analysis (PCA). The source of operational variation was pinpointed to variation of input such as media. Other relevant process parameters were in control and, using this manufacturing data, could not be correlated to product quality attributes. The gained knowledge of the IPV production process, not only from the MVDA, but also from digitalizing the available historical data, has proven to be useful for troubleshooting, understanding limitations of available data and seeing the opportunity for improvements.
authors.affiliation: Netherlands Vaccine Institute, AL Bilthoven, The Netherlands. yvonne.thomassen@nvi-vaccin.nl
authors.forename: Yvonne E
authors.initials: YE
authors.lastname: Thomassen
authors.forename: Eric N M
authors.initials: EN
authors.lastname: van Sprang
authors.forename: Leo A
authors.initials: LA
authors.lastname: van der Pol
authors.forename: Wilfried A M
authors.initials: WA
authors.lastname: Bakker
mesh_terms: D000818:Animals; D002522:Chlorocebus aethiops; D003627:Data Interpretation, Statistical; D005544:Forecasting; D007221:Industry / Q000379:methods*; D008954:Models, Biological; D015999:Multivariate Analysis; D011054:Poliovirus Vaccine, Inactivated / Q000096:biosynthesis* / Q000302:isolation & purification*; D014709:Vero Cells
chemical_list: D011054:Poliovirus Vaccine, Inactivated