title: Quality by design approach of a pharmaceutical gel manufacturing process, part 2: near infrared monitoring of composition and physical parameters.
abstract: We applied the principles of quality by design to the production process of a pharmaceutical gel by using the near infrared spectroscopy (NIRS) technique in combination with multivariate chemometric tools. For this purpose, we constructed a D-optimal experimental design having normal operational condition (NOC) batches as central point. The primary aim here was to develop an expeditious NIRS method for determining the composition of a pharmaceutical gel and assess the temporal changes in major physical factors affecting the quality of the product (specifically, viscosity and pH). Gel components were quantified by using partial least squares (PLS) calibration models of the PLS1 type. The study was completed by using the batch statistical process control method to compare product batches included in the experimental design with NOC batches. Similarities and differences between the two types of batches were identified by using control charts for residuals (Q-statistic) and Hotteling's T2 (D-statistic). The ensuing models, which were subject to errors less than 5%, allowed the gel production process to be effectively monitored. As shown in this work, the NIRS technique is a highly suitable tool for process analytical technology.
authors.affiliation: Grup de Quimiometria Aplicada, Departament de Química, Unitat de Química Analítica, Universitat Autònoma de Barcelona, E-08193 Bellaterra, Barcelona, Spain.
authors.forename: Juan G
authors.initials: JG
authors.lastname: Rosas
authors.forename: Marcel
authors.initials: M
authors.lastname: Blanco
authors.forename: Josep M
authors.initials: JM
authors.lastname: González
authors.forename: Manel
authors.initials: M
authors.lastname: Alcalá
mesh_terms: D002626:Chemistry, Pharmaceutical; D005079:Excipients / Q000737:chemistry; D005782:Gels; D006863:Hydrogen-Ion Concentration; D016018:Least-Squares Analysis; D008956:Models, Chemical; D015999:Multivariate Analysis; D004364:Pharmaceutical Preparations / Q000138:chemical synthesis* / Q000592:standards; D011786:Quality Control; D015203:Reproducibility of Results; D019265:Spectroscopy, Near-Infrared; D013678:Technology, Pharmaceutical / Q000379:methods* / Q000592:standards; D013696:Temperature; D013997:Time Factors; D014783:Viscosity; D014867:Water / Q000737:chemistry
chemical_list: D005079:Excipients; D005782:Gels; D004364:Pharmaceutical Preparations; D014867:Water