title: Quality-by-design III: application of near-infrared spectroscopy to monitor roller compaction in-process and product quality attributes of immediate release tablets.
abstract: The objective of this study is to use near-infrared spectroscopy (NIRS) coupled with multivariate chemometric models to monitor granule and tablet quality attributes in the formulation development and manufacturing of ciprofloxacin hydrochloride (CIP) immediate release tablets. Critical roller compaction process parameters, compression force (CFt), and formulation variables identified from our earlier studies were evaluated in more detail. Multivariate principal component analysis (PCA) and partial least square (PLS) models were developed during the development stage and used as a control tool to predict the quality of granules and tablets. Validated models were used to monitor and control batches manufactured at different sites to assess their robustness to change. The results showed that roll pressure (RP) and CFt played a critical role in the quality of the granules and the finished product within the range tested. Replacing binder source did not statistically influence the quality attributes of the granules and tablets. However, lubricant type has significantly impacted the granule size. Blend uniformity, crushing force, disintegration time during the manufacturing was predicted using validated PLS regression models with acceptable standard error of prediction (SEP) values, whereas the models resulted in higher SEP for batches obtained from different manufacturing site. From this study, we were able to identify critical factors which could impact the quality attributes of the CIP IR tablets. In summary, we demonstrated the ability of near-infrared spectroscopy coupled with chemometrics as a powerful tool to monitor critical quality attributes (CQA) identified during formulation development.
authors.affiliation: School of Pharmacy, University of Maryland, 20 N. Pine Street, Baltimore, Maryland, 21201, USA.
authors.forename: Ravikanth
authors.initials: R
authors.lastname: Kona
authors.forename: Raafat M
authors.initials: RM
authors.lastname: Fahmy
authors.forename: Gregg
authors.initials: G
authors.lastname: Claycamp
authors.forename: James E
authors.initials: JE
authors.lastname: Polli
authors.forename: Marilyn
authors.initials: M
authors.lastname: Martinez
authors.forename: Stephen W
authors.initials: SW
authors.lastname: Hoag
mesh_terms: D020650:Combinatorial Chemistry Techniques / Q000379:methods; D019245:Compressive Strength; D003692:Delayed-Action Preparations / Q000032:analysis* / Q000138:chemical synthesis* / Q000592:standards; D004339:Drug Compounding / Q000379:methods / Q000592:standards*; D006244:Hardness; D015999:Multivariate Analysis; D010316:Particle Size; D011785:Quality Assurance, Health Care / Q000592:standards*; D019265:Spectroscopy, Near-Infrared / Q000379:methods* / Q000592:standards; D013607:Tablets / Q000032:analysis / Q000138:chemical synthesis* / Q000592:standards; D013678:Technology, Pharmaceutical / Q000379:methods
chemical_list: D003692:Delayed-Action Preparations; D013607:Tablets