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Chiarentin L, Gonçalves C, Augusto C, Miranda M, Cardoso C, Vitorino C. Drilling into "Quality by Design" Approach for Analytical Methods. Crit Rev Anal Chem 2023:1-42. [PMID: 37665603 DOI: 10.1080/10408347.2023.2253321] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/05/2023]
Abstract
The need for consistency in analytical method development reinforces the dependence of pharmaceutical product development and manufacturing on robust analytical data. The Analytical Quality by Design (AQbD), akin to the product Quality by Design (QbD) endows a high degree of confidence to the method quality developed. AQbD involves the definition of the analytical target profile as starting point, followed by the identification of critical method variables and critical analytical attributes, supported on risk assessment and design of experiment tools for the establishment of a method operable design region and control strategy of the method. This systematic approach moves away from reactive troubleshooting to proactive failure reduction. The objective of this review is to highlight the elements of the AQbD framework and provide an overview of their implementation status in various analytical methods used in the pharmaceutical field. These methodologies include but are not limited to, high-performance liquid chromatography, UV-Vis spectrophotometry, capillary electrophoresis, supercritical fluid chromatography, and high-performance thin-layer chromatography. Finally, a critical appraisal is provided to highlight how regulators have encouraged AQbD principles application to boost the prevention of method failures and a better understanding of the method operable design region (MODR) and control strategy, ultimately resulting in cost-effectiveness and regulatory flexibility.
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Affiliation(s)
- Lucas Chiarentin
- Faculty of Pharmacy, University of Coimbra, Coimbra, Portugal
- Laboratórios Basi Indústria Farmacêutica S.A, Parque Industrial Manuel Lourenço Ferreira, Mortágua, Portugal
- Coimbra Chemistry Centre, Institute of Molecular Sciences - IMS, Department of Chemistry, University of Coimbra, Coimbra, Portugal
| | - Carla Gonçalves
- Laboratórios Basi Indústria Farmacêutica S.A, Parque Industrial Manuel Lourenço Ferreira, Mortágua, Portugal
| | - Cátia Augusto
- Laboratórios Basi Indústria Farmacêutica S.A, Parque Industrial Manuel Lourenço Ferreira, Mortágua, Portugal
| | - Margarida Miranda
- Laboratórios Basi Indústria Farmacêutica S.A, Parque Industrial Manuel Lourenço Ferreira, Mortágua, Portugal
- Egas Moniz School of Health and Science, Egas Moniz Center of Interdisciplinary Research (CiiEM), Caparica, Portugal
| | - Catarina Cardoso
- Laboratórios Basi Indústria Farmacêutica S.A, Parque Industrial Manuel Lourenço Ferreira, Mortágua, Portugal
| | - Carla Vitorino
- Faculty of Pharmacy, University of Coimbra, Coimbra, Portugal
- Coimbra Chemistry Centre, Institute of Molecular Sciences - IMS, Department of Chemistry, University of Coimbra, Coimbra, Portugal
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Tai Y, Ren D, Zhao W, Qu H, Xiong H, Gong X. Analytical Quality by Design oriented development of the UPLC method for analysing multiple pharmaceutical process intermediates: A case study of Compound Danshen Dripping Pills. Microchem J 2023. [DOI: 10.1016/j.microc.2023.108438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
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Arce MM, Castro D, Sarabia LA, Ortiz MC, Sanllorente S. Procedure to explore a ternary mixture diagram to find the appropriate gradient profile in liquid chromatography with fluorescence detector. Application to determine four primary aromatic amines in napkins. J Chromatogr A 2022; 1676:463252. [PMID: 35752150 DOI: 10.1016/j.chroma.2022.463252] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Revised: 06/11/2022] [Accepted: 06/13/2022] [Indexed: 11/16/2022]
Abstract
The purpose of this work is to develop a tool to search for a gradient profile with ternary or binary mixtures in liquid chromatography, that can provide well-resolved chromatograms in the shortest time for multianalyte analysis. This approach is based exclusively on experimental data and does not require a retention time model of the compounds to be separated. The methodology has been applied for the quantification of four primary aromatic amines (PAAs) using HPLC with fluorescence detector (FLD). Aniline (ANL), 2,4-diaminotoluene (TDA), 4,4'-methylenedianiline (MDA) and 2-aminobiphenyl (ABP) have been selected since their importance in food contact materials (FCM). In order to achieve that, partial least squares (PLS) models have been fitted to relate CMP (control method parameters) and CQA (critical quality attributes). Specifically, PLS models have been fitted using 30 experiments for each one of the four CQA (resolution between peaks and total elution time), considering 33 predictor variables (the composition of the methanol and acetonitrile in the mobile phase and the time of each one of the 11 isocratic segments of the gradient). These models have been used to predict new candidate gradients, and then, some of those predictions (the ones with resolutions above 1.5, in absolute value, and final time lower than 20 min) have been experimentally validated. Detection capability of the method has been evaluated obtaining 1.8, 189.4, 28.8 and 3.0 µg L-1 for ANL, TDA, MDA and ABP, respectively. Finally, the application of chemometric tools like PARAFAC2 allowed the accurate quantification of ANL, TDA, MDA and ABP in paper napkins in the presence of other interfering substances coextracted in the sample preparation process. ANL has been detected in the three napkins analysed in quantities between 33.5 and 619.3 µg L-1, while TDA is present in only two napkins in quantities between 725.9 and 1908 µg L-1. In every case, the amount of PAAs found, exceeded the migration limits established in European regulations.
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Affiliation(s)
- M M Arce
- Departamento de Química, Facultad de Ciencias, Universidad de Burgos, Plaza Misael Bañuelos s/n, Burgos 09001, Spain
| | - D Castro
- Departamento de Química, Facultad de Ciencias, Universidad de Burgos, Plaza Misael Bañuelos s/n, Burgos 09001, Spain
| | - L A Sarabia
- Departamento de Matemáticas y Computación, Facultad de Ciencias, Universidad de Burgos, Plaza Misael Bañuelos s/n, Burgos 09001, Spain
| | - M C Ortiz
- Departamento de Química, Facultad de Ciencias, Universidad de Burgos, Plaza Misael Bañuelos s/n, Burgos 09001, Spain.
| | - S Sanllorente
- Departamento de Química, Facultad de Ciencias, Universidad de Burgos, Plaza Misael Bañuelos s/n, Burgos 09001, Spain
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Amin KF, Fakhre NA, Abdullah AM. Comparative Study of Different Derivative Spectrophotometric Techniques for the Analysis and Separation of Metformin, Empagliflozin, and Glimepiride. CURR PHARM ANAL 2020. [DOI: 10.2174/1573412915666190416122337] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Background:
In some cases, lifestyle changes are not enough to keep type 2 diabetes under
control, so there are several medications that may help. Metformin can lower your blood sugar levels,
Glimepiride makes more insulin, whereas Empagliflozin prevents the kidneys from reabsorbing sugar
into the blood and sending it out in the urine.
Methods:
Mean centering, double divisor, ratio spectra-zero crossing, and successive derivative were
applied for the estimation of metformin, empagliflozin, and glimepiride respectively, in their prepared
laboratory mixtures and in pharmaceutical tablets, without prior chemical separation. The absorption
spectra of the mentioned drugs were recorded in the range of 200-400nm.
Results:
These methods were linear over concentration ranges of 1.0-10, 2.5-30, and 1.0-10 μgmL-1 of
metformin, empagliflozin, and glimepiride respectively. Mean centering for metformin was measured at
234 and 248 nm, while empagliflozin and glimepiride had amplitude values at 276 and 262 nm, respectively.
The derivative of double divisor was measured at 234, 278, and 288 nm for metformin, empagliflozin
and glimepiride, respectively. The ratio of spectra-zero crossing was quantified at amplitude values
of the analytical signal at 234 and 274 nm for metformin and empagliflozin, respectively, whereas
glimepiride was determined at 242 and 286 nm. The successive ratio of metformin, empagliflozin, and
glimepiride was determined at 284, 242, and 266 nm, respectively.
Conclusion:
The methods are validated according to the ICH guidelines where accuracy, precision and
repeatability are found to be within the acceptable limit. The methods were studied and optimized. Upon
validation linearity, precision, accuracy, LOD, LOQ and selectivity were proved to be operative for
the analysis of specified drugs in pharmaceutical dosage configuration. Statistical illustration was done
between the suggested methods with the reported methods with consideration to accuracy and precision.
No significant difference was found by student’s t-test, F-test and one-way ANOVA.
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Affiliation(s)
- Khanda F.M. Amin
- Department of Chemistry, College of Science, University of Sulaimani, Sulaimani, Iraq
| | - Nabil A. Fakhre
- Department of Chemistry, College of Education, Salahaddin University, Erbil, Iraq
| | - Ahmed M. Abdullah
- Department of Chemistry, College of Science, University of Sulaimani, Sulaimani, Iraq
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El-Sayed HM, Hashem H. Quality by Design Strategy for Simultaneous HPLC Determination of Bromhexine HCl and Its Metabolite Ambroxol HCl in Dosage Forms and Plasma. Chromatographia 2020. [DOI: 10.1007/s10337-020-03924-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Mukthinuthalapati MA, Bukkapatnam V, Kallepalli P. Simultaneous Determination of Anti-diabetic Drugs in Their Combined Dosage Forms Using HPLC: An Experimental Design Approach. J Chromatogr Sci 2019; 57:339-348. [PMID: 30753337 DOI: 10.1093/chromsci/bmz003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2017] [Revised: 09/04/2018] [Accepted: 01/21/2019] [Indexed: 11/14/2022]
Abstract
A liquid chromatographic method has been established for the separation of five presently existing anti-diabetic drugs-metformin, pioglitazone, glibenclamide, glimepiride and repaglinide using design of experiments methodology. The main objective of this method is to identify the suitable conditions for the adequate separation of these five drugs with minimal analysis time. Experiment design is one of the Quality by design approaches, which incorporates multifaceted combinations of independent variables and their interactions during the optimization of analytical methods for the determination of drugs. Phenomenex Luna C8-type column (250 × 4.6 mm; 5 μm particle size) was employed and 0.3% acetic acid in water: acetonitrile mixture was used as mobile phase (0.829 mL min-1 as flow rate) for the separation of analytes (Detection wavelength-230 nm). The chromatographic efficiency was investigated for the combined effects of each of mobile phase composition, buffer strength, flow rate at three levels using Box-Behnken design which is one of experimental design. The optimized method was validated using the above statistical approach and applied for the assay of pharmaceutical formulations.
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Affiliation(s)
| | - Venkatesh Bukkapatnam
- Department of Pharmaceutical Analysis & Quality Assurance, GITAM Institute of Pharmacy, GITAM (Deemed to be University), Visakhapatnam, India
| | - Pramadvara Kallepalli
- Department of Pharmaceutical Analysis & Quality Assurance, GITAM Institute of Pharmacy, GITAM (Deemed to be University), Visakhapatnam, India
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Mokhtar HI, Abdel-Salam RA, Hadad GM. Tolerance intervals modeling for design space of a salt assisted liquid-liquid microextraction of trimethoprim and six common sulfonamide antibiotics in environmental water samples. J Chromatogr A 2019; 1586:18-29. [DOI: 10.1016/j.chroma.2018.12.003] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2018] [Revised: 11/18/2018] [Accepted: 12/01/2018] [Indexed: 10/27/2022]
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UHPLC method for multiproduct pharmaceutical analysis by Quality-by-Design. J Pharm Biomed Anal 2018; 148:361-368. [DOI: 10.1016/j.jpba.2017.10.014] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2017] [Revised: 10/13/2017] [Accepted: 10/14/2017] [Indexed: 11/19/2022]
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Ferreira SL, Caires AO, Borges TDS, Lima AM, Silva LO, dos Santos WN. Robustness evaluation in analytical methods optimized using experimental designs. Microchem J 2017. [DOI: 10.1016/j.microc.2016.12.004] [Citation(s) in RCA: 70] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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