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Hemida M, Haidar Ahmad IA, Barrientos RC, Regalado EL. Computer-assisted multifactorial method development for the streamlined separation and analysis of multicomponent mixtures in (Bio)pharmaceutical settings. Anal Chim Acta 2024; 1293:342178. [PMID: 38331548 DOI: 10.1016/j.aca.2023.342178] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2023] [Revised: 12/13/2023] [Accepted: 12/23/2023] [Indexed: 02/10/2024]
Abstract
The (bio)pharmaceutical industry is rapidly moving towards complex drug modalities that require a commensurate level of analytical enabling technologies that can be deployed at a fast pace. Unsystematic method development and unnecessary manual intervention remain a major barrier towards a more efficient deployment of meaningful analytical assay across emerging modalities. Digitalization and automation are key to streamline method development and enable rapid assay deployment. This review discusses the use of computer-assisted multifactorial chromatographic method development strategies for fast-paced downstream characterization and purification of biopharmaceuticals. Various chromatographic techniques such as reversed-phase liquid chromatography (RPLC), hydrophilic interaction liquid chromatography (HILIC), ion exchange chromatography (IEX), hydrophobic interaction chromatography (HIC), and supercritical fluid chromatography (SFC) are addressed and critically reviewed. The most significant parameters for retention mechanism modelling, as well as mapping the separation landscape for optimal chromatographic selectivity and resolution are also discussed. Furthermore, several computer-assisted approaches for optimization and development of chromatographic methods of therapeutics, including linear, nonlinear, and multifactorial modelling are outlined. Finally, the potential of the chromatographic modelling and computer-assisted optimization strategies are also illustrated, highlighting substantial productivity improvements, and cost savings while accelerating method development, deployment and transfer processes for therapeutic analysis in industrial settings.
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Affiliation(s)
- Mohamed Hemida
- Analytical Research and Development, MRL, Merck & Co., Inc., 126 E. Lincoln Avenue, Rahway, NJ, 07065, United States.
| | - Imad A Haidar Ahmad
- Analytical Research and Development, MRL, Merck & Co., Inc., 126 E. Lincoln Avenue, Rahway, NJ, 07065, United States.
| | - Rodell C Barrientos
- Analytical Research and Development, MRL, Merck & Co., Inc., 126 E. Lincoln Avenue, Rahway, NJ, 07065, United States
| | - Erik L Regalado
- Analytical Research and Development, MRL, Merck & Co., Inc., 126 E. Lincoln Avenue, Rahway, NJ, 07065, United States
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Klein EJ, Rivera SL. A REVIEW OF CRITERIA FUNCTIONS AND RESPONSE SURFACE METHODOLOGY FOR THE OPTIMIZATION OF ANALYTICAL SCALE HPLC SEPARATIONS. J LIQ CHROMATOGR R T 2007. [DOI: 10.1081/jlc-100100475] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Affiliation(s)
- E. J. Klein
- a Department of Chemical Engineering , Stevens Institute of Technology , Hoboken, NJ, 07030, U.S.A
| | - S. L. Rivera
- a Department of Chemical Engineering , Stevens Institute of Technology , Hoboken, NJ, 07030, U.S.A
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Gennaro MC, Abrigo C, Marengo E. Retention of Anions as a Function of Mobile Phase PH in Ion-Interaction RP-HPLC. ACTA ACUST UNITED AC 2006. [DOI: 10.1080/10826079408013758] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Affiliation(s)
- M. C. Gennaro
- a Dipartimento di Chimica Analitica , Universita di Torino , Via P. Giuria, 5 10125, Torino , Italy
| | - C. Abrigo
- a Dipartimento di Chimica Analitica , Universita di Torino , Via P. Giuria, 5 10125, Torino , Italy
| | - E. Marengo
- a Dipartimento di Chimica Analitica , Universita di Torino , Via P. Giuria, 5 10125, Torino , Italy
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10 High-pressure liquid chromatography. SEP SCI TECHNOL 2003. [DOI: 10.1016/s0149-6395(03)80028-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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7
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Harang V, Karlsson A, Josefson M. Liquid chromatography method development and optimization by statistical experimental design and chromatogram simulations. Chromatographia 2001. [DOI: 10.1007/bf02492487] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Waksmundzka-Hajnos M. Chromatographic separations of aromatic carboxylic acids. JOURNAL OF CHROMATOGRAPHY. B, BIOMEDICAL SCIENCES AND APPLICATIONS 1998; 717:93-118. [PMID: 9832241 DOI: 10.1016/s0378-4347(98)00257-6] [Citation(s) in RCA: 61] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
The purpose of this review is to present methods of chromatographic analysis of aromatic carboxylic acids. The separation, identification and quantitative analysis of aromatic carboxylic acids are necessary because of their importance as non-steroid antiphlogistic drugs, semi-products of biosynthesis of aromatic amino-acids in plants (phenolic acids), metabolites of numerous toxic substances, drugs and catecholamines. HPLC separation of ionic samples tends to be more complicated than separation of non-ionic compounds. The review describes the dependence of the retention of ionic solutes on pH and solvent composition as well as on the ionic strength of a mobile phase. The application of the ion-suppressing RP-HPLC method using organic modifiers (aqueous buffer solutions) as eluents in aromatic carboxylic acid analysis is also presented. In more difficult cases of analysis the addition of an ion-pairing reagent, such as the quaternary alkylammonium ion, is necessary to obtain satisfactory separations. Hypotheses of ion-pair formation in reversed-phase systems as well as the influence of various agents on the separation of ionic solutes in IP-RP systems are explained. Examples of the application of ion-pair liquid chromatography to the analysis of aromatic carboxylic acids have also been reviewed. The principles and application of ion-exchange chromatography to the purification, isolation and less frequently, to chromatographic analysis are discussed. Polar adsorbents and polar bonded stationary phases are also widely used in carboxylic acid separation in normal-phase systems, mainly by TLC, often coupled with densitometry. The review also shows examples of separation of chiral benzoic acids and their derivatives in LC systems. The possibilities of application of gas chromatography preceded by derivatisation or pyrolysis of acidic compounds and applications of GC-MS and Py-GC-MS coupled methods in identification and quantitation of aromatic carboxylic acids is also reviewed.
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Affiliation(s)
- M Waksmundzka-Hajnos
- Department of Inorganic and Analytical Chemistry, Medical Academy, Lublin, Poland
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Outinen K, Haario H, Vuorela P, Nyman M, Ukkonen E, Vuorela H. Optimization of selectivity in high-performance liquid chromatography using desirability functions and mixture designs according to PRISMA. Eur J Pharm Sci 1998; 6:197-205. [PMID: 9795058 DOI: 10.1016/s0928-0987(97)10016-1] [Citation(s) in RCA: 23] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
A computer program for the mobile phase optimization of high-performance liquid chromatography (HPLC) is described. The desirability function technique combined to the prisma mixture design was employed to enhance the quality of HPLC separations. The use of statistical models to predict the behaviour of retention times (tR) and band broadening at the different eluent compositions obtained by prisma was examined for dansyl amides and coumarins. The study showed that the dependence between the eluent composition and tR values of dansyl amides and coumarins can be expressed using quadratic regression models with a high degree of accuracy. Band broadening given by means of the band width at half-height (wh) was described by a linear regression model. Both models were used in calculating and predicting the resolution (Rs) in various solvent combinations. The desirability function converted the calculated (Rs) value into the desirability value (D), and the overall optimum was then defined by means of the overall desirability. The optimal eluent mixtures for the separation of compounds were easily read from the contour plot inside the horizontal plane of the prisma model. A good separation was achieved using the optimized solvent combination. Depending on the aims of the optimal separation, the program allows either optimization of critical pairs or achieving the overall optimum giving a reasonable separation for as many compounds as possible.
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Affiliation(s)
- K Outinen
- Department of Pharmacy, P.O. Box 56, FIN-00014 University of Helsinki, Helsinki, Finland
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Pappa-Louisi A, Zougrou F. The role of mobile-phase pH in the determination of catecholamine-related compounds by reversed-phase liquid chromatography with amperometric detection. Chromatographia 1997. [DOI: 10.1007/bf02466309] [Citation(s) in RCA: 20] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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De Beer JO, Vandenbroucke CV, Massart DL, De Spiegeleer BM. Half-fraction and full factorial designs versus central composite design for retention modelling in reversed-phase ion-pair liquid chromatography. J Pharm Biomed Anal 1996; 14:525-41. [PMID: 8738182 DOI: 10.1016/0731-7085(95)01655-4] [Citation(s) in RCA: 26] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
In a previous paper (J. O. De Beer, C. V. Vandenbroucke and D. L. Massart, J. Pharm. Biomed. Anal., 12, (1994) 1379-1396) liquid chromatographic (LC) retention modelling of the cough-syrup compounds methyl para-hydroxybenzoate (MPHB) and propyl para-hydroxybenzoate (PPHB), phenylephrine hydrochloride (PE) and chlorphenamine maleate (CPM) was studied using a face-centred central composite design. It is examined whether smaller half-fractional and full factorial designs with fewer experiments tend to reliably predict retention times of the latter compounds as well. Simplified regression modelling, however, neglecting more first-order and interactive effects and disregarding pure second-order effects, has to be set up. These smaller designs finally satisfy the prediction of the retention of MPHB, PPHB and PE also. Retention prediction of CPM is much less accurate. CPM has a pKa value of 4.0, which is encompassed by the examined mobile phase pH limits 3.0 and 5.0. Since the largest retention shifts occur near the pKa value, retention prediction in this area becomes more complex. CPM retention modelling from a full factorial design is useful if the mobile phase pH is fixed at 5.0 for methanol as well as for acetonitrile as organic modifers. The full factorial design, applied with acetonitrile as organic modifer, enables the selection of suitable LC parameter combinations for fast and complete separation of the four compounds in cough-syrup analysis.
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Affiliation(s)
- J O De Beer
- Institute for Hyginene and Epidemiology, Brussels, Belgium
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Ibáñez E, Tabera J, Reglero G, Herraiz M. Optimization of fat-soluble vitamin separation by supercritical fluid chromatography. Chromatographia 1995. [DOI: 10.1007/bf02269911] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Gennaro MC, Giacosa D, Abrigo C. The Role of pH of the Mobile-Phase in Ion-Interaction RP-HPLC. ACTA ACUST UNITED AC 1994. [DOI: 10.1080/10826079408013623] [Citation(s) in RCA: 20] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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González A. Practical digest for the evaluation of acidity constants of drugs by reversed-phase high performance liquid chromatography. Int J Pharm 1993. [DOI: 10.1016/0378-5173(93)90348-j] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Wienke D, Lucasius C, Kateman G. Multicriteria target vector optimization of analytical procedures using a genetic algorithm. Anal Chim Acta 1992. [DOI: 10.1016/0003-2670(92)85027-4] [Citation(s) in RCA: 53] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Gonzalez A, Herrador M, Asuero AG. Evaluation of ionization constants of drugs in aqueous organic mixtures from reversed phase high-performance liquid chromatography. Int J Pharm 1992. [DOI: 10.1016/0378-5173(92)90062-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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17
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Modelling retention in reversed-phase liquid chromatography as a function of pH and solvent composition. J Chromatogr A 1992. [DOI: 10.1016/0021-9673(92)85084-7] [Citation(s) in RCA: 106] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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Multivariate optimization of signal intensities in atomic emission spectroscopy using overlapping resolution maps. Anal Bioanal Chem 1992. [DOI: 10.1007/bf00321680] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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High-performance liquid chromatographic computer simulation based on a restricted multi-parameter approach. J Chromatogr A 1990. [DOI: 10.1016/s0021-9673(01)88935-4] [Citation(s) in RCA: 57] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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A modified statistical iteration technique for the global optimization of multivariates in chromatographic separations. Chromatographia 1990. [DOI: 10.1007/bf02261218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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22
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Otto M, Hörchner U, Wegscheider W. Multi-dimensional interpolation by the moving least-squares approach for modelling of chromatographic retention data. J Chromatogr A 1989. [DOI: 10.1016/s0021-9673(01)89155-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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23
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Hu Y, Massart D. Uniform shell designs for optimization in reversed-phase liquid chromatography. J Chromatogr A 1989. [DOI: 10.1016/s0021-9673(01)89146-9] [Citation(s) in RCA: 53] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Matisová E, Kovačičová E, Garaj J, Kraus G. Optimization of the separation of multicomponent mixtures by HRCGC. Chromatographia 1989. [DOI: 10.1007/bf02319572] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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Wright A, Fell A, Berridge J. Strategies for automated optimisation of high-performance liquid chromatographic separations incorporating diode-array detection. J Chromatogr A 1988. [DOI: 10.1016/s0021-9673(00)90577-6] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Wright AG, Fell AF, Berridge JC. Sequential simplex optimization and multichannel detection in HPLC: Application to method development. Chromatographia 1987. [DOI: 10.1007/bf02688540] [Citation(s) in RCA: 31] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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Development and evaluation of an automated procedure for the ruggedness testing of chromatographic conditions in high-performance liquid chromatography. J Chromatogr A 1987. [DOI: 10.1016/s0021-9673(01)94142-1] [Citation(s) in RCA: 51] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Goewie CE. Optimization of Mobile Phase Composition in Liquid Chromatography—A Survey of Most Commonly Used Chemometric Procedures. ACTA ACUST UNITED AC 1986. [DOI: 10.1080/01483918608076695] [Citation(s) in RCA: 23] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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El Tayar N, van de Waterbeemd H, Testa B. Lipophilicity measurements of protonated basic compounds by reversed-phase high-performance liquid chromatography. J Chromatogr A 1985. [DOI: 10.1016/s0021-9673(01)90507-2] [Citation(s) in RCA: 77] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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A. Cooper H, J. Hurtubise R. Solubility parameter and window diagram optimization methods for the reversed-phase chromatographic optimization of complex hydroxyl aromatic mixtures. J Chromatogr A 1985. [DOI: 10.1016/s0021-9673(01)87379-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Eppert G, Liebscher G, Ihrke M, Arendt G. Bestimmung von Verunreinigungen in Salicylsäure durch Hochleistungs-Flüssigchromatographie nach Computer gestützter Optimierung der Trennparameter. J Chromatogr A 1985. [DOI: 10.1016/s0021-9673(01)93554-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Goldberg A, Nowakowska E, Antle P, Snyder L. Retention-optimization strategy for the high-performance liquid chromatographic ion-pair separation of samples containing basic compounds. J Chromatogr A 1984. [DOI: 10.1016/s0021-9673(00)96156-9] [Citation(s) in RCA: 59] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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34
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Haddad P, Drouen A, Billiet H, De Galan L. Combined optimization of mobile phase pH and organic modifier content in the separation of some aromatic acids by reversed-phase high-performance liquid chromatography. J Chromatogr A 1983. [DOI: 10.1016/s0021-9673(00)91592-9] [Citation(s) in RCA: 49] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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