Comparative study of net analyte signal-based methods and partial least squares for the simultaneous determination of amoxycillin and clavulanic acid by stopped-flow kinetic analysis

Abstract A comparative study about advantages and limitations of net analyte signal (NAS)-based methods (NBMs) and partial least squares (PLS) calibration in kinetic analysis has been performed. The different multivariate calibration methods were applied to the determination of binary mixtures of amoxycillin and clavulanic acid, by stopped-flow kinetic analysis. The reactions of oxidation of these compounds with cerium(IV), in sulphuric acid medium, were monitored by following the changes on the fluorescence of the oxidation products, in stopped-flow mode. The differences on the kinetic profiles obtained at λ ex =256 nm and λ em =351 nm, were used to determine mixtures of both compounds by multivariate calibration of the kinetic data, using PLS-1, a modification of hybrid linear analysis (HLA) and net analyte pre-processing combined with classical least squares (NAP/CLS) methods. The NBMs allowed the selection of optimal time data regions by calculating the minimum error indicator function (EIF), improving the results and making NBMs very convenient for the analysis. In addition, the use of the net analyte signal concept allows the calculation of the analytical figures of merit, limit of detection (LOD), sensitivity and selectivity, for each component.

[1]  S. R. Crouch,et al.  Multicomponent Kinetic Methods , 1993 .

[2]  Bo Karlberg,et al.  Simultaneous determination of orthophosphate and arsenate based on multi-way spectroscopic-kinetic data evaluation , 1997 .

[3]  M. Otto,et al.  Application of multicomponent spectrophotometry in analysis of copper electroplating bath solutions , 1987 .

[4]  J. Green,et al.  Peer Reviewed: A Practical Guide to Analytical Method Validation , 1996 .

[5]  F. X. Rius,et al.  MULTIVARIATE DETECTION LIMITS ESTIMATORS , 1996 .

[6]  Israel Schechter,et al.  Wavelength Selection for Simultaneous Spectroscopic Analysis. Experimental and Theoretical Study , 1996 .

[7]  J. Coello,et al.  Kinetic spectrophotometric determination of Ga(III)-Al(III) mixtures by stopped-flow injection analysis using principal component regression. , 1993, Talanta.

[8]  Héctor C. Goicoechea,et al.  MULTIVAR. A program for multivariate calibration incorporating net analyte signal calculations , 2000 .

[9]  J. Coello,et al.  Kinetic spectrophotometric method for analyzing mixtures of metal ions by stopped-flow injection analysis using partial least-squares regression , 1994 .

[10]  J. E. D. Esteves da Silva,et al.  Parafac decomposition of three-way kinetic-spectrophotometric spectral matrices corresponding to mixtures of heavy metal ions. , 1999, Talanta.

[11]  A. Gómez-Hens,et al.  Simultaneous kinetic fluorimetric determination of amoxycillin and clavulanic acid by the stopped-flow mixing technique , 1993 .

[12]  S. Garrigues,et al.  Simultaneous stopped-flow determination of paracetamol, acetylsalicylic acid and caffeine in pharmaceutical formulations by Fourier transform infrared spectrometry with partial least-squares data treatment , 1996 .

[13]  H. Cartwright Determination of the dimensionality of spectroscopic data by submatrix analysis , 1987 .

[14]  D. Gonzalez-Arjona,et al.  holmes: a program for target factor analysis , 1994 .

[15]  Avraham Lorber,et al.  Net analyte signal calculation in multivariate calibration , 1997 .

[16]  S. Maspoch,et al.  Simultaneous kinetic-spectrophotometric determination of levodopa and benserazide by bi- and three-way partial least squares calibration. , 2000, Talanta.

[17]  Luis Cuadros Rodríguez,et al.  Estimation of Performance Characteristics of an Analytical Method Using the Data Set Of The Calibration Experiment , 1993 .

[18]  D. Gonzalez-Arjona,et al.  STATISTICAL ASSESSMENT OF A NEW CRITERION FOR SELECTING THE NUMBER OF FACTORS IN FACTOR ANALYSIS , 1995 .

[19]  B. Kowalski,et al.  Theory of analytical chemistry , 1994 .

[20]  J. Coello,et al.  Artificial neural networks for multicomponent kinetic determinations. , 1995, Analytical chemistry.

[21]  F. Jiménez,et al.  Evaluation of multicomponent kinetic analysis data by a partial least squares calibration method , 1993 .

[22]  Simultaneous kinetic spectrophotometric determination of 2-furfuraldehyde and 5-hydroxymethyl-2-furfuraldehyde by application of a modified Winkler's method and partial least squares calibration , 1995 .

[23]  Alejandro C. Olivieri,et al.  A comparison of orthogonal signal correction and net analyte preprocessing methods. Theoretical and experimental study , 2001 .

[24]  Richard I. Shrager,et al.  Titration of individual components in a mixture with resolution of difference spectra, pKs, and redox transitions , 1982 .

[25]  A. Lorber Error propagation and figures of merit for quantification by solving matrix equations , 1986 .

[26]  D. W. Margerum,et al.  Simultaneous kinetic and spectral analysis with a vidicon rapid-scanning stopped-flow spectrometer , 1977 .

[27]  E. V. Thomas,et al.  COMPARISON OF MULTIVARIATE CALIBRATION METHODS FOR QUANTITATIVE SPECTRAL ANALYSIS , 1990 .

[28]  Manuel Silva Tutorial review—Recent strategies in automated reaction rate based determinations , 1993 .

[29]  A comparative study of several chemometric methods applied to the treatment of two-way kinetic-spectral data for mixture resolution , 1996 .

[30]  A. Olivieri,et al.  Chemometric assisted simultaneous spectrophotometric determination of four-component nasal solutions with a reduced number of calibration samples , 2002 .

[31]  Israel Schechter,et al.  A Calibration Method Free of Optimum Factor Number Selection for Automated Multivariate Analysis. Experimental and Theoretical Study , 1997 .

[32]  V. Cerdà,et al.  Resolution of simultaneous kinetic spectrophotometric processes by factor analysis , 1993 .

[33]  Facundo M. Fernández,et al.  Novel application and comparison of multivariate calibration for the simultaneous determination of Cu, Zn and Mn at trace levels using flow injection diode array spectrophotometry , 1999 .

[34]  Peter D. Wentzell,et al.  Simultaneous kinetic determinations with the kalman filter , 1989 .

[35]  David M. Haaland,et al.  Partial least-squares methods for spectral analyses. 2. Application to simulated and glass spectral data , 1988 .

[36]  Stephen G. Walburn,et al.  Collection and analysis of hazardous organic emissions , 1982 .

[37]  I. Warner,et al.  Rank estimation of excitation-emission matrices using frequency analysis of eigenvectors. , 1986, Analytical chemistry.

[38]  A. Olivieri,et al.  Simultaneous spectrophotometric-multivariate calibration determination of several components of ophthalmic solutions: phenylephrine, chloramphenicol, antipyrine, methylparaben and thimerosal. , 2000, Talanta.

[39]  Dolores Pérez-Bendito,et al.  Performance of the Kalman filter algorithm in differential reaction-rate methods , 1991 .

[40]  S. Abe,et al.  Simultaneous determination of iron(II) and iron(III) in aqueous solution by kinetic spectrophotometry with tiron , 1986 .

[41]  E. V. Thomas,et al.  Partial least-squares methods for spectral analyses. 1. Relation to other quantitative calibration methods and the extraction of qualitative information , 1988 .

[42]  R. Bro Multiway calibration. Multilinear PLS , 1996 .

[43]  Alejandro C. Olivieri,et al.  Wavelength selection by net analyte signals calculated with multivariate factor-based hybrid linear analysis (HLA). A theoretical and experimental comparison with partial least-squares (PLS) , 1999 .

[44]  M. Guardia,et al.  Application of the partial least-squares calibration method to the simultaneous kinetic determination of propoxur, carbaryl, ethiofencarb and formetanate , 1995 .

[45]  V. Cerdà,et al.  Computer method for the simultaneous kinetic determination of compounds in mixtures based on the use of diode-array spectrophotometry , 1993 .

[46]  A. Espinosa-Mansilla,et al.  Stopped-flow fluorimetric determination of amoxycillin and clavulanic acid by partial least-squares multivariate calibration. , 2002, Talanta.

[47]  I Itzkan,et al.  An enhanced algorithm for linear multivariate calibration. , 1998, Analytical chemistry.

[48]  M. Otto,et al.  Kinetic Aspects of Analytical Chemistry , 1988 .

[49]  A. Olivieri,et al.  Enhanced synchronous spectrofluorometric determination of tetracycline in blood serum by chemometric analysis. Comparison of partial least-squares and hybrid linear analysis calibrations. , 1999, Analytical chemistry.

[50]  M. A. Herrador,et al.  Intra-laboratory testing of method accuracy from recovery assays. , 1999, Talanta.