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Fan S, Li C, Ma J, Meng Z, Zhao L, Zhang Y. Surface plasmon resonance biosensor for the detection of phenylethanolamine A in swine urine. ANALYTICAL METHODS : ADVANCING METHODS AND APPLICATIONS 2021; 13:1278-1285. [PMID: 33624658 DOI: 10.1039/d1ay00132a] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
In the present study, an antibody against phenylethanolamine A (PEA) was produced, confirmed, and used in a surface plasmon resonance (SPR)-based measurement. Bovine serum albumin (BSA)-conjugated PEA was linked to nano-gold particles bound to l-cysteine modified on the surface of a Au-NP sensor chip. The concentrations of antigen and antibody were optimized, and the designed biosensor chip was investigated to examine the stability and accuracy of the proposed method. The recovery of PEA ranged from 80.4-93.4% in swine urine samples with spike levels of 5, 10 and 20 ng mL-1, and the relative standard deviations of PEA were less than 2%. PEA analogues, such as clenbuterol, ractopamine, and salbutamol, did not influence the PEA measurement. The developed method could be used to measure PEA in swine urine samples.
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Affiliation(s)
- Sufang Fan
- Hebei Food Safety Key Laboratory, Hebei Food Inspection and Research Institute, Shijiazhuang, 050227, China.
| | - Chunsheng Li
- Biology Institute of Hebei Academy of Sciences, Shijiazhuang, 050051, China
| | - Junmei Ma
- Hebei Food Safety Key Laboratory, Hebei Food Inspection and Research Institute, Shijiazhuang, 050227, China.
| | - Zhijuan Meng
- Hebei Food Safety Key Laboratory, Hebei Food Inspection and Research Institute, Shijiazhuang, 050227, China.
| | - Limin Zhao
- Hebei Food Safety Key Laboratory, Hebei Food Inspection and Research Institute, Shijiazhuang, 050227, China.
| | - Yan Zhang
- Hebei Food Safety Key Laboratory, Hebei Food Inspection and Research Institute, Shijiazhuang, 050227, China. and Hebei Key Laboratory of Forensic Medicine, College of Forensic Medicine, Hebei Medical University, Shijiazhuang, 050017, China
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2
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Wang M, Zhu M, Wang Y, Fan Z, Wu S, Zhang X, Tong Z. In situ Preparation of HNbMoO 6/C Nanocomposite for Sensitive Detection of Clenbuterol. Appl Biochem Biotechnol 2019; 189:960-971. [PMID: 31152354 DOI: 10.1007/s12010-019-03054-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2019] [Accepted: 05/22/2019] [Indexed: 12/18/2022]
Abstract
In this paper, we synthesized HNbMoO6/C composite through the calcination of octylamine-intercalated HNbMoO6 precursor. The resulting HNbMoO6/C composite showed some new phases of MoO2, MoO3, NbO2, Nb2O5, and carbon, which was fully confirmed via powder X-ray diffraction (XRD), scanning electron microscopy (SEM), transmission electron microscopy (TEM), selected area electron diffraction (SAED), and X-ray photoelectron spectroscopy (XPS) technologies. Besides, the HNbMoO6/C hybrid was coated on glass carbon electrode to construct an electrochemical sensor for sensitive determination of clenbuterol. The electrochemical behaviors of clenbuterol on the prepared electrode were tested by cyclic voltammetry (CV) and differential pulse voltammetry (DPV) analysis. The results showed that the intercalated carbon can act as active sites to accelerate electron transfer. In addition, more exposed surface areas of the HNbMoO6/C composite will facilitate the electrolyte to permeate. The oxidation peak current of clenbuterol was linearly related to its concentration in the range of 1.04 × 10-5 to 7.51 × 10-4 mol L-1, and the determination limit was calculated to be 3.03 × 10-6 mol L-1 (S/N = 3). This sensor exhibits excellent stability, reproducibility, specificity, and good recoveries when applied to monitor clenbuterol in real samples.
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Affiliation(s)
- Mengjun Wang
- School of Chemical Engineering, Huaihai Institute of Technology, Lianyungang, 222005, China.,Jiangsu Key Laboratory of Function Control Technology for Advanced Materials, Huaihai Institute of Technology, Lianyungang, 222005, China
| | - Mengde Zhu
- School of Chemical Engineering, Huaihai Institute of Technology, Lianyungang, 222005, China.,Jiangsu Key Laboratory of Function Control Technology for Advanced Materials, Huaihai Institute of Technology, Lianyungang, 222005, China
| | - Yu Wang
- School of Chemical Engineering, Huaihai Institute of Technology, Lianyungang, 222005, China.,Jiangsu Key Laboratory of Function Control Technology for Advanced Materials, Huaihai Institute of Technology, Lianyungang, 222005, China
| | - Zichun Fan
- School of Chemical Engineering, Huaihai Institute of Technology, Lianyungang, 222005, China.,Jiangsu Key Laboratory of Function Control Technology for Advanced Materials, Huaihai Institute of Technology, Lianyungang, 222005, China
| | - Shining Wu
- School of Chemical Engineering, Huaihai Institute of Technology, Lianyungang, 222005, China.,Jiangsu Key Laboratory of Function Control Technology for Advanced Materials, Huaihai Institute of Technology, Lianyungang, 222005, China
| | - Xiaobo Zhang
- School of Chemical Engineering, Huaihai Institute of Technology, Lianyungang, 222005, China.,Jiangsu Key Laboratory of Function Control Technology for Advanced Materials, Huaihai Institute of Technology, Lianyungang, 222005, China
| | - Zhiwei Tong
- School of Chemical Engineering, Huaihai Institute of Technology, Lianyungang, 222005, China. .,Jiangsu Key Laboratory of Function Control Technology for Advanced Materials, Huaihai Institute of Technology, Lianyungang, 222005, China. .,SORST, Japan Science and Technology Agency (JST), Kawaguchi Center Building 4-1-8, Kawaguchi, Saitama, 332-0012, Japan.
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Angle Distribution of Loading Subspace (ADLS) for estimating chemical rank in multivariate analysis: Applications in spectroscopy and chromatography. Talanta 2018; 194:90-97. [PMID: 30609622 DOI: 10.1016/j.talanta.2018.10.008] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2018] [Revised: 09/28/2018] [Accepted: 10/01/2018] [Indexed: 11/24/2022]
Abstract
Multivariate analyses are increasingly popular to explore the underlying structure of multivariate datasets, which are more and more prevalent in analytical chemistry. However, difficulties can be associated with estimating the number of components for the data with considerable coherence and noise. The method of Angle Distribution of Loading Subspace (ADLS) has been proposed to estimate the number of components for Principal Component Analysis (PCA) and PARAllel FACtor analysis (PARAFAC), which showed some advantages, in particular in the case of datasets with high coherence, over the commonly used methods (scree plot and cross-validation in PCA, and core consistency diagnostics (CORCONDIA) in PARAFAC). In this paper, we systematically improved and applied ADLS to estimate the number of components in different multivariate methods including, Multivariate Curve Resolution (MCR), PARAFAC and four-way PARAFAC. Firstly, we showed that ADLS performed better when estimating the chemical rank for MCR analysis, compared with scree plots. As well as this, we improved ADLS in multi-way analysis (three- and four-way PARAFAC) by calculating the loading subspace in advance using the Khatri-Rao product. The improved ADLS in multi-way analysis provided the correct result for the simulated three-way fluorescence datasets with unevenly distributed coherence at different dimensions, while the previous version of ADLS showed biased results and CORCONDIA / split-half analysis provided relatively unstable results. Moreover, ADLS was used to estimate the chemical rank for a four-way real-life fluorescence dataset analyzed by four-way PARAFAC. In this case the result of chemical rank results from ADLS was more precise and informative compared with CORCONDIA /split-half analysis in four-way analysis.
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Kanginejad A, Mani-Varnosfaderani A. Chemometrics advances on the challenges of the gas chromatography–mass spectrometry metabolomics data: a review. JOURNAL OF THE IRANIAN CHEMICAL SOCIETY 2018. [DOI: 10.1007/s13738-018-1461-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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5
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Karamolegou F, Dasenaki M, Belessi V, Georgakilas V, Thomaidis N. Multi-Residue Determination of 7 β-Agonists in Liver and Meat Using Gas Chromatography-Mass Spectrometry. FOOD ANAL METHOD 2018. [DOI: 10.1007/s12161-018-1278-y] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
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6
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Wang J, Zhang L, Huang Y, Dandapat A, Dai L, Zhang G, Lu X, Zhang J, Lai W, Chen T. Hollow Au-Ag Nanoparticles Labeled Immunochromatography Strip for Highly Sensitive Detection of Clenbuterol. Sci Rep 2017; 7:41419. [PMID: 28134263 PMCID: PMC5278391 DOI: 10.1038/srep41419] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2016] [Accepted: 12/20/2016] [Indexed: 12/27/2022] Open
Abstract
The probe materials play a significant role in improving the detection efficiency and sensitivity of lateral-flow immunochromatographic test strip (ICTS). Unlike conventional ICTS assay usually uses single-component, solid gold nanoparticles as labeled probes, in our present study, a bimetallic, hollow Au-Ag nanoparticles (NPs) labeled ICTS was successfully developed for the detection of clenbuterol (CLE). The hollow Au-Ag NPs with different Au/Ag mole ratio and tunable size were synthesized by varying the volume ratio of [HAuCl4]:[Ag NPs] via the galvanic replacement reaction. The surface of hollow Ag-Au NPs was functionalized with 11-mercaptoundecanoic acid (MUA) for further covalently bonded with anti-CLE monoclonal antibody. Overall size of the Au-Ag NPs, size of the holes within individual NPs and also Au/Ag mole ratio have been systematically optimized to amplify both the visual inspection signals and the quantitative data. The sensitivity of optimized hollow Au-Ag NPs probes has been achieved even as low as 2 ppb in a short time (within 15 min), which is superior over the detection performance of conventional test strip using Au NPs. The optimized hollow Au-Ag NPs labeled test strip can be used as an ideal candidate for the rapid screening of CLE in food samples.
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Affiliation(s)
- Jingyun Wang
- State Key Laboratory of Food Science and Technology, Nanchang University, Nanchang 330047, China.,Division of Polymer and Composite Materials, Ningbo Institute of Material Technology and Engineering Chinese Academy of Sciences, No. 1219 Zhongguan West Road, Zhenhai District, Ningbo 315201, China
| | - Lei Zhang
- Division of Polymer and Composite Materials, Ningbo Institute of Material Technology and Engineering Chinese Academy of Sciences, No. 1219 Zhongguan West Road, Zhenhai District, Ningbo 315201, China
| | - Youju Huang
- Division of Polymer and Composite Materials, Ningbo Institute of Material Technology and Engineering Chinese Academy of Sciences, No. 1219 Zhongguan West Road, Zhenhai District, Ningbo 315201, China
| | - Anirban Dandapat
- Department of Biotechnology, Kumaun University, Bhimtal-263136, Uttarakhand, India
| | - Liwei Dai
- Division of Polymer and Composite Materials, Ningbo Institute of Material Technology and Engineering Chinese Academy of Sciences, No. 1219 Zhongguan West Road, Zhenhai District, Ningbo 315201, China
| | - Ganggang Zhang
- State Key Laboratory of Food Science and Technology, Nanchang University, Nanchang 330047, China.,Division of Polymer and Composite Materials, Ningbo Institute of Material Technology and Engineering Chinese Academy of Sciences, No. 1219 Zhongguan West Road, Zhenhai District, Ningbo 315201, China
| | - Xuefei Lu
- Division of Polymer and Composite Materials, Ningbo Institute of Material Technology and Engineering Chinese Academy of Sciences, No. 1219 Zhongguan West Road, Zhenhai District, Ningbo 315201, China
| | - Jiawei Zhang
- Division of Polymer and Composite Materials, Ningbo Institute of Material Technology and Engineering Chinese Academy of Sciences, No. 1219 Zhongguan West Road, Zhenhai District, Ningbo 315201, China
| | - Weihua Lai
- State Key Laboratory of Food Science and Technology, Nanchang University, Nanchang 330047, China
| | - Tao Chen
- Division of Polymer and Composite Materials, Ningbo Institute of Material Technology and Engineering Chinese Academy of Sciences, No. 1219 Zhongguan West Road, Zhenhai District, Ningbo 315201, China
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Sensitive and selective determination of riboflavin (vitamin B2) based on boron-doped diamond electrode. MONATSHEFTE FUR CHEMIE 2016. [DOI: 10.1007/s00706-016-1665-2] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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8
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Zhang Z, Duan F, He L, Peng D, Yan F, Wang M, Zong W, Jia C. Electrochemical clenbuterol immunosensor based on a gold electrode modified with zinc sulfide quantum dots and polyaniline. Mikrochim Acta 2016. [DOI: 10.1007/s00604-015-1730-2] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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9
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10
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Junhua L, Chunsheng L, Meng W, Yan Z, Xiaofei M, Hua C, Jinghui Y. Development of an ultrasensitive immunochromatographic assay (ICA) strip for the rapid detection of phenylethanolamine A in urine and pork samples. J Food Sci 2015; 80:T894-9. [PMID: 25754291 DOI: 10.1111/1750-3841.12814] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2014] [Accepted: 01/05/2015] [Indexed: 11/30/2022]
Abstract
In this study a one-step immunochromatographic assay based on competitive format was developed for the rapid detection of phenylethanolamine A (PEAA) residues in urine and pork samples. A monoclonal antibody against PEAA was produced from BALB/c mice immunized with the PEAA-BSA conjugate. The results of this qualitative test strip were to be interpreted visually. The visual detection limit (VDL) and threshold level of the optimized immunochromatographic assay for PEAA were 0.1 ng/mL and 0.5 ng/mL, respectively. Cross-reactions with other β-agonists were not significant inhibitions to the performance of the test strip assay. The results from the test strip were in a good agreement with those obtained using a high performance liquid chromatography-tandem mass spectrometry (HPLC-MS/MS) assay. The immunochromatographic assay developed here was a useful on-site screening tool that is rapid to use, low in cost, and extremely convenient for the detection of PEAA in urine samples and pork samples.
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Affiliation(s)
- Li Junhua
- Biology Inst. of Hebei Academy of Sciences, Shijiazhuang, Hebei, 050051, PR, China
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11
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Cardoso CR, Ataíde CH. Micropyrolysis of Tobacco Powder at 500°C: Influence of ZnCl2and MgCl2Contents on the Generation of Products. CHEM ENG COMMUN 2014. [DOI: 10.1080/00986445.2013.850576] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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12
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Multi-targeted interference-free determination of ten β-blockers in human urine and plasma samples by alternating trilinear decomposition algorithm-assisted liquid chromatography–mass spectrometry in full scan mode: Comparison with multiple reaction monitoring. Anal Chim Acta 2014; 848:10-24. [DOI: 10.1016/j.aca.2014.08.052] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2014] [Revised: 08/20/2014] [Accepted: 08/27/2014] [Indexed: 11/21/2022]
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13
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Ionic liquids modified dummy molecularly imprinted microspheres as solid phase extraction materials for the determination of clenbuterol and clorprenaline in urine. J Chromatogr A 2013; 1294:10-6. [DOI: 10.1016/j.chroma.2013.04.024] [Citation(s) in RCA: 56] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2012] [Revised: 04/08/2013] [Accepted: 04/10/2013] [Indexed: 11/17/2022]
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14
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Morales R, Sarabia LA, Sánchez MS, Ortiz MC. Experimental design for the optimization of the derivatization reaction in determining chlorophenols and chloroanisoles by headspace-solid-phase microextraction–gas chromatography/mass spectrometry. J Chromatogr A 2013; 1296:179-95. [DOI: 10.1016/j.chroma.2013.04.038] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2013] [Revised: 04/12/2013] [Accepted: 04/15/2013] [Indexed: 12/01/2022]
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15
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Us MF, Alshana U, Lubbad I, Göğer NG, Ertaş N. Dispersive liquid-liquid microextraction based on solidification of floating organic drop combined with field-amplified sample injection in capillary electrophoresis for the determination of beta(2)-agonists in bovine urine. Electrophoresis 2013; 34:854-61. [DOI: 10.1002/elps.201200348] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2012] [Revised: 10/23/2012] [Accepted: 11/21/2012] [Indexed: 11/07/2022]
Affiliation(s)
| | - Usama Alshana
- Department of Analytical Chemistry; Faculty of Pharmacy; Gazi University; Ankara; Turkey
| | - Ibrahim Lubbad
- Department of Analytical Chemistry; Faculty of Pharmacy; Gazi University; Ankara; Turkey
| | - Nilgün G. Göğer
- Department of Analytical Chemistry; Faculty of Pharmacy; Gazi University; Ankara; Turkey
| | - Nusret Ertaş
- Department of Analytical Chemistry; Faculty of Pharmacy; Gazi University; Ankara; Turkey
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Li X, Zhou M, Turson M, Lin S, Jiang P, Dong X. Preparation of clenbuterol imprinted monolithic polymer with hydrophilic outer layers by reversible addition–fragmentation chain transfer radical polymerization and its application in the clenbuterol determination from human serum by on-line solid-phase extraction/HPLC analysis. Analyst 2013; 138:3066-74. [DOI: 10.1039/c3an36801g] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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17
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Multiway Methods. ACTA ACUST UNITED AC 2013. [DOI: 10.1016/b978-0-444-59528-7.00007-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register]
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18
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Real B, Ortiz M, Sarabia L. Develop of a multiway chemometric-based analytical method fulfilling regulatory identification criteria: Application to GC–MS pesticide residue analysis. J Chromatogr B Analyt Technol Biomed Life Sci 2012; 910:122-37. [DOI: 10.1016/j.jchromb.2012.05.017] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2011] [Revised: 05/04/2012] [Accepted: 05/07/2012] [Indexed: 10/28/2022]
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Arancibia JA, Damiani PC, Escandar GM, Ibañez GA, Olivieri AC. A review on second- and third-order multivariate calibration applied to chromatographic data. J Chromatogr B Analyt Technol Biomed Life Sci 2012; 910:22-30. [DOI: 10.1016/j.jchromb.2012.02.004] [Citation(s) in RCA: 77] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2011] [Revised: 01/20/2012] [Accepted: 02/05/2012] [Indexed: 11/25/2022]
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20
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Morales R, Cruz Ortiz M, Sarabia LA. Optimization of headspace experimental factors to determine chlorophenols in water by means of headspace solid-phase microextraction and gas chromatography coupled with mass spectrometry and parallel factor analysis. Anal Chim Acta 2012; 754:20-30. [DOI: 10.1016/j.aca.2012.10.003] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2012] [Revised: 09/25/2012] [Accepted: 10/02/2012] [Indexed: 11/28/2022]
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21
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Kumar K, Mishra AK. Application of parallel factor analysis to total synchronous fluorescence spectrum of dilute multifluorophoric solutions: addressing the issue of lack of trilinearity in total synchronous fluorescence data set. Anal Chim Acta 2012; 755:37-45. [PMID: 23146392 DOI: 10.1016/j.aca.2012.10.024] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2012] [Revised: 09/25/2012] [Accepted: 10/16/2012] [Indexed: 10/27/2022]
Abstract
In recent years, total synchronous fluorescence (TSF) spectroscopy has become popular for the analysis of multifluorophoric systems. Application of PARAFAC, a popular deconvolution tool, requires trilinear structure in the three-way data array. The present work shows that TSF based three-way array data set of dimension sample × wavelength × Δλ does not have trilinear structure and hence it should not be subjected to PARAFAC analysis. This work also proposes that a TSF data set can be converted to an excitation-emission matrix fluorescence (EEMF) like data set which has trilinear structure, so that PARAFAC analysis can be performed on it. This also enables the retrieval of PARAFAC-separated component TSF spectra.
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Affiliation(s)
- Keshav Kumar
- Department of Chemistry, Indian Institute of Technology-Madras, Chennai, India.
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Hantao LW, Aleme HG, Pedroso MP, Sabin GP, Poppi RJ, Augusto F. Multivariate curve resolution combined with gas chromatography to enhance analytical separation in complex samples: A review. Anal Chim Acta 2012; 731:11-23. [DOI: 10.1016/j.aca.2012.04.003] [Citation(s) in RCA: 59] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2011] [Revised: 04/03/2012] [Accepted: 04/05/2012] [Indexed: 11/29/2022]
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23
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Sai F, Hong M, Yunfeng Z, Huijing C, Yongning W. Simultaneous detection of residues of 25 β₂-agonists and 23 β-blockers in animal foods by high-performance liquid chromatography coupled with linear ion trap mass spectrometry. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2012; 60:1898-1905. [PMID: 22329604 DOI: 10.1021/jf2039058] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
A sensitive method has been developed for the simultaneous determination of residues of 25 β₂-agonists and 23 β-blockers in animal foods by high-performance liquid chromatography coupled with linear ion trap mass spectrometry (HPLC-LIT-MS). This method is based on a new procedure of hydrolysis and extraction by 5% trichloracetic acid, and then cleaned up by mixed strong cation exchange (MCX) cartridges coupled with a novelty cleanup step by methanol. Methanol and 0.1% formic acid were used as mobile phases for gradient elution, while a Supelco Ascentis Express Rp-Amide column was used for LC separation. ESI positive ion scan mode was used with consecutive reaction monitoring (CRM, MS³). Nine β₂-agonists labeled by the deuterium isotope were used as internal standards for quantification. The linear ranges of 48 analytes were from 5 to 200 μg/L; the coefficient of correlation was not less than 0.995. Blank pork muscle, blank liver, and blank kidney were selected as representative matrix for spiked standard recovery test. The recoveries of each compound were in the range of 46.6-118.9%, and the relative standard deviations were in the range of 1.9-28.2%. Decision limits (CCα, α = 0.01) of 48 analytes in muscles, liver, and kidney samples ranged from 0.05 to 0.49 μg/kg, and the detection capability (CCβ, β = 0.05) ranged from 0.13 to 1.64 μg/kg. This method was successfully applied to 110 real animal origin food samples including meat, liver, and kidney of pig and chicken samples.
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Affiliation(s)
- Fan Sai
- Institute of Nutrition and Food Hygiene, Beijing Centre for Disease Control and Prevention, Beijing 100013, China
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24
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Usefulness of a PARAFAC decomposition in the fiber selection procedure to determine chlorophenols by means SPME-GC-MS. Anal Bioanal Chem 2011; 403:1095-107. [DOI: 10.1007/s00216-011-5545-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2011] [Revised: 10/28/2011] [Accepted: 10/30/2011] [Indexed: 10/15/2022]
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25
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Advantages of a programmed temperature vaporizer inlet and parallel factor analysis in the determination of triazines in the presence of non-intentionally added substances by gas chromatography. Anal Bioanal Chem 2011; 403:1131-43. [DOI: 10.1007/s00216-011-5428-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2011] [Revised: 09/06/2011] [Accepted: 09/17/2011] [Indexed: 11/26/2022]
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26
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Di Corcia D, Morra V, Pazzi M, Vincenti M. Simultaneous determination of beta2-agonists in human urine by fast-gas chromatography/mass spectrometry: method validation and clinical application. Biomed Chromatogr 2011; 24:358-66. [PMID: 19642085 DOI: 10.1002/bmc.1300] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
A fast screening protocol was developed and validated for the simultaneous determination of 15 beta(2)-agonists in human urine (bambuterol, cimbuterol, clenbuterol, fenoterol, formoterol, isoproterenol, mapenterol, metaproterenol, procaterol, ractopamine, ritodrine, salbutamol, salmeterol, terbutaline, tulobuterol). The overall sample processing includes deconjugation with enzyme hydrolysis, liquid-liquid extraction, followed by derivatization of the extract and detection of beta(2)-agonists trimethylsilyl-derivatives by fast-gas chromatography/electron impact-mass spectrometry (fast-GC/EI-MS). Sample extraction and derivatization were optimized with the purpose of improving recoveries and reaction yields for a variety of analytes with different structures simultaneously, while keeping the procedure simple and reliable. Validation parameters were determined for each analyte under investigation, including selectivity, linearity, intra- and inter-assay precision, extraction recoveries and signal to noise ratio (S/N) at the lowest calibration level. Fast-GC/MS sequences, based on the use of short columns, high carrier-gas velocity and fast temperature ramping, allow considerable reduction of the analysis time (7 min), while maintaining adequate chromatographic resolution. The overall GC cycle time was less than 9 min, allowing a processing rate of 6 samples/h. High MS-sampling rate, using a benchtop quadrupole mass analyzer, resulted in accurate peak shape definition under both scan and selected ion monitoring modes, and high sensitivity in the latter mode. The method was successfully tested on real samples arising from clinical treatments. Copyright (c) 2009 John Wiley & Sons, Ltd.
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Affiliation(s)
- Daniele Di Corcia
- Centro Regionale di Tossicologia della Regione Piemonte, Consorzio Antidoping A. Bertinaria, Regione Gonzole 10/1, Orbassano, Turin, Italy
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Peng CF, Qin ZF, Ruan ZX, Xu CL, Jin ZY. Rapid Determination of Clenbuterol in Urine by a Competitive Bead Immunoassay Based on Luminex Technology. Immunol Invest 2010; 40:14-28. [DOI: 10.3109/08820139.2010.507687] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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28
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Comprehensive analysis of chromatographic data by using PARAFAC2 and principal components analysis. J Chromatogr A 2010; 1217:4422-9. [DOI: 10.1016/j.chroma.2010.04.042] [Citation(s) in RCA: 71] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2010] [Revised: 04/11/2010] [Accepted: 04/16/2010] [Indexed: 11/17/2022]
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29
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Amigo JM, Skov T, Bro R. ChroMATHography: Solving Chromatographic Issues with Mathematical Models and Intuitive Graphics. Chem Rev 2010; 110:4582-605. [DOI: 10.1021/cr900394n] [Citation(s) in RCA: 160] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- José Manuel Amigo
- Department of Food Science, Quality and Technology, Faculty of Life Sciences, University of Copenhagen, Rolighedsvej 30, DK-1958 Frederiksberg C, Denmark
| | - Thomas Skov
- Department of Food Science, Quality and Technology, Faculty of Life Sciences, University of Copenhagen, Rolighedsvej 30, DK-1958 Frederiksberg C, Denmark
| | - Rasmus Bro
- Department of Food Science, Quality and Technology, Faculty of Life Sciences, University of Copenhagen, Rolighedsvej 30, DK-1958 Frederiksberg C, Denmark
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Iachetta L, Malek L, Ross BM. The reactions of H(3)O(+), NO(+) and O(2) (+) with several flavourant esters studied using selected ion flow tube mass spectrometry. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2010; 24:815-822. [PMID: 20187085 DOI: 10.1002/rcm.4439] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
The reactions of H(3)O(+), NO(+), and O(2) (+) with nineteen ester compounds occurring naturally in plants, and having important flavourant properties, were examined using selected ion flow tube mass spectrometry (SIFT-MS). The H(3)O(+) reactions primarily generate [R(1)COOR(2).H](+), and may also produce [R(2)](+) fragment ions and/or fragmentation within the ester linkage. Collisional association/adduct ions, [R(1)COOR(2).NO](+), are the main products formed in the NO(+) reactions, although the carboxyl fragment ion is also detected frequently. The identification of the parent compound may be made more easily in the H(3)O(+) and NO(+) reactions. The inclusion of O(2) (+) reactions in the analysis provides additional information, which may be applied when the identity of a parent compound cannot be determined solely from the H(3)O(+) and NO(+) analysis. Consideration of the product ions generated with the three precursors suggests that SIFT-MS can differentiate between many of the esters investigated, including isomers, although the product ions generated in the reactions with some esters are too similar to allow independent quantification. Our data therefore suggest that SIFT-MS may be a useful tool to rapidly analyse and quantify flavourant esters in complex gas mixtures.
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Affiliation(s)
- Liana Iachetta
- Department of Biology, Lakehead University, 955 Oliver Rd., Thunder Bay, Ontario, P7B 5E1, Canada
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31
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Liu X, Wang H, Liang Y, Yang J, Zhang H, Lei H, Shen Y, Sun Y. Production and Characterization of a Single-Chain Fv Antibody–Alkaline Phosphatase Fusion Protein Specific for Clenbuterol. Mol Biotechnol 2010; 45:56-64. [DOI: 10.1007/s12033-010-9240-2] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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32
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Liu W, Zhang L, Wei Z, Chen S, Chen G. Analysis of β-agonists and β-blockers in urine using hollow fibre-protected liquid-phase microextraction with in situ derivatization followed by gas chromatography/mass spectrometry. J Chromatogr A 2009; 1216:5340-6. [DOI: 10.1016/j.chroma.2009.05.040] [Citation(s) in RCA: 66] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2009] [Revised: 05/09/2009] [Accepted: 05/14/2009] [Indexed: 11/29/2022]
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Anurukvorakun O, Buchberger W, Himmelsbach M, Klampel CW, Suntornsuk L. A sensitive non-aqueous capillary electrophoresis-mass spectrometric method for multiresidue analyses ofβ-agonists in pork. Biomed Chromatogr 2009; 24:588-99. [DOI: 10.1002/bmc.1331] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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35
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Vasilenko O, Staroverov S, Yermilov D, Pristensky D, Shchyogolev SY, Dykman L. Obtainment of Polyclonal Antibodies to Clenbuterol with the Use of Colloidal Gold. Immunopharmacol Immunotoxicol 2008; 29:563-8. [DOI: 10.1080/08923970701691033] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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36
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Gómez V, Callao MP. Analytical applications of second-order calibration methods. Anal Chim Acta 2008; 627:169-83. [DOI: 10.1016/j.aca.2008.07.054] [Citation(s) in RCA: 89] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2008] [Revised: 07/14/2008] [Accepted: 07/31/2008] [Indexed: 11/25/2022]
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Aresta A, Calvano C, Palmisano F, Zambonin C. Determination of clenbuterol in human urine and serum by solid-phase microextraction coupled to liquid chromatography. J Pharm Biomed Anal 2008; 47:641-5. [DOI: 10.1016/j.jpba.2008.02.001] [Citation(s) in RCA: 60] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2007] [Revised: 02/01/2008] [Accepted: 02/05/2008] [Indexed: 11/24/2022]
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39
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Lin Z, Zhang S, Zhao M, Yang C, Chen D, Zhang X. Rapid screening of clenbuterol in urine samples by desorption electrospray ionization tandem mass spectrometry. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2008; 22:1882-8. [PMID: 18470868 DOI: 10.1002/rcm.3565] [Citation(s) in RCA: 33] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
Rapid screening of clenbuterol in urine was performed by combining desorption electrospray ionization (DESI) and tandem mass spectrometry (MS/MS). Optimization experiments were carried out including the selection of substrates, spray solutions, nebulizing gas pressures, high-voltage power supplies and flow rates of spray solution. The limit of detection (LOD), defined as the lowest quantity that can be detected, was 5.0 pg for the pure compound. Using DESI coupled with solid-phase extraction (SPE), the linear response range was from 10 to 400 ng/mL (R(2) = 0.993) and the concentration LOD for urine sample was 2.0 ng/mL. The analysis for one spiked urine sample was achieved within 4 min. In addition to the fast analysis speed, MS/MS provided structural information for the confirmation of clenbuterol. Urine samples from different people were investigated and the recoveries were within 100 +/- 20%. The developed method can potentially be used for screening of clenbuterol in doping control.
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Affiliation(s)
- Ziqing Lin
- Department of Chemistry, Tsinghua University, 100084 Beijing, People's Republic of China
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40
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Multivariate optimization of a derivatisation procedure for the simultaneous determination of nine anabolic steroids by gas chromatography coupled with mass spectrometry. J Chromatogr A 2008; 1190:278-85. [DOI: 10.1016/j.chroma.2008.02.100] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2008] [Revised: 02/20/2008] [Accepted: 02/22/2008] [Indexed: 11/22/2022]
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41
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Yuan J, Liao L, Lin Y, Deng C, He B. Determination of Sudan I in chilli powder from solvent components gradual change–visible spectra data using second order calibration algorithms. Anal Chim Acta 2008; 607:160-7. [DOI: 10.1016/j.aca.2007.11.047] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2007] [Revised: 09/22/2007] [Accepted: 11/30/2007] [Indexed: 11/30/2022]
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Ortiz MC, Sarabia L. Quantitative determination in chromatographic analysis based on n-way calibration strategies. J Chromatogr A 2007; 1158:94-110. [PMID: 17482630 DOI: 10.1016/j.chroma.2007.04.047] [Citation(s) in RCA: 61] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2007] [Revised: 04/11/2007] [Accepted: 04/12/2007] [Indexed: 11/29/2022]
Abstract
Chemometric techniques for calibration with three-way signals are sufficiently developed for their use in routine analysis. The advantage of the second order property (the possibility of quantifying an analyte in the presence of interferents) together with the guarantee of the uniqueness of the decomposition, what means to extract the signal corresponding only to the analyte of interest, make these calibration techniques especially useful for the quantification and identification of analytes in complex samples. This has a particular interest in the identification and quantification of banned substances or substances with a specified maximum limit. The paper describes the theory of the calibration methodology in relation to the signal order and then focuses the analysis on the three-way techniques commonly used in calibration: n-way partial least squares, multivariate curve resolution and parallel factor analysis. The figures of merit needed for the accreditation of analytical methods are analyzed from the viewpoint of n-way calibrations in chromatography.
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Affiliation(s)
- M C Ortiz
- Department of Chemistry, Faculty of Sciences, Pza, Misael Bañuelos s/n, 09001 Burgos, Spain.
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44
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Arroyo D, Ortiz MC, Sarabia LA. Multiresponse optimization and parallel factor analysis, useful tools in the determination of estrogens by gas chromatography–mass spectrometry. J Chromatogr A 2007; 1157:358-68. [PMID: 17498721 DOI: 10.1016/j.chroma.2007.04.056] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2006] [Revised: 04/18/2007] [Accepted: 04/23/2007] [Indexed: 10/23/2022]
Abstract
This paper reports an experimental design optimization of a recently proposed silylation procedure that avoids the introduction of false positives and false negatives in the simultaneous determination of steroid hormone estrone (E1) and 17-alpha-ethinylestradiol (EE2) by gas chromatography-mass spectrometry (GC/MS). The figures of merit for several calibration procedures were evaluated under optimum conditions in the silylation step. Internal standardization strategies were applied and global models were constructed by gathering signals recorded on three non-consecutive days. Three calibration models were examined: a univariate model with a sum of six monitorized ions and a three-way PARAFAC-based model (the analyte scores were standardized on the basis of the scores of the internal standard). The global PARAFAC-based calibration model showed the best performance with detection capabilities of 4.3 microg l(-1) and 7.0 microg l(-1) for E1 and EE2, respectively, when the probability of false positives was fixed at 1% and that of false negatives at 5%. Mean relative error in absolute terms for E1 and for EE2 was 11.1% and 8.5%, respectively, and trueness was likewise confirmed. The proposed optimized derivatization procedure using a three-way calibration function was also applied in the determination of E1, 17-beta-estradiol (E2) and EE2 in bovine urine samples: recovery values were 68.5%, 40.4% and 43.4%, respectively, and the detection capability was 18.4, 19.3 and 18.6 microg l(-1) when the probability of false positives was fixed at 1% and that of false negatives at 5%. Mean relative error in absolute terms for E1, E2 and EE2 was 7.4%, 9.4% and 8.6%, respectively, and trueness was likewise confirmed.
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Affiliation(s)
- David Arroyo
- Department of Chemistry, Faculty of Sciences, University of Burgos, Pza. Misael Bañuelos s/n, 09001 Burgos, Spain
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45
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de Juan A, Tauler R. Factor analysis of hyphenated chromatographic data. J Chromatogr A 2007; 1158:184-95. [PMID: 17543980 DOI: 10.1016/j.chroma.2007.05.045] [Citation(s) in RCA: 67] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2007] [Revised: 05/08/2007] [Accepted: 05/09/2007] [Indexed: 10/23/2022]
Abstract
Factor analysis (FA) is a family of widely used methods to obtain the underlying sources of variation of data tables. Typically, hyphenated chromatographic data provide data tables with one elution direction and another linked to the detector response. In this context, the factors are the eluting compounds and the profiles defining each factor are the elution profile and the pure response of the compound. This article describes the use of FA in chromatography through diverse tools and problems. Examples of determination of number of compounds, peak purity problems, resolution of overlapped compounds or extension to simultaneous analysis of multiple runs (higher-order data structures) to obtain qualitative and quantitative information are reviewed.
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Affiliation(s)
- Anna de Juan
- Chemometrics Group, Department of Analytical Chemistry, Universitat de Barcelona, Diagonal 647, 08028 Barcelona, Spain.
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46
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Díez R, Sarabia L, Ortiz MC. Optimization of analytical conditions and validation of a fluorescence method for the determination of sulfadiazine in milk. Anal Bioanal Chem 2007; 388:957-68. [PMID: 17453178 DOI: 10.1007/s00216-007-1250-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2006] [Revised: 03/02/2007] [Accepted: 03/07/2007] [Indexed: 11/24/2022]
Abstract
This paper describes optimization and validation of a method for sulfadiazine determination in milk samples based on sulfadiazine derivatization with fluorescamine followed by excitation-emission (fluorescence) measurement. For both the optimization and the validation, a comparison between zero-order and first-order signals has been made, showing the advantages of using first-order signals. In the optimization the effects of the temperature of the derivatization reaction, the amount of fluorescamine and the derivatization time on the instrumental signal (maximum intensity or the net analyte signal) are studied by a factorial experimental design, with the optimal values of these factors which give the highest signal being 22 degrees C for the reaction temperature, 50 microl fluorescamine and 20 min of derivatization time. The validation of the method under the optimal experimental conditions shows that the analytical method is fit-for-purpose, with values of the capability of detection (CCbeta) of 4.3 microg l(-1) at a sulfadiazine concentration of zero and with probabilities of a false positive and a false negative of 5%. Around the permitted limit (established for the sulfonamides at 100 microg l(-1)), CCbeta is 112 microg l(-1). The precision, as the intermediate reproducibility, was established as 1.2 and 3.3 microg l(-1) around 0 and 100 microg l(-1), respectively. In the application to milk samples spiked with sulfadiazine a mean recovery of around 90% was obtained with a standard deviation of about 8% (14 samples of different concentrations).
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Affiliation(s)
- R Díez
- Department of Chemistry, Faculty of Sciences, University of Burgos, Burgos, Spain
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47
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Multi-way partial least squares modeling of water quality data. Anal Chim Acta 2007; 584:385-96. [DOI: 10.1016/j.aca.2006.11.038] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2006] [Revised: 11/14/2006] [Accepted: 11/15/2006] [Indexed: 11/21/2022]
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48
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49
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Porter SEG, Stoll DR, Rutan SC, Carr PW, Cohen JD. Analysis of Four-Way Two-Dimensional Liquid Chromatography-Diode Array Data: Application to Metabolomics. Anal Chem 2006; 78:5559-69. [PMID: 16878896 DOI: 10.1021/ac0606195] [Citation(s) in RCA: 92] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Two-dimensional liquid chromatography (2D-LC) is rapidly gaining popularity for the analysis of very complex mixtures, including proteomic and metabolomic samples. It provides an effective strategy for separating such samples, because the resolving power of 2D-LC is far superior to that of traditional single-dimension separations. The present work focuses on the development of data analysis methods for the extremely large data sets, on the order of 10 million data points, generated by 2D-LC with diode-array detection (DAD). Specifically, we have applied and adapted chemometric methods to the analysis of maize seedling digests, focusing on compounds related to the biosynthetic pathways of indole-3-acetic acid, the primary growth regulator in plants. The chemometric techniques of window target testing factor analysis (WTTFA), along with parallel factor analysis - alternating least squares (PARAFAC-ALS) were used to analyze 2D-LC-DAD chromatograms of a sample composed of 26 indolic standards, 2 extracts of mutant orange pericarp maize seedlings, 2 extracts of wild-type maize seedlings, and a blank sample. The indolic compounds studied belonged to six spectrally unique groups, and WTTFA was able to specifically identify the presence or absence of any of the 26 indolic standards in the mutant and wild-type samples. A PARAFAC-ALS algorithm and an ALS algorithm with flexible constraints were successfully applied to resolve the spectrally rank deficient data and to demonstrate the quantitative potential of multivariate curve resolution methods. Using this procedure, 95 total peaks were resolved in the data set analyzed. Of those 95 peaks, 45 were found in both the mutant and wild-type maize samples, 16 peaks were unique to the mutant maize samples, 13 peaks were unique to the wild-type maize samples, and 15 peaks were unique to the standard chromatograms. Of the 26 standards included in the data set, several indole acetic acid conjugates were identified and quantified in the maize samples at levels of approximately 0.3-2 microg/g plant material.
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Affiliation(s)
- Sarah E G Porter
- Department of Chemistry, Virginia Commonwealth University, 1001 West Main Street, Richmond, Virginia 23284-2006, USA
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