Electrospray ionization mass spectrometry and partial least squares discriminant analysis applied to the quality control of olive oil

被引:19
作者
Alves, Junia O. [1 ]
Botelho, Bruno G. [1 ]
Sena, Marcelo M. [1 ]
Augusti, Rodinei [1 ]
机构
[1] Univ Fed Minas Gerais, Dept Quim, ICEx, BR-31270901 Belo Horizonte, MG, Brazil
来源
JOURNAL OF MASS SPECTROMETRY | 2013年 / 48卷 / 10期
关键词
olive oil authentication; extra virgin olive oil; ordinary olive oil; edible oils; adulteration; ESI-MS; PLS-DA; VEGETABLE-OILS; ADULTERATION; IDENTIFICATION; SPECTROSCOPY; AUTHENTICITY; PROFILES; BLENDS; ORIGIN; MS;
D O I
10.1002/jms.3256
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Direct infusion electrospray ionization mass spectrometry in the positive ion mode [ESI(+)-MS] is used to obtain fingerprints of aqueous-methanolic extracts of two types of olive oils, extra virgin (EV) and ordinary (OR), as well as of samples of EV olive oil adulterated by the addition of OR olive oil and other edible oils: corn (CO), sunflower (SF), soybean (SO) and canola (CA). The MS data is treated by the partial least squares discriminant analysis (PLS-DA) protocol aiming at discriminating the above-mentioned classes formed by the genuine olive oils, EV (1) and OR (2), as well as the EV adulterated samples, i.e. EV/SO (3), EV/CO (4), EV/SF (5), EV/CA (6) and EV/OR (7). The PLS-DA model employed is built with 190 and 70 samples for the training and test sets, respectively. For all classes (1-7), EV and OR olive oils as well as the adulterated samples (in a proportion varying from 0.5 to 20.0% w/w) are properly classified. The developed methodology required no ions identification and demonstrated to be fast, as each measurement lasted about 3 min including the extraction step and MS analysis, and reliable, because high sensitivities (rate of true positives) and specificities (rate of true negatives) were achieved. Finally, it can be envisaged that this approach has potential to be applied in quality control of EV olive oils. Copyright (C) 2013 John Wiley & Sons, Ltd. Supporting information may be found in the online version of this article.
引用
收藏
页码:1109 / 1115
页数:7
相关论文
共 34 条
[1]   Extra virgin (EV) and ordinary (ON) olive oils: distinction and detection of adulteration (EV with ON) as determined by direct infusion electrospray ionization mass spectrometry and chemometric approaches [J].
Alves, Junia de O. ;
Neto, Waldomiro B. ;
Mitsutake, Hery ;
Alves, Paulo S. P. ;
Augusti, Rodinei .
RAPID COMMUNICATIONS IN MASS SPECTROMETRY, 2010, 24 (13) :1875-1880
[2]   Electrospray ionization mass spectrometry fingerprinting of beer [J].
Araújo, AS ;
da Rocha, LL ;
Tomazela, DM ;
Sawaya, ACHF ;
Almeida, RR ;
Catharino, RR ;
Eberlin, MN .
ANALYST, 2005, 130 (06) :884-889
[3]  
Aued-Pimentel Sabria, 2002, Revista do Instituto Adolfo Lutz, V61, P69
[4]   Partial least squares for discrimination [J].
Barker, M ;
Rayens, W .
JOURNAL OF CHEMOMETRICS, 2003, 17 (03) :166-173
[5]   THE USE OF NEAR INFRARED SPECTROSCOPY TO IDENTIFY SOLID WOOD SPECIMENS OF SWIETENIA MACROPHYLLA (CITES APPENDIX II) [J].
Batista Braga, Jez Willian ;
Monteiro Pastore, Tereza Cristina ;
Rauber Coradin, Vera Teresinha ;
Alves Camargos, Jose Arlete ;
da Silva, Allan Ribeiro .
IAWA JOURNAL, 2011, 32 (02) :285-296
[6]   Sequential (step-by-step) detection, identification and quantitation of extra virgin olive oil adulteration by chemometric treatment of chromatographic profiles [J].
Capote, F. Priego ;
Jimenez, J. Ruiz ;
Castro, M. D. Luque de .
ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2007, 388 (08) :1859-1865
[7]   Characterization of vegetable oils by electrospray ionization mass spectrometry fingerprinting: Classification, quality, adulteration, and aging [J].
Catharino, RR ;
Haddad, R ;
Cabrini, LG ;
Cunha, IBS ;
Sawaya, ACHF ;
Eberlin, MN .
ANALYTICAL CHEMISTRY, 2005, 77 (22) :7429-7433
[8]   Tocopherol speciation as first screening for the assessment of extra virgin olive oil quality by reversed-phase high-performance liquid chromatography/fluorescence detector [J].
Chen, Huilun ;
Angiuli, Marco ;
Ferrari, Carlo ;
Tombari, Elpidio ;
Salvetti, Giuseppe ;
Bramanti, Emilia .
FOOD CHEMISTRY, 2011, 125 (04) :1423-1429
[9]   Electrospray ionization mass spectrometry: Chemical processes involved in the ion formation from low molecular weight organic compounds. [J].
Crotti, AEM ;
Vessecchi, R ;
Lopes, JLC ;
Lopes, NP .
QUIMICA NOVA, 2006, 29 (02) :287-292
[10]   Olive oil assessment in edible oil blends by means of ATR-FTIR and chemometrics [J].
de la Mata, Paulina ;
Dominguez-Vidal, Ana ;
Manuel Bosque-Sendra, Juan ;
Ruiz-Medina, Antonio ;
Cuadros-Rodriguez, Luis ;
Jose Ayora-Canada, Maria .
FOOD CONTROL, 2012, 23 (02) :449-455