Abstract
Fatty acids, tocopherols, sterols and squalene were analyzed by chromatographic-based techniques and were selected as variables to build a variety of classification models for the accurate characterization and authentication of olive, camellia oil and six other vegetable oils (soybean, corn, rapeseed, peanut, palm and sunflower). Different unsupervised and supervised chemometrics techniques, such as principal component analysis (PCA), linear discriminant analysis (LDA) and partial least squares discriminant analysis (PLS-DA), have been applied. In addition, the Kennard–Stone algorithm was used to select the training samples for the construction of supervised models. The discriminating power of different components was compared, and the results suggested that fatty acids are the most powerful in distinguishing vegetable oils, followed by tocopherols and sterols, and squalene contributed to the discrimination between olive and camellia oils despite their apparent similarities. This proposed method was straightforward and can be easily implemented to identify unknown oil samples.
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References
Bagur-González MG, Pérez-Castaño E, Sánchez-Viñas M, Gázquez-Evangelista D (2015) Using the liquid-chromatographic-fingerprint of sterols fraction to discriminate virginolive from other edible oils. J Chromatogr A 1380:64–70
Cattell RB (1996) The scree test for the number of factors. Multivar Behav Res 1(2):245–276
Cerretani L, Lerma-García MJ, Herrero-Martínez JM, Gallina-Toschi T, Simó-Alfonso EF (2010) Determination of tocopherols and tocotrienols in vegetable oils by nanoliquid chromatography with ultraviolet−visible detection using a silica monolithic column. J Agric Food Chem 58(2):757–761
Chen Y, Yang Y, Nie S, Yang X, Wang Y, Yang M, Li C, Xie M (2014) The analysis of trans fatty acid profiles in deep frying palm oil and chicken fillets with an improved gas chromatography method. Food Control 44:191–197
Faria-Machado AF, Tres A, van Ruth SM, Antoniassi R, Junqueira NT, Lopes PSN, Bizzo HR (2015) Discrimination of pulp oil and kernel oil from pequi (Caryocar brasiliense) by fatty acid methyl esters fingerprinting, using GC-FID and multivariate analysis. J Agric Food Chem 63(45):10064–10069
Ferreiro-González M, Barbero GF, Álvarez JA, Ruiz A, Palma M, Ayuso J (2017) Authentication of virgin olive oil by a novel curve resolution approach combined with visible spectroscopy. Food Chem 220:331–336
Fragaki G, Spyros A, Siragakis G, Salivaras E, Dais P (2005) Detection of extra virgin olive oil adulteration with lampante olive oil and refined olive oil using nuclear magnetic resonance spectroscopy and multivariate statistical analysis. J Agric Food Chem 53(8):2810–2816
García MJL (2012) Characterization and authentication of olive and other vegetable oils: new analytical methods. Springer, New York
Giacomelli LM, Mattea M, Ceballos CD (2006) Analysis and characterization of edible oils by chemometric methods. J Am Oil Chem Soc 83(4):303–308
Hajimahmoodi M, Vander Heyden Y, Sadeghi N, Jannat B, Oveisi MR, Shahbazian S (2005) Gas-chromatographic fatty-acid fingerprints and partial least squares modeling as abasis for the simultaneous determination of edible oil mixtures. Talanta 66(5):1108–1116
Jiménez-Carvelo AM, Pérez-Castaño E, González-Casado A, Cuadros-Rodríguez L (2017) One input-class and two input-class classifications for differentiating olive oil from other edible vegetable oils by use of the normal-phase liquid chromatography fingerprint of the methyl-transesterified fraction. Food Chem 221:1784–1791
Kamal-Eldin A, Andersson R (1997) A multivariate study of the correlation between tocopherol content and fatty acid composition in vegetable oils. J Am Oil Chem Sol 74(4):375–380
Kan L, Nie S, Hu J, Wang S, Cui SW, Li Y, Xu S, Wu Y, Wang J, Bai Z, Xie M (2017) Nutrients, phytochemicals and antioxidant activities of 26 kidney bean cultivars. Food Chem Toxicol 108:467–477
Kennard RW, Stone LA (1969) Computer aided design of experiments. Technometrics 11:137–148
Lechner M, Reiter B, Lorbeer E (1999) Determination of tocopherols and sterols in vegetable oils by solid-phase extraction and subsequent capillary gas chromatographic analysis. J Chromatogr A 857:231–238
Li C, Yao Y, Zhao G, Cheng W, Liu H, Liu C, Shi Z, Chen Y, Wang S (2011) Comparison and analysis of fatty acids, sterols, and tocopherols in eight vegetable oils. J Agric Food Chem 59(23):12493–12498
Li S, Zhu X, Zhang J, Li G, Su D, Shan Y (2012) Authentication of pure camellia oil by using near infrared spectroscopy and pattern recognition techniques. J Food Sci 77(4):C374–C380
Li X, Kong W, Shi W, Shen Q (2016) A combination of chemometrics methods and GC–MS for the classification of edible vegetable oils. Chemometr Intell Lab Syst 155:145–150
López A, Montaño A, García P, Garrido A (2006) Fatty acid profile of table olives and its multivariate characterization using unsupervised (PCA) and supervised (DA) chemometrics. J Agric Food Chem 54(18):6747–6753
Martin TM, Harten P, Young DM, Muratov EN, Golbraikh A, Zhu H, Tropsha A (2012) Does rational selection of training and test sets improve the outcome of QSAR modeling? J Chem Inf Model 52(10):2570–2578
Nang Lau HL, Puah CW, Choo YM, Ma AN, Chuah CH (2005) Simultaneous quantification of free fatty acids, free sterols, squalene, and acylglycerol molecular species in palm oil by high-temperature gas chromatography-flame ionization detection. Lipids 40(5):523–528
Nergiz C, Çelikkale D (2011) The effect of consecutive steps of refining on squalene content of vegetable oils. J Food Sci Technol 48(3):382–385
Salvo A, La Torre GL, Rotondo A, Mangano V, Casale KE, Pellizzeri V, Clodoveo ML, Corbo F, Cicero N, Dugo G (2017) Determination of squalene in organic extra virgin olive oils (EVOOs) by UPLC/PDA using a single-step SPE sample preparation. Food Anal Method 10(5):1377–1385
Schwartz H, Ollilainen V, Piironen V, Lampi AM (2008) Tocopherol, tocotrienol and plant sterol contents of vegetable oils and industrial fats. J Food Compos Anal 21(2):152–161
Troya F, Lerma-García MJ, Herrero-Martínez JM, Simó-Alfonso EF (2015) Classification of vegetable oils according to their botanical origin using n-alkane profiles established by GC–MS. Food Chem 167:36–39
Wang X, Zeng Q, Verardo V, del Mar Contreras M (2017) Fatty acid and sterol composition of tea seed oils: their comparison by the “FancyTiles” approach. Food Chem 233:302–310
Yuan C, Xie Y, Jin R, Ren L, Zhou L, Zhu M, Ju Y (2017) Simultaneous analysis of tocopherols, phytosterols, and squalene in vegetable oils by high-performance liquid chromatography. Food Anal Methods 10(11):3716–3722
Zhang B, Deng Z, Tang Y, Chen P, Liu R, Ramdath DD, Liu Q, Hernandez M, Tsao R (2014) Fatty acid, carotenoid and tocopherol compositions of 20 Canadian lentil cultivars and synergistic contribution to antioxidant activities. Food Chem 161:296–304
Zhang L, Li P, Sun X, Wang X, Xu B, Wang X, Ma F, Zhang Q, Ding X (2014) Classification and adulteration detection of vegetable oils based on fatty acid profiles. J Agric Food Chem 62(34):8745–8751
Acknowledgements
This research work was financially supported by the National Key Research and Development Program of China (No. 2017YFC1600405), and the fund of the Beijing Laboratory for Food Quality and Safety, Beijing Technology and Business University (No. FQS-201904).
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Shen, M., Zhao, S., Zhang, F. et al. Characterization and authentication of olive, camellia and other vegetable oils by combination of chromatographic and chemometric techniques: role of fatty acids, tocopherols, sterols and squalene. Eur Food Res Technol 247, 411–426 (2021). https://doi.org/10.1007/s00217-020-03635-4
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DOI: https://doi.org/10.1007/s00217-020-03635-4