Discrimination of botanical origin of olive oil from selected Greek cultivars by SPME-GC-MS and ATR-FTIR spectroscopy combined with chemometrics

被引:15
|
作者
Revelou, Panagiota-Kyriaki [1 ]
Pappa, Charis [2 ]
Kakouri, Eleni [1 ]
Kanakis, Charalabos D. [1 ]
Papadopoulos, George K. [3 ]
Pappas, Christos S. [1 ]
Tarantilis, Petros A. [1 ]
机构
[1] Agr Univ Athens, Dept Food Sci & Human Nutr, Lab Chem, Iera Odos 75, Athens 11855, Greece
[2] Erganal Food & Environm Testing Labs, Piraeus, Greece
[3] Agr Univ Athens, Dept Crop Sci, Lab Plant Breeding & Biometry, Athens, Greece
关键词
SPME‐ GC‐ MS; FTIR; discriminant analysis; Koroneiki; Megaritiki; Amfissis; GEOGRAPHICAL ORIGIN; VOLATILE COMPOUNDS; CLASSIFICATION;
D O I
10.1002/jsfa.10932
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
BACKGROUND Consumers today wish to know the botanical origin of the olive oil they purchase. The objective of the present study was the development of robust chemometric models based on gas chromatography-mass spectrometry (GC-MS) and attenuated total reflectance-Fourier transform infrared spectroscopy (ATR-FTIR) for the purpose of botanical differentiation of three commercial Greek olive oil cultivars. RESULTS Using the solid-phase microextraction technique (SPME), volatile compounds (VC) were obtained and analyzed by GC-MS. Five hydrocarbons and one ester were selected by the forward stepwise algorithm, which best discriminated the olive oil samples. From ATR-FTIR analysis, the spectral regions chosen from the forward stepwise algorithm were associated with C(sic)O stretching vibration of the esters of triglycerides and the C-H bending vibrations of the CH2 aliphatic group and double bonds. Application of the supervised methods of linear and quadratic discriminant cross-validation analysis, based on VC data, provided a correct classification score of 97.4% and 100.0%, respectively. Corresponding statistical analyses were used in the mid-infrared spectra, by which 96.1% of samples were discriminated correctly. CONCLUSION ATR-FTIR and SPME-GC-MS techniques in conjunction with the appropriate feature selection algorithm and classification methods proved to be powerful tools for the authentication of Greek olive oil. The proposed methodology could be used in an industrial setting for determination of the botanical origin of Greek olive oil. (c) 2020 Society of Chemical Industry
引用
收藏
页码:2994 / 3002
页数:9
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