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
相关论文
共 22 条
  • [1] SPME-GC-MS and FTIR-ATR Spectroscopic Study as a Tool for Unifloral Common Greek Honeys' Botanical Origin Identification
    Xagoraris, Marinos
    Revelou, Panagiota-Kyriaki
    Dedegkika, Stela
    Kanakis, Charalabos D.
    Papadopoulos, George K.
    Pappas, Christos S.
    Tarantilis, Petros A.
    APPLIED SCIENCES-BASEL, 2021, 11 (07):
  • [2] Application of ATR-FTIR spectroscopy and chemometrics for the discrimination of furnace oil, gas oil and mazut oil
    Yousefinejad, Saeed
    Aalizadeh, Leila
    Honarasa, Fatemeh
    ANALYTICAL METHODS, 2016, 8 (23) : 4640 - 4647
  • [3] Monitoring of Hazelnut oil quality during thermal processing in comparison with extra virgin olive oil by using ATR-FTIR spectroscopy combined with chemometrics
    Cakmak-Arslan, Gulgun
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2022, 266
  • [4] Rapid discrimination and screening of volatile markers for varietal recognition of Curcumae Radix using ATR-FTIR and HS-GC-MS combined with chemometrics
    Wang, Le
    Li, Xiang
    Wang, Yu
    Ren, Xueyang
    Liu, Xiaoyun
    Dong, Ying
    Ma, Jiamu
    Song, Ruolan
    Wei, Jing
    Yu, AXiang
    Fan, Qiqi
    Shan, Dongjie
    Yao, Jianling
    She, Gaimei
    JOURNAL OF ETHNOPHARMACOLOGY, 2021, 280
  • [5] A comparative study of ATR-FTIR, UVvisible and fluorescence spectroscopy combined with chemometrics for quantification of squalene in extra virgin olive oils
    Tarhan, İsmail
    1600, Elsevier B.V., Netherlands (241):
  • [6] Prediction of peroxide value in omega-3 rich microalgae oil by ATR-FTIR spectroscopy combined with chemometrics
    Cebi, Nur
    Yilmaz, Mustafa Tahsin
    Sagdic, Osman
    Yuce, Hande
    Yelboga, Emrah
    FOOD CHEMISTRY, 2017, 225 : 188 - 196
  • [7] Application of ATR-FTIR spectroscopy and chemometrics for the discrimination of human bone remains from different archaeological sites in Turkey
    Bayari, Sevgi Haman
    Ozdemir, Kameray
    Sen, Elif Hilal
    Araujo-Andrade, Cuauhtemoc
    Erdal, Yilmaz Selim
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2020, 237 (237)
  • [8] ATR-FTIR spectroscopy and chemometrics as a quick and simple alternative for discrimination of SARS-CoV-2 infected food of animal origin
    Tessaro, Leticia
    Mutz, Yhan da Silva
    Andrade, Jelmir Craveiro
    Aquino, Adriano
    Belem, Natasha Kilsy Rocha
    Silva, Flavia Galindo Silvestre
    Conte-Junior, Carlos Adam
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2023, 285
  • [9] Evaluation of fresh palm oil adulteration with recycled cooking oil using GC-MS and ATR-FTIR spectroscopy: A review
    Tan, Souk Ling
    Suhaimy, Syazwan Hanani Meriam
    Abd Samad, Nur Azimah
    CZECH JOURNAL OF FOOD SCIENCES, 2022, 40 (01) : 1 - 14
  • [10] A comparative study of ATR-FTIR, UV-visible and fluorescence spectroscopy combined with chemometrics for quantification of squalene in extra virgin olive oils
    Tarhan, Ismail
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2020, 241