Resolution-optimized headspace gas chromatography-ion mobility spectrometry (HS-GC-IMS) for non-targeted olive oil profiling

被引:191
作者
Gerhardt, Natalie [1 ]
Birkenmeier, Markus [1 ]
Sanders, Daniel [2 ]
Rohn, Sascha [3 ]
Weller, Philipp [1 ]
机构
[1] Mannheim Univ Appl Sci, Inst Instrumental Analyt & Bioanal, Paul Wittsack Str 10, D-68163 Mannheim, Germany
[2] Gesell Analyt Sensorsyst mbH, Otto Hahn Str 15, D-44227 Dortmund, Germany
[3] Univ Hamburg, Hamburg Sch Food Sci, Grindelallee 117, D-20146 Hamburg, Germany
关键词
GC-IMS; Olive oil; Geographical origin; VOC fingerprints; Non-targeted analysis; Principal component analysis (PCA); k-nearest neighbor; Linear discriminant analysis (LDA); MASS-SPECTROMETRY; GEOGRAPHICAL ORIGIN; VOLATILE COMPOUNDS; PROTECTED DESIGNATION; PATTERN-RECOGNITION; AROMA FINGERPRINT; ELECTRONIC NOSE; VEGETABLE-OILS; CLASSIFICATION; DISCRIMINATION;
D O I
10.1007/s00216-017-0338-2
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
A prototype gas chromatography-ion mobility spectrometry (GC-IMS) system, hyphenating temperature-ramped headspace GC to a modified drift time IMS cell, was evaluated and compared to a conventional, isothermal capillary column (CC)-IMS system on the example of the geographical differentiation of extra virgin olive oils (EVOO) from Spain and Italy. It allows orthogonal, 2D separation of complex samples and individual detection of compounds in robust and compact benchtop systems. The information from the high-resolution 3D fingerprints of volatile organic compound (VOC) fractions of EVOO samples were extracted by specifically developed chemometric MATLABA (R) routines to differentiate between the different olive oil provenances. A combination of unsupervised principal component analysis (PCA) with two supervised procedures, linear discriminant analysis (LDA) and k-nearest neighbors (kNN), was applied to the experimental data. The results showed very good discrimination between oils of different geographical origins, featuring 98 and 92% overall correct classification rate for PCA-LDA and kNN classifier, respectively. Furthermore, the results showed that the higher resolved 3D fingerprints obtained from the GC-IMS system provide superior resolving power for non-targeted profiling of VOC fractions from highly complex samples such as olive oil.
引用
收藏
页码:3933 / 3942
页数:10
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