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Biomarkers-based classification between green teas and decaffeinated green teas using gas chromatography mass spectrometer coupled with in-tube extraction (ITEX)
- Source :
- Food Chemistry. 271:450-456
- Publication Year :
- 2019
- Publisher :
- Elsevier BV, 2019.
-
Abstract
- For identifying discriminatory biomarkers between green tea (GT) and decaffeinated green tea (dGT), in-tube extraction (ITEX)-gas chromatograph-mass spectrometer (GC-MS) was optimized to determine volatile organic compounds (VOCs) from tea products. Biomarker selection between GT and dGT was then conducted by random forest (RF). Optimized ITEX parameters by central composite design were an incubation temperature of 92 °C, incubation time of 12 mins, and 36 for syringe strokes. A training group of 24 samples and testing group of 21 samples were used to RF classification of biomarkers identification. Results revealed that 2-hexenal, 2-ethyl furan, indole, and β-ocimene were selected as discriminatory biomarkers between GT and dGT in the training group. Using these biomarkers with RF classification algorithms, prediction accuracy for dGT and GT were 88.9% and 100%, respectively, which was higher than for other classification algorithms. This implies that ITEX-GC-MS can be a promising tool for quality control of commercial tea products.
- Subjects :
- Volatile Organic Compounds
Chromatography, Gas
Chromatography
Tea
Central composite design
Chemistry
010401 analytical chemistry
Extraction (chemistry)
04 agricultural and veterinary sciences
General Medicine
Green tea
040401 food science
01 natural sciences
Biomarker selection
Gas Chromatography-Mass Spectrometry
Mass Spectrometry
0104 chemical sciences
Analytical Chemistry
0404 agricultural biotechnology
Incubation temperature
Caffeine
Gas chromatography mass spectrometer
Biomarkers
Food Science
Subjects
Details
- ISSN :
- 03088146
- Volume :
- 271
- Database :
- OpenAIRE
- Journal :
- Food Chemistry
- Accession number :
- edsair.doi.dedup.....f8381ed55777d72d11c6113eb34a39f8
- Full Text :
- https://doi.org/10.1016/j.foodchem.2018.07.137