Evaluation of a mathematical approach to detect fraudulent substitution of Darjeeling tea with other types of tea using the elemental profiles obtained by Energy Dispersive X-ray Fluorescence

The willingness of consumers to pay higher prices for high quality specialties, such as Darjeeling tea, goes hand in hand with an increase of fraudulent practices in which Darjeeling tea is substituted totally or partially by cheaper teas. Currently, to evaluate the percentage of substitution that a method can detect, Darjeeling tea is mixed in different proportions with non-Darjeeling teas, and after homogenisation the mixture is analysed. This time-consuming approach implies the use of valuable amounts of sample and, therefore an alternative approach is needed. Here a method is described to calculate the minimum detectable substitution percentage of Darjeeling tea by other teas without needing to prepare real mixtures. The approach is based on the use of virtual mixtures made with the results obtained for commercially available Darjeeling and non-Darjeeling teas. The method used for authentication purposes, made use of the elemental profiles of tea obtained by Energy Dispersive X-ray Fluorescence, combined with chemometrics and modelling by Partial Least Square-Discriminant Analysis. The false positives percentage at different substitution levels, was evaluated and compared with the results obtained with real mixtures of Darjeeling and non-Darjeeling teas. Comparable results were obtained with both approaches. Twenty percent was the lowest substitution level that could be detected with an acceptable sensitivity (94 %) and specificity (86 %). A fast, easy to implement approach has been developed and validated, to calculate the minimum substitution percentage that can be detected by an authentication analytical method, without the need to carry out additional laboratory experiments. • EDXRF is a suitable technique for the elemental characterisation of Darjeeling tea. • Darjeeling tea can be authenticated using EDXRF combined with modelling tools. • PLS-DA is a suitable modelling tool to authenticate Darjeeling tea. • Virtual samples can be used to validate the method to detect partial substitution. • Use of virtual samples speeds up the validation process and reduces its cost.

Authors

Publication Details

Journal
Chemometrics and Intelligent Laboratory Systems
Published
2025-12-08
DOI
https://doi.org/10.1016/j.chemolab.2025.105606
Primary Topic
Heavy Metals in Plants
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Evaluation of a mathematical approach to detect fraudulent substitution of Darjeeling tea with other types of tea using the elemental profiles obtained by Energy Dispersive X-ray Fluorescence

Sergej Papoci, Michele Ghidotti, María Beatriz de la Calle Guntiñas, Manuel Jiménez‐Estrada
Chemometrics and Intelligent Laboratory Systems
Heavy Metals in Plants
article

Evaluation of a mathematical approach to detect fraudulent substitution of Darjeeling tea with other types of tea using the elemental profiles obtained by Energy Dispersive X-ray Fluorescence

Sergej Papoci, Michele Ghidotti, María Beatriz de la Calle Guntiñas, Manuel Jiménez‐Estrada
article en

Abstract

The willingness of consumers to pay higher prices for high quality specialties, such as Darjeeling tea, goes hand in hand with an increase of fraudulent practices in which Darjeeling tea is substituted totally or partially by cheaper teas. Currently, to evaluate the percentage of substitution that a method can detect, Darjeeling tea is mixed in different proportions with non-Darjeeling teas, and after homogenisation the mixture is analysed. This time-consuming approach implies the use of valuable amounts of sample and, therefore an alternative approach is needed. Here a method is described to calculate the minimum detectable substitution percentage of Darjeeling tea by other teas without needing to prepare real mixtures. The approach is based on the use of virtual mixtures made with the results obtained for commercially available Darjeeling and non-Darjeeling teas. The method used for authentication purposes, made use of the elemental profiles of tea obtained by Energy Dispersive X-ray Fluorescence, combined with chemometrics and modelling by Partial Least Square-Discriminant Analysis. The false positives percentage at different substitution levels, was evaluated and compared with the results obtained with real mixtures of Darjeeling and non-Darjeeling teas. Comparable results were obtained with both approaches. Twenty percent was the lowest substitution level that could be detected with an acceptable sensitivity (94 %) and specificity (86 %). A fast, easy to implement approach has been developed and validated, to calculate the minimum substitution percentage that can be detected by an authentication analytical method, without the need to carry out additional laboratory experiments. • EDXRF is a suitable technique for the elemental characterisation of Darjeeling tea. • Darjeeling tea can be authenticated using EDXRF combined with modelling tools. • PLS-DA is a suitable modelling tool to authenticate Darjeeling tea. • Virtual samples can be used to validate the method to detect partial substitution. • Use of virtual samples speeds up the validation process and reduces its cost.

Chemometrics and Intelligent Laboratory SystemsVol. 269
Openalex Percentile: Top 58%
Heavy Metals in Plants
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.