Windarsih, Anjar and Bakar, Nor Kartini Abu and Rohman, Abdul and Yuliana, Nancy Dewi and Dachriyanus, Dachriyanus (2024) Untargeted metabolomics using liquid chromatography-high resolution mass spectrometry and chemometrics for analysis of non-halal meats adulteration in beef meat. Animal Bioscience, 37 (5). pp. 918-928. ISSN 2765-0189
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Objective
The adulteration of raw beef (BMr) with dog meat (DMr) and pork (PMr) becomes a serious problem because it is associated with halal status, quality, and safety of meats. This research aimed to develop an effective authentication method to detect non-halal meats (dog meat and pork) in beef using metabolomics approach.
Methods
Liquid chromatography-high resolution mass spectrometry (LC-HRMS) using untargeted approach combined with chemometrics was applied for analysis non-halal meats in BMr.
Results
The untargeted metabolomics approach successfully identified various metabolites in BMr DMr, PMr, and their mixtures. The discrimination and classification between authentic BMr and those adulterated with DMr and PMr were successfully determined using partial least square-discriminant analysis (PLS-DA) with high accuracy. All BMr samples containing non-halal meats could be differentiated from authentic BMr. A number of discriminating metabolites with potential as biomarkers to discriminate BMr in the mixtures with DMr and PMr could be identified from the analysis of variable importance for projection value. Partial least square (PLS) and orthogonal PLS (OPLS) regression using discriminating metabolites showed high accuracy (R2>0.990) and high precision (both RMSEC and RMSEE <5%) in predicting the concentration of DMr and PMr present in beef indicating that the discriminating metabolites were good predictors. The developed untargeted LC-HRMS metabolomics and chemometrics successfully identified non-halal meats adulteration (DMr and PMr) in beef with high sensitivity up to 0.1% (w/w).
Conclusion
A combination of LC-HRMS untargeted metabolomic and chemometrics promises to be an effective analytical technique for halal authenticity testing of meats. This method could be further standardized and proposed as a method for halal authentication of meats.
| Item Type: | Article |
|---|---|
| Uncontrolled Keywords: | Beef Meat; Chemometrics; Halal Authentication; LC-HRMS; Untargeted Metabolomics |
| Subjects: | Agriculture & Food Chemistry |
| Depositing User: | Rizzal Rosiyan |
| Date Deposited: | 25 Nov 2025 14:10 |
| Last Modified: | 25 Nov 2025 14:10 |
| URI: | https://karya.brin.go.id/id/eprint/55240 |


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