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Analysis of Lard in Palm Oil Using Long-Wave Near-Infrared (LW-NIR) Spectroscopy and Gas Chromatography-Mass Spectroscopy (GC–MS)

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Abstract

Adulteration of food products has become a common problem in many countries. Adulteration may take the form of substitution of one species for another, where the food products from one species have been mixed intentionally with either a similar substitute material or a cheaper species. However, the use of pork and lard is a serious matter in Islam because foods containing ingredients from pig sources are haram (unlawful or prohibited) for Muslims to consume. Conventional techniques such as chromatography are time-consuming and require high capital cost. A possible way out is to use the rapid and less expensive near-infrared (NIR) spectroscopy. Therefore, in this study, apart from the conventional gas chromatography analysis, a variant of NIR spectroscopy, i.e., the long-wave NIR (LW-NIR) spectroscopy system at 1350–2450 nm region in combination with chemometrics analysis was used for detecting and quantifying lard adulteration in palm oil (PO). The result has shown that the samples with a minimum level of adulteration as low as 0.5% could still be easily detected with an overall correct classification rate using linear discriminant analysis (LDA) in the Open-source R software. PLS calibration gives good results between predicted and measured data in quantification, showing linear correlation with coefficient of determination (R2) at 0.9987. The result agreed well with the gas chromatography-mass spectroscopy (GC–MS) analysis and suggests the feasibility of LW-NIR spectroscopy as an efficient method for detecting and quantifying lard in palm oil.

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Data Availability

The data supporting the results are available from the corresponding author on reasonable request.

References

  • Aishah N, Salleh M, Hassan MS (2015) Principal component analysis (PCA) on multivariate data of lard analysis in cooking oil. J Math Syst Sci 5(7):300–306

    Google Scholar 

  • Aparicio R, Aparicio-Ruiz R (2000) Authentication of vegetable oils by chromatographic techniques. 881:93–104

  • Basri KN, Hussain MN, Bakar J, Sharif Z, Khir MFA, Zoolfakar AS (2017) Classification and quantification of palm oil adulteration via portable NIR spectroscopy, Spectrochim. Acta Part A Mol Biomol Spectrosc 173:335–342

    Article  CAS  Google Scholar 

  • Cen H, He Y (2007) Theory and application of near infrared reflectance spectroscopy in determination of food quality. Trends Food Sci Technol 18:72–83

    Article  CAS  Google Scholar 

  • CheMan YB, Rohman A, Mansor TST (2010) Differentiation of lard from other edible fats and oils by means of Fourier transform infrared spectroscopy and chemometrics. J Am Oil Chem Soc 88(2):187–192

    Article  Google Scholar 

  • Christy AA, Kasemsumran S, Yiping D, Ozaki Y (2004) The detection and quantification of adulteration in olive oil by near-infrared spectroscopy and chemometrics. Anal Sci 20(June):935–940

    Article  CAS  Google Scholar 

  • Dahimi O, MS Hassan, AA Rahim, SM Abdulkarim, SMA (2014) Differentiation of lard from other edible fats by gas chromatography- flame ionisation detector (GC-FID) and chemometrics 2 27–31

  • Fadzlillah NA, Man YC, Jamaludin MA, Rahman SA, Al-Kahtani HA (2011) Halal food issues from Islamic and modern science perspectives, 2nd International Conference on Humanities, Historical and Social Sciences IPEDR 159–163

  • Kamruzzaman M, Sun D-W, ElMasry G, Allen P (2013) Fast detection and visualization of minced lamb meat adulteration using NIR hyperspectral imaging and multivariate image analysis. Talanta 103:130–136

    Article  CAS  Google Scholar 

  • Malaysian Palm Oil Board (2004) MPOB test methods. Malaysian Palm Oil Board, Ministry of Primary Industries, Malaysia

  • Mansor TST, Che Man YB, Shuhaimi M (2011) Employment of differential scanning Calorimetry in detecting lard adulteration in virgin coconut oil. Journal of the American Oil Chemists’ Society 89(3):485–496. https://doi.org/10.1007/s11746-011-1936-3

  • Marikkar JMN, Ghazali HM, Che Man YB, Peiris TSG, Lai OM (2005) Distinguishing lard from other animal fats in admixtures of some vegetable oils using liquid chromatographic data coupled with multivariate data analysis. Food Chem 91(1):5–14

    Article  CAS  Google Scholar 

  • Ng CL, Wehling RL, Cuppett SL (2007) Method for Determining Frying Oil Degradation by Near-Infrared Spectroscopy. J Agri Food Chem 55:593–597

    Article  CAS  Google Scholar 

  • Nunes CA (2014) Vibrational spectroscopy and chemometrics to assess authenticity, adulteration and intrinsic quality parameters of edible oils and fats. Foodserv Res Int 60:255–261. https://doi.org/10.1016/j.foodres.2013.08.041

  • O’Brien RD (2009) Fats and oils: formulating and processing for applications. (3rd ed, Ed.) 43–46 New York: Taylor & Francis

  • Prieto N et al (2009) Application of near infrared reflectance spectroscopy to predict meat and meat products quality: a review. Meat Sci 83(2):175–186

    Article  CAS  Google Scholar 

  • Rohman A, Che Man YB, Hashim P, Ismail A (2011) FTIR spectroscopy combined with chemometrics for analysis of lard adulteration in some vegetable oils CyTA -. J Food 9(2):96–101

    CAS  Google Scholar 

  • Rohman NWA, Sismindari E, Yuny S, Kuwat Retno T, Tridjoko W (2012) Fourier transform infrared spectroscopy applied for rapid analysis of lard in palm oil. Int Food Res J 19(3):1161–1165

    Google Scholar 

  • Sani MSA, Bakar J, Azid A, Iqbal MJ (2022) Chemometrics-based evaluation on the effect of sonication, contact time and solid-to-solvent ratio on total phenolics and flavonoids, free fatty acids and antibacterial potency of Carica papaya seed against S. enteritidis, B. cereus, V. vulnificus and P. mirabilis. Food Chem Adv 1:100033

    Article  Google Scholar 

  • Wood JD, Enser M, Fisher AV, Nute GR, Sheard PR, Richardson RI, Whittington FM (2008) Fat deposition, fatty acid composition and meat quality: a review. Meat Sci 78(4):343–58

    Article  CAS  Google Scholar 

  • Yanty NAM, Marikkar JMN, Abdulkarim SM (2014) Determination of types of fat ingredient in some commercial biscuit formulations. Int Food Res J 21(1):277–282

    Google Scholar 

Download references

Acknowledgements

The author would like to thank Dr Muhamad Shirwan Abdullah Sani for the fruitful discussion in conducting experiment.

Funding

This work was supported by MIMOS Berhad and the Ministry of Science, Technology and Innovations (MOSTI), Malaysia through the research Grant (Science Fund 06–03-04-SF0065).

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Correspondence to Mutia Nurulhusna Hussain.

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Mutia Nurulhusna Hussain declares that she has no conflict of interest. Katrul Nadia Basri declares that she has no conflict of interest. Syariena Arshad declares that she has no conflict of interest. Shuhaimi Mustafa declares that he has no conflict of interest. Mohd Fared Abdul Khir declares that he has no conflict of interest. Jamilah Bakar declares that she has no conflict of interest.

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Hussain, M.N., Basri, K.N., Arshad, S. et al. Analysis of Lard in Palm Oil Using Long-Wave Near-Infrared (LW-NIR) Spectroscopy and Gas Chromatography-Mass Spectroscopy (GC–MS). Food Anal. Methods 16, 349–355 (2023). https://doi.org/10.1007/s12161-022-02423-y

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