A New Method for Rapid Verification of Whey Protein Adulteration Based on ATR-FTIR Spectroscopy and Multivariate Analysis
DOI:
https://doi.org/10.18593/evid.34497Keywords:
Fourier Transform Infrared Spectroscopy, Chemometrics, Food Contamination, Whey proteinsAbstract
Current methods for detecting whey protein adulteration are time-consuming, reliant on reagents, and require specialized manwork. In this study, attenuated total reflection Fourier-transform infrared spectroscopy (ATR-FTIR), in conjunction with multivariate data analysis, is proposed as a screening method for determining whey protein adulteration. Regarding the spectral analysis, the absorbance intensity of Amida I (∼1550 cm-1) e Amida II (∼1650 cm-1) bands, related to protein concentration, decreased as the adulterant was added. Four prediction models were constructed using the partial least squares regression (PLS) method, one for each brand of whey protein concentrate, and one with all brands combined. The models showed high coefficients of determination (>0.94) and low errors (<0.71 g/30g) for the external validation set. Then, blind prediction tests were conducted with new samples that were randomly adulterated to assess the applicability of the models. Accurate predictions of the protein content in samples were achieved. Furthermore, the model constructed by combining all brands has proven to be representative and capable of predicting samples irrespective of the brand, flavor, and type of whey protein with a mean squared error of 0.46 g/30g and prediction variations ranging from 1.47 to 15.24%. In conclusion, ATR-FTIR spectroscopy combined with multivariate data analysis can be employed as a supplementary method to traditional approaches in screening for the identification of adulterated whey protein, in a much faster (< 3 min per sample), cost-effective manner, and without the need for reagents.
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References
Agência Nacional de Vigilância Sanitária [ANVISA]. Resolução da Diretoria Colegiada – RDC No 429, de 8 de outubro de 2020.
Allegrini, F., & Olivieri, A. C. (2014). IUPAC-Consistent Approach to the Limit of Detection in Partial Least-Squares Calibration. Analytical Chemistry, 86(15), 7858-7866. https://doi.org/10.1021/ac501786u DOI: https://doi.org/10.1021/ac501786u
Almeida, C. C., Alvares, T. S., Costa, M. P., & Conte-Junior, C. A. (2016). Protein and Amino Acid Profiles of Different Whey Protein Supplements. Journal of Dietary Supplements, 13(3), 313-323. https://doi.org/10.3109/19390211.2015.1036187 DOI: https://doi.org/10.3109/19390211.2015.1036187
Andrade, J., Pereira, C. G., Almeida Junior, J. C. de, Viana, C. C. R., Neves, L. N. de O., Silva, P. H. F. da, Bell, M. J. V., & Anjos, V. de C. dos. (2019). FTIR-ATR determination of protein content to evaluate whey protein concentrate adulteration. LWT, 99, 166-172. https://doi.org/10.1016/j.lwt.2018.09.079 DOI: https://doi.org/10.1016/j.lwt.2018.09.079
AOAC International. (2012). Official Methods of Analysis (19th ed). AOAC International.
Bassbasi, M., Platikanov, S., Tauler, R., & Oussama, A. (2014). FTIR-ATR determination of solid non fat (SNF) in raw milk using PLS and SVM chemometric methods. Food Chemistry, 146, 250-254. https://doi.org/10.1016/j.foodchem.2013.09.044 DOI: https://doi.org/10.1016/j.foodchem.2013.09.044
Børsheim, E., Tipton, K. D., Wolf, S. E., & Wolfe, R. R. (2002). Essential amino acids and muscle protein recovery from resistance exercise. American Journal of Physiology-Endocrinology and Metabolism, 283(4), E648-E657. https://doi.org/10.1152/ajpendo.00466.2001 DOI: https://doi.org/10.1152/ajpendo.00466.2001
Braga, S. C. G. N., Braga, F. L., Boschetti, A. de F., Gerardth, L. F. F., da Rocha, M. A. C., & Cecatto, L. (2021). Whey protein supplement adulteration with rice flour quantification: A simple method using ATR-FT-MIR and iPLS. Scientia Agropecuaria, 12(3), 379-383. https://doi.org/10.17268/sci.agropecu.2021.041 DOI: https://doi.org/10.17268/sci.agropecu.2021.041
Cassel, C., Hackl, P., & Westlund, A. H. (1999). Robustness of partial least-squares method for estimating latent variable quality structures. Journal of Applied Statistics, 26(4), 435-446. https://doi.org/10.1080/02664769922322 DOI: https://doi.org/10.1080/02664769922322
Ezhilan, M., Gumpu, M. B., Ramachandra, B. L., Nesakumar, N., Babu, K. J., Krishnan, U. M., & Rayappan, J. B. B. (2017). Design and development of electrochemical biosensor for the simultaneous detection of melamine and urea in adulterated milk samples. Sensors and Actuators B: Chemical, 238, 1283-1292. https://doi.org/10.1016/j.snb.2016.09.100 DOI: https://doi.org/10.1016/j.snb.2016.09.100
Forina, M., Lanteri, S., & Casale, M. (2007). Multivariate calibration. Journal of Chromatography A, 1158(1-2), 61-93. https://doi.org/10.1016/j.chroma.2007.03.082 DOI: https://doi.org/10.1016/j.chroma.2007.03.082
Gangurde, H., Patil, P., Chordiya, M., & Baste, N. (2011). Whey protein. Scholars’ Research Journal, 1(2), 69. https://doi.org/10.4103/2249-5975.99663 DOI: https://doi.org/10.4103/2249-5975.99663
Garrido, B. C., Souza, G. H. M. F., Lourenço, D. C., & Fasciotti, M. (2016). Proteomics in quality control: Whey protein-based supplements. Journal of Proteomics, 147, 48-55. https://doi.org/10.1016/j.jprot.2016.03.044 DOI: https://doi.org/10.1016/j.jprot.2016.03.044
Geladi, P., & Kowalski, B. R. (1986). Partial least-squares regression: a tutorial. Analytica Chimica Acta, 185, 1-17. https://doi.org/10.1016/0003-2670(86)80028-9 DOI: https://doi.org/10.1016/0003-2670(86)80028-9
Hannon, B. A., Fairfield, W. D., Adams, B., Kyle, T., Crow, M., & Thomas, D. M. (2020). Use and abuse of dietary supplements in persons with diabetes. Nutrition & Diabetes, 10(1), 14. https://doi.org/10.1038/s41387-020-0117-6 DOI: https://doi.org/10.1038/s41387-020-0117-6
Huang, S.-H. (Susan), Johnson, K., & Pipe, A. L. (2006). The Use of Dietary Supplements and Medications by Canadian Athletes at the Atlanta and Sydney Olympic Games. Clinical Journal of Sport Medicine, 16(1), 27-33. https://doi.org/10.1097/01.jsm.0000194766.35443.9c DOI: https://doi.org/10.1097/01.jsm.0000194766.35443.9c
Ingle, P. D., Christian, R., Purohit, P., Zarraga, V., Handley, E., Freel, K., & Abdo, S. (2016). Determination of Protein Content by NIR Spectroscopy in Protein Powder Mix Products. Journal of AOAC International, 99(2), 360-363. https://doi.org/10.5740/jaoacint.15-0115 DOI: https://doi.org/10.5740/jaoacint.15-0115
Instituto Adolfo Lutz. (2005). Métodos físico-químicos para análise de alimentos (4th ed.). Ministério da Saúde.
Justa Neves, D. B. da, & Caldas, E. D. (2015). Dietary supplements: International legal framework and adulteration profiles, and characteristics of products on the Brazilian clandestine market. Regulatory Toxicology and Pharmacology, 73(1), 93-104. https://doi.org/10.1016/j.yrtph.2015.06.013 DOI: https://doi.org/10.1016/j.yrtph.2015.06.013
Kazarian, S. G., & Chan, K. L. A. (2006). Applications of ATR-FTIR spectroscopic imaging to biomedical samples. Biochimica et Biophysica Acta (BBA) – Biomembranes, 1758(7), 858-867. https://doi.org/10.1016/j.bbamem.2006.02.011 DOI: https://doi.org/10.1016/j.bbamem.2006.02.011
Kilara, A., & Vaghela, M. N. (2018). Whey proteins. In Proteins in Food Processing (pp. 93-126). Elsevier. https://doi.org/10.1016/B978-0-08-100722-8.00005-X DOI: https://doi.org/10.1016/B978-0-08-100722-8.00005-X
Lukacs, M., Bazar, G., Pollner, B., Henn, R., Kirchler, C. G., Huck, C. W., & Kovacs, Z. (2018). Near infrared spectroscopy as an alternative quick method for simultaneous detection of multiple adulterants in whey protein-based sports supplement. Food Control, 94, 331-340. https://doi.org/10.1016/j.foodcont.2018.07.004 DOI: https://doi.org/10.1016/j.foodcont.2018.07.004
Martins, M. S., Nascimento, M. H., Barbosa, L. L., Campos, L. C. G., Singh, M. N., Martin, F. L., Romão, W., Filgueiras, P. R., & Barauna, V. G. (2022). Detection and quantification using ATR-FTIR spectroscopy of whey protein concentrate adulteration with wheat flour. LWT, 172, 114161. https://doi.org/10.1016/j.lwt.2022.114161 DOI: https://doi.org/10.1016/j.lwt.2022.114161
Maughan, R. J., Greenhaff, P. L., & Hespel, P. (2011). Dietary supplements for athletes: Emerging trends and recurring themes. Journal of Sports Sciences, 29(sup1), S57-S66. https://doi.org/10.1080/02640414.2011.587446 DOI: https://doi.org/10.1080/02640414.2011.587446
Molin, T. R. D., Leal, G. C., Muratt, D. T., Marcon, G. Z., Carvalho, L. M. de, & Viana, C. (2019). Regulatory framework for dietary supplements and the public health challenge. Revista de Saúde Pública, 53, 90. https://doi.org/10.11606/s1518-8787.2019053001263 DOI: https://doi.org/10.11606/s1518-8787.2019053001263
Pasiakos, S. M., McLellan, T. M., & Lieberman, H. R. (2015). The Effects of Protein Supplements on Muscle Mass, Strength, and Aerobic and Anaerobic Power in Healthy Adults: A Systematic Review. Sports Medicine, 45(1), 111-131. https://doi.org/10.1007/s40279-014-0242-2 DOI: https://doi.org/10.1007/s40279-014-0242-2
Petróczi, A., Naughton, D. P., Mazanov, J., Holloway, A., & Bingham, J. (2007). Performance enhancement with supplements: incongruence between rationale and practice. Journal of the International Society of Sports Nutrition, 4(1). https://doi.org/10.1186/1550-2783-4-19 DOI: https://doi.org/10.1186/1550-2783-4-19
Pirutin, S. K., Jia, S., Yusipovich, A. I., Shank, M. A., Parshina, E. Yu., & Rubin, A. B. (2023). Vibrational Spectroscopy as a Tool for Bioanalytical and Biomonitoring Studies. International Journal of Molecular Sciences, 24(8), 6947. https://doi.org/10.3390/ijms24086947 DOI: https://doi.org/10.3390/ijms24086947
Saxton, R., & McDougal, O. M. (2021). Whey Protein Powder Analysis by Mid-Infrared Spectroscopy. Foods, 10(5), 1033. https://doi.org/10.3390/foods10051033 DOI: https://doi.org/10.3390/foods10051033
Silva, L. V., & Souza, S. V. C. de. (2016). Qualidade de suplementos proteicos: avaliação da composição e rotulagem. Revista Do Instituto Adolfo Lutz, 75, 01-17. https://doi.org/10.53393/rial.2016.v75.33516 DOI: https://doi.org/10.53393/rial.2016.v75.33516
Wang, T., Tan, S. Y., Mutilangi, W., Aykas, D. P., & Rodriguez-Saona, L. E. (2015). Authentication of Whey Protein Powders by Portable Mid-Infrared Spectrometers Combined with Pattern Recognition Analysis. Journal of Food Science, 80(10), C2111-C2116. https://doi.org/10.1111/1750-3841.13006 DOI: https://doi.org/10.1111/1750-3841.13006
Wang, X., Esquerre, C., Downey, G., Henihan, L., O’Callaghan, D., & O’Donnell, C. (2018). Feasibility of Discriminating Dried Dairy Ingredients and Preheat Treatments Using Mid-Infrared and Raman Spectroscopy. Food Analytical Methods, 11(5), 1380-1389. https://doi.org/10.1007/s12161-017-1114-9 DOI: https://doi.org/10.1007/s12161-017-1114-9
Yoshizawa, F. (2004). Regulation of protein synthesis by branched-chain amino acids in vivo. Biochemical and Biophysical Research Communications, 313(2), 417-422. https://doi.org/10.1016/j.bbrc.2003.07.013 DOI: https://doi.org/10.1016/j.bbrc.2003.07.013
Zhang, Z.-M., Chen, S., & Liang, Y.-Z. (2010). Baseline correction using adaptive iteratively reweighted penalized least squares. The Analyst, 135(5), 1138. https://doi.org/10.1039/b922045c DOI: https://doi.org/10.1039/b922045c
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