TÜRKİYE'DE ÜÇ BÖLGEDEN TOPLANAN GELENEKSEL SÜTLERİN METABOLİK İÇERİĞİNİN NMR SPEKTROSKOPİSİ İLE ANALİZİ
Year 2022,
, 765 - 775, 30.10.2022
Çağdaş Dağ
,
Oktay Göçenler
,
Cansu Deniz Tozkoparan
Abstract
Süt, insan beslenmesinin günlük ihtiyacını karşılamak için vitaminler, yağlar ve özellikle kalsiyum sağlayan sağlıklı bir diyetteki başlıca hayvansal gıdalardan biridir. Sütte bulunan metabolitler, sütün kimyasal özelliklerini ortaya çıkarmak, sütün kalitesini veya yabancı maddelerin tespitini belirlemek için çok önemlidir. Halihazırda, süt üzerinde sınırlı sayıda NMR bazlı metabolit profili çalışması bulunmaktadır ve NMR bazlı süt metabolit profilleri için güvenilir uluslararası standartlar ve veri tabanları oluşturmak için daha fazla çalışmaya ihtiyaç vardır. Bu çalışmada, laktoz ve enerji metabolizması ile ilgili metabolit konsantrasyonlarındaki farklılıklar vurgulanarak, Türkiye'de satılan konvansiyonel sütlerin metabolit analizi NMR spektroskopisi ile incelenmiştir. Toplamda, 31 farklı metabolit tek bir NMR deneyi ile tanımlandı ve nicel analizleri gerçekleştirilmiştir. Bu metabolitlerin çoğu, enerji ve amino asit metabolizmasında yer almaktadır. Elde edilen bulgular, NMR spektroskopinin bu ilgili yollardaki metabolitlerin bozulmalarını kolayca tespit edebildiğini göstermiştir. Bu çalışmada ayrıca, laktoz içermeyen etiketli ürünlerin laktoz seviyelerinin analizi ve uluslararası kabul görmüş seviyeler ile karşılaştırılmıştır.
Thanks
Yazarlar, Koç Üniversitesi İş Bankası Enfeksiyon Hastalıkları Merkezi'nin (KUIS-CID) hizmet ve olanaklarından yararlandıklarını minnetle kabul ederler Yazarlar, Cumhurbaşkanlığı tarafından finanse edilen Koç Üniversitesi Çeviri Tıbbı Araştırma Merkezi'nin (KUTTAM) hizmet ve olanaklarından yararlandıklarını minnetle kabul eder. Türkiye Cumhuriyeti Strateji ve Bütçe Başkanlığı. İçerik yalnızca yazarların sorumluluğundadır ve Strateji ve Bütçe Başkanlığı'nın resmi görüşlerini yansıtmak zorunda değildir.
References
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- Cunha, D. A.,Valim T. C., Filgueiras P. R., Júnior V. L., Neto A.C. (2020). Lactose quantification in bovine milk by nuclear magnetic resonance without deuterated solvent (No-D qNMR). Analytical methods : advancing methods and applications, 12(40), 4892-4898.
- Dekker, P.J.T., Koenders, D., Bruins, M.J. (2019) Lactose-Free Dairy Products: Market Developments, Production, Nutrition and Health Benefits. Nutrients, 11, 551.
- DeVries, T. J., von Keyserlingk, M. A. G., Weary, D. M., Beauchemin, K. A. ( 2003). Measuring the Feeding Behavior of Lactating Dairy Cows in Early to Peak Lactation. Journal of Dairy Science, 86 (10), 3354-3361.
- Dror, D. K., Allen, L. H. (2011). The importance of milk and other animal-source foods for children in low-income countries. Food Nutr Bull. 32(3),227-43.
- Erarslan, A., Yüksek Lisans Tezi. (2012). A1 Tip İnek Sütü ve Süt Ürünlerinde Beta-Kazomorfin-7 İçin HPLC'ye Dayalı Tayin Yöntemin Geliştirilmesi, Erciyes Üniversitesi.
- Facioni, M. S., Raspini, B., Pivari, F., Dogliotti, E., Cena, H. (2020). Nutritional management of lactose intolerance: the importance of diet and food labelling. Journal of translational medicine, 18(1), 260.
- Foroutan, A., Guo, A. C., Vazquez-Fresno, R., Lipfert, M., Zhang, L., Zheng, J., Badran H., Budinski, Z., Mandal, R., Ametaj, B. N., Wishart, D. S. (2019). Chemical Composition of Commercial Cow’s Milk. Journal of Agricultural and Food Chemistry, 67 (17), 4897-4914.
- Francis, A., Dhiman, T., Mounya, K.S. (2020). “Adulteration of Milk: A Review”, Journal of Science and Technology, 5(6), 37-41.
- Garnsworthy, P. C., Masson, L. L., Lock, A. L., Mottram, T.T. (2006). Variation of milk citrate with stage of lactation and de novo fatty acid synthesis in dairy cows. Journal of Dairy Science, 89 (5), 1604-12.
- Gowda, G. A., Zhang, S., Gu, H., Asiago, V., Shanaiah, N., & Raftery, D. (2008). Metabolomics-based methods for early disease diagnostics. Expert review of molecular diagnostics, 8(5), 617–633.
- Guide for Turkish Food Codex Food Labelling and Consumer Information Regulation, Turkish Food Codex Notification on milk. No. 2019/12.
- Jorritsma, R., Wensing, T., Kruip, T.A., Vos, P.L., Noordhuizen, J.P. (2003). Metabolic changes in early lactation and impaired reproductive performance in dairy cows. Vet Res. 34(1):11-26.
- Kaskous, S. (2020). A1- and A2-Milk and Their Effect on Human Health. Journal of Food Engineering and Technology, 9(1), 15–21.
- Klein, M. S., Almstetter, M. F., Nürnberger, N., Sigl, G., Gronwald, W., Wiedemann, S., Dettmer, K., Oefner, P. J. Correlations between milk and plasma levels of amino and carboxylic acids in dairy cows. J. Proteome Res. 2013, 12 (11), 5223−5232.
- Lamanna, R., Braca, A., Di Paolo, E., Imparato, G. (2011). Identification of milk mixtures by 1H NMR profiling, Magn. Reson. Chem. 49 (Suppl. 1) , S22–S26.
- Laref, N. (2020). Efficiency of different bioinformatics tools in metabolite profiling of whole cow’s milk using synthetically water-removed 1H NMR spectra : a comparative study. Journal of Microbiology, Biotechnology and Food Sciences, 10(2), 241-244.
- Li, Q., Yu, Z., Zhu, D., Meng, X., Pang, X., Liu, Y., Frew, R., Chen, H., Chen, G. (2017). The application of NMR-based milk metabolite analysis in milk authenticity identification. J Sci Food Agric. 97(9):2875-2882.
- Martínez -Rodríguez, M., Samaniego-Vaesken, M. d. L., Alonso-Aperte, E. (2021). A New Food Composition Database of Lactose-Free Products Commercialized in Spain: Differences in Nutritional Composition as Compared to Traditional Products. Foods, 10, 851.
- Madsen, T.G., Nielsen, M.O., Andersen, J.B., Ingvartsen, K.L. (2008) Continuous lactation in dairy cows: effect on milk production and mammary nutrient supply and extraction. J Dairy Sci. 91(5):1791-801.
- Maher, A.D., Rochfort, S.J. (2014). Applications of NMR in dairy research. Metabolites. 4(1), 131-41.
- Monakhova, Y., Kuballa, T., Leitz, J., Andlauer, C., Lachenmeier, D. (2012). NMR spectroscopy as a screening tool to validate nutrition labeling of milk, lactose-free milk, and milk substitutes based on soy and grains. Dairy Science & Technology, 92, 109-120.
- Morlock, G.E., Morlock, L.P., Lemo, C. (2014). Streamlined analysis of lactose-free dairy products. Journal of Chromatography A, 1324, 215–223.
- Ozrenk, E., Selcuk Inci, S. ( 2008). The Effect of Seasonal Variation on the Composition of Cow Milk in Van Province. Pakistan Journal of Nutrition. 7, 161-164.
- O’Callaghan, T. F., Vazquez-Fresno, R., Serra-Cayuela, A., ́ Dong, E., Mandal, R., Hennessy, D., McAuliffe, S., Dillon, P., Wishart, D. S., Stanton, C., Ross, R. P. (2018). Pasture feeding changes the bovine rumen and milk metabolome. Metabolites,8 (2), 27.
- Sen, C., Ray, P.R., Bhattacharyya, M. ( 2020). A critical review on metabolomic analysis of milk and milk products. International Journal of Dairy Technology, 74(1).
- Söyler, A., Cikrikci, S., Cavdaroglu, C., Bouillaud, D., Farjon, J., Giraudeau, P., Oztop, M.C. (2021). Multi-scale benchtop 1H NMR spectroscopy for milk analysis. LWT,139, 110557.
- Sundekilde, U.K., Frederiksen, P.D., Clausen, M.R., Larsen, L.B., Bertram, H.C. (2011). Journal of Agricultural and Food Chemistry. 59 (13), 7360-7367.
- Tomassini, A., Curone, G., Solè, M., Capuani, G., Sciubba, F., Conta, G., Miccheli, A., Vigo, D. (2019). NMR-based metabolomics to evaluate the milk composition from Friesian and autochthonous cows of Northern Italy at different lactation times. Nat Prod Res. 33(8),1085-1091.
- Wu, J., Domellöf, M., Zivkovic, A. M., Larsson, G., Öhman, A., Nording, M. L. (2016).NMR-based metabolite profiling of human milk: A pilot study of methods for investigating compositional changes during lactation,Biochemical and Biophysical Research Communications, 469 (3), 626-632.
- Yanibada, B., Boudra, H., Debrauwer, L., Martin, C., Morgavi, D.P., Canlet, C. (2018). Evaluation of sample preparation methods for NMR-based metabolomics of cow milk,Heliyon, 4 (10), e00856.
- Yang, Y., Zheng, N., Zhao, X, Zhang, Y., Han, R., Yang, J., Zhao, S., Li, S., Guo, T., Zang, C., Wang, J. (2016). Metabolomic biomarkers identify differences in milk produced by Holstein cows and other minor dairy animals. J Proteomics. 136,174-82
THE ANALYSIS OF METABOLIC CONTENT OF TRADITIONAL MILK COLLECTED FROM THREE REGIONS IN TURKEY BY NMR SPECTROSCOPY
Year 2022,
, 765 - 775, 30.10.2022
Çağdaş Dağ
,
Oktay Göçenler
,
Cansu Deniz Tozkoparan
Abstract
Milk is one of the primary animal-based foods in a healthy diet which provides vitamins, fats and particularly calcium to meet the daily requirements. Currently, there are a limited number of metabolomics studies on milk and more studies are required to establish reliable international standards and databases for milk metabolite profiles. In this study, metabolite analysis of three types of UHT milk which are whole-milk, semi-skimmed and lactose-free from Türkiye was investigated by NMR, with emphasis on the differences in metabolite concentrations related to lactose and energy metabolism. In all, 31 different metabolites were successfully identified and quantified with a single NMR experiment. Most of these metabolites are involved in energy and amino acid metabolism, and these findings show that NMR can easily detect perturbations of metabolites in these relevant pathways. In this study, the lactose levels of lactose-free labelled products also were analysed and compared with international threshold levels.
References
- Corbu, S., Pintus, R., Dessì, A., Puddu, M., Marincola, F. C., Fanos, V. (2019). NMR-based metabolomics analysis of organic and conventionally produced formula milk: preliminary results. Journal of Pediatric and Neonatal Individualized Medicine (JPNIM), 8(2), e080228.
- Cunha, D. A.,Valim T. C., Filgueiras P. R., Júnior V. L., Neto A.C. (2020). Lactose quantification in bovine milk by nuclear magnetic resonance without deuterated solvent (No-D qNMR). Analytical methods : advancing methods and applications, 12(40), 4892-4898.
- Dekker, P.J.T., Koenders, D., Bruins, M.J. (2019) Lactose-Free Dairy Products: Market Developments, Production, Nutrition and Health Benefits. Nutrients, 11, 551.
- DeVries, T. J., von Keyserlingk, M. A. G., Weary, D. M., Beauchemin, K. A. ( 2003). Measuring the Feeding Behavior of Lactating Dairy Cows in Early to Peak Lactation. Journal of Dairy Science, 86 (10), 3354-3361.
- Dror, D. K., Allen, L. H. (2011). The importance of milk and other animal-source foods for children in low-income countries. Food Nutr Bull. 32(3),227-43.
- Erarslan, A., Yüksek Lisans Tezi. (2012). A1 Tip İnek Sütü ve Süt Ürünlerinde Beta-Kazomorfin-7 İçin HPLC'ye Dayalı Tayin Yöntemin Geliştirilmesi, Erciyes Üniversitesi.
- Facioni, M. S., Raspini, B., Pivari, F., Dogliotti, E., Cena, H. (2020). Nutritional management of lactose intolerance: the importance of diet and food labelling. Journal of translational medicine, 18(1), 260.
- Foroutan, A., Guo, A. C., Vazquez-Fresno, R., Lipfert, M., Zhang, L., Zheng, J., Badran H., Budinski, Z., Mandal, R., Ametaj, B. N., Wishart, D. S. (2019). Chemical Composition of Commercial Cow’s Milk. Journal of Agricultural and Food Chemistry, 67 (17), 4897-4914.
- Francis, A., Dhiman, T., Mounya, K.S. (2020). “Adulteration of Milk: A Review”, Journal of Science and Technology, 5(6), 37-41.
- Garnsworthy, P. C., Masson, L. L., Lock, A. L., Mottram, T.T. (2006). Variation of milk citrate with stage of lactation and de novo fatty acid synthesis in dairy cows. Journal of Dairy Science, 89 (5), 1604-12.
- Gowda, G. A., Zhang, S., Gu, H., Asiago, V., Shanaiah, N., & Raftery, D. (2008). Metabolomics-based methods for early disease diagnostics. Expert review of molecular diagnostics, 8(5), 617–633.
- Guide for Turkish Food Codex Food Labelling and Consumer Information Regulation, Turkish Food Codex Notification on milk. No. 2019/12.
- Jorritsma, R., Wensing, T., Kruip, T.A., Vos, P.L., Noordhuizen, J.P. (2003). Metabolic changes in early lactation and impaired reproductive performance in dairy cows. Vet Res. 34(1):11-26.
- Kaskous, S. (2020). A1- and A2-Milk and Their Effect on Human Health. Journal of Food Engineering and Technology, 9(1), 15–21.
- Klein, M. S., Almstetter, M. F., Nürnberger, N., Sigl, G., Gronwald, W., Wiedemann, S., Dettmer, K., Oefner, P. J. Correlations between milk and plasma levels of amino and carboxylic acids in dairy cows. J. Proteome Res. 2013, 12 (11), 5223−5232.
- Lamanna, R., Braca, A., Di Paolo, E., Imparato, G. (2011). Identification of milk mixtures by 1H NMR profiling, Magn. Reson. Chem. 49 (Suppl. 1) , S22–S26.
- Laref, N. (2020). Efficiency of different bioinformatics tools in metabolite profiling of whole cow’s milk using synthetically water-removed 1H NMR spectra : a comparative study. Journal of Microbiology, Biotechnology and Food Sciences, 10(2), 241-244.
- Li, Q., Yu, Z., Zhu, D., Meng, X., Pang, X., Liu, Y., Frew, R., Chen, H., Chen, G. (2017). The application of NMR-based milk metabolite analysis in milk authenticity identification. J Sci Food Agric. 97(9):2875-2882.
- Martínez -Rodríguez, M., Samaniego-Vaesken, M. d. L., Alonso-Aperte, E. (2021). A New Food Composition Database of Lactose-Free Products Commercialized in Spain: Differences in Nutritional Composition as Compared to Traditional Products. Foods, 10, 851.
- Madsen, T.G., Nielsen, M.O., Andersen, J.B., Ingvartsen, K.L. (2008) Continuous lactation in dairy cows: effect on milk production and mammary nutrient supply and extraction. J Dairy Sci. 91(5):1791-801.
- Maher, A.D., Rochfort, S.J. (2014). Applications of NMR in dairy research. Metabolites. 4(1), 131-41.
- Monakhova, Y., Kuballa, T., Leitz, J., Andlauer, C., Lachenmeier, D. (2012). NMR spectroscopy as a screening tool to validate nutrition labeling of milk, lactose-free milk, and milk substitutes based on soy and grains. Dairy Science & Technology, 92, 109-120.
- Morlock, G.E., Morlock, L.P., Lemo, C. (2014). Streamlined analysis of lactose-free dairy products. Journal of Chromatography A, 1324, 215–223.
- Ozrenk, E., Selcuk Inci, S. ( 2008). The Effect of Seasonal Variation on the Composition of Cow Milk in Van Province. Pakistan Journal of Nutrition. 7, 161-164.
- O’Callaghan, T. F., Vazquez-Fresno, R., Serra-Cayuela, A., ́ Dong, E., Mandal, R., Hennessy, D., McAuliffe, S., Dillon, P., Wishart, D. S., Stanton, C., Ross, R. P. (2018). Pasture feeding changes the bovine rumen and milk metabolome. Metabolites,8 (2), 27.
- Sen, C., Ray, P.R., Bhattacharyya, M. ( 2020). A critical review on metabolomic analysis of milk and milk products. International Journal of Dairy Technology, 74(1).
- Söyler, A., Cikrikci, S., Cavdaroglu, C., Bouillaud, D., Farjon, J., Giraudeau, P., Oztop, M.C. (2021). Multi-scale benchtop 1H NMR spectroscopy for milk analysis. LWT,139, 110557.
- Sundekilde, U.K., Frederiksen, P.D., Clausen, M.R., Larsen, L.B., Bertram, H.C. (2011). Journal of Agricultural and Food Chemistry. 59 (13), 7360-7367.
- Tomassini, A., Curone, G., Solè, M., Capuani, G., Sciubba, F., Conta, G., Miccheli, A., Vigo, D. (2019). NMR-based metabolomics to evaluate the milk composition from Friesian and autochthonous cows of Northern Italy at different lactation times. Nat Prod Res. 33(8),1085-1091.
- Wu, J., Domellöf, M., Zivkovic, A. M., Larsson, G., Öhman, A., Nording, M. L. (2016).NMR-based metabolite profiling of human milk: A pilot study of methods for investigating compositional changes during lactation,Biochemical and Biophysical Research Communications, 469 (3), 626-632.
- Yanibada, B., Boudra, H., Debrauwer, L., Martin, C., Morgavi, D.P., Canlet, C. (2018). Evaluation of sample preparation methods for NMR-based metabolomics of cow milk,Heliyon, 4 (10), e00856.
- Yang, Y., Zheng, N., Zhao, X, Zhang, Y., Han, R., Yang, J., Zhao, S., Li, S., Guo, T., Zang, C., Wang, J. (2016). Metabolomic biomarkers identify differences in milk produced by Holstein cows and other minor dairy animals. J Proteomics. 136,174-82