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Degradation Kinetics of Dairy Products and Selection of Processing Strategies Based on Critical Biomarkers

https://doi.org/10.37442/fme.2026.2.112

Abstract

Introduction: Dairy products near or beyond the end of their recommended shelf life form a stream of food waste, yet their processing is hampered by compositional variability and different degrees of degradation. Existing valorization schemes, including fat separation, fermentation, anaerobic digestion, and drying, are mainly designed for homogeneous streams and do not sufficiently account for the specific features of mixed dairy systems, which limits the evidence-based selection of an appropriate processing route.

Purpose: To identify critical degradation parameters of mixed dairy systems near or beyond the end of their recommended shelf life and to develop algorithmic principles for an intelligent sorting system that supports the selection of a rational processing route.

Materials and Methods: The study objects were cream, sour cream, kefir, and their 50:50 binary mixtures, with fat contents ranging from 2.5 to 15% and stored for 90–120% of the manufacturer-recommended shelf life. A full-factorial accelerated storage experiment was conducted at (32 ± 1) °C, with sampling after 0, 72, and 144 h. The following parameters were determined: pH, titratable acidity, apparent viscosity, lactose content, fat-phase characteristics (peroxide value, acid value, and fatty acid composition), and organic acid profile. The Arrhenius model was used to extrapolate the results to storage at 5 °C, while regression and cluster analyses were applied to group and standardize raw material streams.

Results: The degradation rate was determined by the initial matrix and the proportion of fermented components. The most pronounced changes were observed in cream and cream-containing mixtures: the titratable acidity of cream increased from 16 to 136 °T (degrees of titratable acidity used in Russian dairy practice), pH decreased by 2.9 units, and apparent viscosity increased more than 100-fold, indicating acid coagulation and gel formation. Sour cream showed the greatest stability, whereas kefir was characterized by high initial acidity and pronounced acid accumulation. In the fat phase, the peroxide value increased to 5.1–6.6 meq O₂/kg and the acid value to 1.7–2.2 mg KOH/g. The regression models made it possible to predict changes in these parameters as a function of mixture composition and storage time. Lactic acid accumulation in the presence of residual lactose indicates the potential for lactic acid valorization, whereas a volatile fatty acid content above 1000 mg/L may serve as a criterion for redirecting the raw material, after fat separation, to anaerobic digestion. Cluster analysis based on fatty acid composition identified four stable sample groups suitable for batch standardization.

Conclusion: Degradation changes in dairy products near or beyond the end of their recommended shelf life can be interpreted as a set of critical biomarkers that relate the condition of the raw material to a rational processing route. The proposed approach can be used for intelligent sorting, preliminary assessment, and routing of dairy products withdrawn from standard circulation at the stages of storage, logistics, and processing. This creates a basis for evidence-based valorization of heterogeneous dairy streams and for reducing losses of valuable components.

About the Authors

Dmitry S. Ryskin
All-Russian Dairy Research Institute
Russian Federation

Postgraduate Student



Vladislav K. Semipyatny
All-Russian Dairy Research Institute
Russian Federation
Doctor of Technical Science, Head of the Food Metaengineering Laboratory


Elena E. Illarionova
All-Russian Dairy Research Institute
Russian Federation

Research Scientist



Darya V. Klimova
All-Russian Dairy Research Institute
Russian Federation
Research Engineer


Anastasia V. Kosareva
All-Russian Dairy Research Institute
Russian Federation

Research Engineer



Konstantin E. Anufriev
All-Russian Dairy Research Institute
Russian Federation

Junior Researcher



Anastasiya E. Ryabova
All-Russian Dairy Research Institute
Russian Federation

Doctor of Technical Science



References

1. Babaev, V. N., Gorokh, N. P., & Korinko, I. V. (2011). Energy potential of methane formation during mesophilic anaerobic decomposition of organic waste component. Eastern-European Journal of Enterprise Technologies, 4(6(52)), 59–65. (In Russ.)

2. Balabanova, M. Yu., Sklyadnev, E. V., & Panov, S. Yu. (2014). Mathematical modeling of chemical-thermal processing of cellulose-containing waste. Chemical Industry, 91(1), 11–14. (In Russ.)

3. Volkova, G. S. (2002). Study of fermentation processes of agricultural waste using acid-forming bacteria for producing lactic acid and its derivatives (Candidate’s dissertation). All-Russian Research Institute of Food Biotechnology, Russian Academy of Agricultural Sciences. (In Russ.)

4. Mikheeva, E. R., Katraeva, I. V., Vorozhtsov, D. L., Litti, Yu. V., & Nozhevnikova, A. N. (2020). Efficiency of two-phase anaerobic digestion and physicochemical properties of the organic fraction of municipal solid waste pretreated in a vortex layer apparatus. Applied Biochemistry and Microbiology, 56(6), 619–626. (In Russ.) https://doi.org/10.31857/S0555109920060112

5. Panov, S. Yu., Chernetskaya, A. A., Zhuchkov, A. V., & Ryazanov, A. V. (2013). Development of scientific foundations of food waste utilization technology by anaerobic digestion. Bulletin of Voronezh State University of Engineering Technologies, 4(58), 200–204. (In Russ.)

6. Tsavkelova, E. A., Egorova, M. A., Petrova, E. V., & Netrusov, A. I. (2012). Biogas production by microbial communities during decomposition of cellulose and food waste. Applied Biochemistry and Microbiology, 48(4), 417. (In Russ.) https://doi.org/10.1134/S0003683812040126

7. Al-Jumaily, A. M., Meshkinzar, A., & Torres, L. M. P. (2023). On the development of emulsion destabilization technologies for dairy industry. Food Engineering Reviews, 15(2), 215–229. https://doi.org/10.1007/s12393-023-09336-4

8. Andrewes, P. (2022). Predicting the shelf-life of microbially-stabilised dairy products: What are the roles of stability studies, storage trials, ‘accelerated’ trials, and dairy science? International Dairy Journal, 125, 105239. https://doi.org/10.1016/j.idairyj.2021.105239

9. Antonelli, J., Lindino, C. A., Azevedo, J. C. R. de, Souza, S. N. M. de, Cremonez, P. A., & Rossi, E. (2016). Biogas production by the anaerobic digestion of whey. Revista de Ciências Agrárias, 39(3), 463–467. https://doi.org/10.19084/RCA15087

10. Arise, A. K., Malomo, S. A., Cynthia, C. I., Aliyu, N. A., & Arise, R. O. (2022). Influence of processing methods on the antinutrients, morphology and in-vitro protein digestibility of jack bean. Food Chemistry Advances, 1, 100078.

11. Cai, Y., Liang, X., Liao, X., Ding, Y., Sun, J., & Li, X. (2010). High-yield hypocrellin A production in solid-state fermentation by Shiraia sp. SUPER-H168. Applied Biochemistry and Biotechnology, 160(8), 2275–2286. https://doi.org/10.1007/s12010-009-8728-3

12. Casallas-Ojeda, M., Perez-Esteban, N., Cabeza, I., Coboa, M., Olaya-Rincon, M., Caicedo-Concha, D. M., & Astals, S. (2024). Understanding the acidification risk of cheese whey anaerobic digestion under psychrophilic and mesophilic conditions. Heliyon, 10(5). https://doi.org/10.1016/j.heliyon.2024.e26476

13. Ergüder, T. H., Tezel, U., Güven, E., & Demirer, G. N. (2001). Anaerobic biotransformation and methane generation potential of cheese whey in batch and UASB reactors. Waste Management, 21(7), 643–650. https://doi.org/10.1016/S0956-053X(00)00114-8

14. Guzel-Seydim, Z., Seydim, A. C., & Greene, A. K. (2000). Organic acids and volatile flavor components evolved during refrigerated storage of kefir. Journal of Dairy Science, 83(2), 275–277. https://doi.org/10.3168/jds.S0022-0302(00)74874-0

15. Gustavsson, J., et al. (2011). Global food losses and food waste: Extent, causes and prevention. FAO.

16. Hassan, A. N., & Nelson, B. K. (2012). Invited review: Anaerobic fermentation of dairy food wastewater. Journal of Dairy Science, 95(11), 6188–6203. https://doi.org/10.3168/jds.2012-5732

17. Kalibekkyzy, Z., Zhakupbekova, S., Rebezov, M., Nurgazezova, A., Nurymkhan, G., Kassymov, S., Baytukenova, S., Mateyeva, A., Maizhanova, A., & Kapshakbayeva, Z. (2026). Valorization of dairy and plant by-products as functional ingredients in kurt (dried fermented milk product): Effects on nutritional, physicochemical, and sensory properties. Foods, 15(2), 369. https://doi.org/10.3390/foods15020369

18. Kong, X., Zhang, B., Hua, Y., Zhu, Y., Li, W., Wang, D., & Hong, J. (2019). Efficient l-lactic acid production from corncob residue using metabolically engineered thermo-tolerant yeast. Bioresource Technology, 273, 220–230. https://doi.org/10.1016/j.biortech.2018.11.018

19. Krause, A. J., Miracle, R. E., Sanders, T. H., Dean, L. L., & Drake, M. A. (2008). The effect of refrigerated and frozen storage on butter flavor and texture. Journal of Dairy Science, 91(2), 455–465. https://doi.org/10.3168/jds.2007-0717

20. Kuczman, O., Gueri, M. V. D., De Souza, S. N. M., Schirmer, W. N., Alves, H. J., Secco, D., Buratto, W. G., Ribeiro, C. B., & Hernandes, F. B. (2018). Food waste anaerobic digestion of a popular restaurant in Southern Brazil. Journal of Cleaner Production, 196, 382–389. https://doi.org/10.1016/j.jclepro.2018.05.282

21. Lu, J., Langton, M., Sampels, S., & Pickova, J. (2019). Lipolysis and oxidation in ultra‑high temperature milk depend on sampling month, storage duration, and temperature. Journal of Food Science, 84(5), 1045–1053. https://doi.org/10.1111/1750-3841.14514

22. Mao, C., Feng, Y., Wang, X., & Ren, G. (2015). Review on research achievements of biogas from anaerobic digestion. Renewable and Sustainable Energy Reviews, 45, 540–555. https://doi.org/10.1016/j.rser.2015.02.032

23. Narisetty, V., Adlakha, N., & Singh, N. K. (2022). Integrated biorefineries for repurposing of food wastes into value-added products. Bioresource Technology, 363, 127856. https://doi.org/10.1016/j.biortech.2022.127856

24. Nayik, J. K., & Ranade, V. V. (2025). Valorisation of digestate: Characteristics, products, processes and potential. Chemical Engineering Journal Advances, 100887. https://doi.org/10.1016/j.ceja.2025.100887

25. Prazeres, J. R., Carvalho, F., & Rivas, J. (2012). Cheese whey management: A review. Journal of Environmental Management, 110, 48–68. https://doi.org/10.1016/j.jenvman.2012.05.018

26. Saini, R. K., Prasad, P., Shang, X., & Keum, Y. S. (2021). Advances in lipid extraction methods—A review. International Journal of Molecular Sciences, 22(24), 13643. https://doi.org/10.3390/ijms222413643

27. Udourioh, G. A., Solomon, M. M., Okolie, J., et al. (2025). A review of the valorization of dairy industry wastes through thermochemical, biological, and integrated processes for value‑added products. Food Science of Animal Resources, 45(2), 375–408. https://doi.org/10.5851/kosfa.2025.e2

28. Wang, X., & Zhao, Z. (2022). Acid-induced gelation of milk: Formation mechanism, gel characterization, and influence of different techniques. In Current issues and advances in the dairy industry. IntechOpen. https://doi.org/10.5772/intechopen.107893

29. Wu, Q., Ong, L., Yao, S., Kentish, S. E., & Gras, S. L. (2023). Effect of ultrafiltered milk on the rheological and microstructure properties of cream cheese acid gels. Food and Bioprocess Technology, 16(8), 1728–1745. https://doi.org/10.1007/s11947-022-02991-1

30. Yao, D., Sun, L. C., Zhang, L. J., Chen, Y. L., Miao, S., Cao, M. J., & Lin, D. (2024). Emulsion structural remodeling in milk and its gelling products: A review. Gels, 10(10), 671. https://doi.org/10.3390/gels10100671


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For citations:


Ryskin D.S., Semipyatny V.K., Illarionova E.E., Klimova D.V., Kosareva A.V., Anufriev K.E., Ryabova A.E. Degradation Kinetics of Dairy Products and Selection of Processing Strategies Based on Critical Biomarkers. FOOD METAENGINEERING. 2026;4(2). https://doi.org/10.37442/fme.2026.2.112

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