Biosecurity of agroecosystems under technogenic and environmental risks

Anar Zhumadilova, Saule Zhigitova, Maira Turalina, Alina Kudriavytska
Download article Read article

Abstract

The study aimed to establish the relationship between technogenic and environmental factors affecting the biosecurity of agroecosystems in Ukraine, with the development of adaptive monitoring and risk mitigation strategies through the integration of digital technologies. The research methodology was based on an interdisciplinary approach combining ecotoxicological analysis, biogeochemical modelling, and spatiotemporal assessment of anthropogenic impacts using geographic information systems, satellite observation, and algorithmic risk prediction based on Artificial Intelligence and big data analytics. The application of machine learning methods, spectral pollution analysis, and multi-level agroecosystem mapping revealed hidden patterns of agri-landscape degradation, assessed their ecological resilience, and formulated adaptive approaches to environmental management to reduce biological risks. The findings indicated an elevated chemical load on Ukrainian agroecosystems, manifested in exceedances of maximum permissible concentrations for ammonia (20- 28 μg/m³ in air), nitrogen oxides (over 35 μg/m³), nitrates (over 50 mg/L in water), and pesticides (up to 0.05  mg/L). Humus content in chernozems decreased to 1.2- 1.5%, accompanied by soil degradation. A correlational link was established betweenincreased technogenic pressure and higher prevalence of oncological diseases, cardiovascular and respiratory pathologies, as well as reduced life expectancy (by 7-10 years) in highly polluted regions. Negative demographic trends were recorded, including rising child mortality, declining fertility, and increased environmentally driven migration. The results confirm the efficacy of digital technologies in enhancing the quality of monitoring, diagnostics, and risk management in agroecosystems undergoing transformational anthropogenic pressures

Keywords

artificial intelligence; machine learning; risk management; agri-landscape degradation; biosphere

  1. Abenova, G., Atantayeva, B., Akhmetova, R., Kulshanova, A., Smagulov, N., & Amrina, M. (2024). The impact of anthropogenic factors on aquatic ecosystems: The case of Kazakhstan. BIO Web of Conferences, 141, article number 03005. doi: 10.1051/bioconf/202414103005.
  2. AgriTechHub. (n.d.). Retrieved from https://agritech-hub.wkau.kz/.
  3. Bondarenko, S., Bratko, A., Antonov, V., Kolisnichenko, R., Hubanov, O., & Mysyk, A. (2022). Improving the state system of strategic planning of national security in the context of informatization of society. Journal of Information Technology Management, 14, 1-24. doi: 10.22059/jitm.2022.88861.
  4. Briseño, R.I.A., Batuman, O., Brawner, J., Cuellar, W.J., Delaquis, E., Etherton, B.A., French-Monar, R.D., Kreuze, J.F., Navarrete, I., Ogero, K., Sulá, A.I.P., Yilmaz, S., & Garrett, K.A. (2023). Translating virome analyses to support biosecurity, on-farm management, and crop breeding. Frontiers in Plant Science, 14, article number 1056603. doi: 10.3389/fpls.2023.1056603.
  5. Center for Public Health of the Ministry of Health of Ukraine. (n.d.). Epidemiological Surveillance. Retrieved from https://phc.org.ua/kontrol-zakhvoryuvan/vilsnid/monitoring-i-ocinyuvannya/epidnaglyad..
  6. Chornobyl Research Institute. (n.d.). Research. Retrieved from http://chornobyl.institute/en/research/.
  7. European Educational Research Association. (n.d.). Members’ reports. Retrieved from https://surl.li/mdzkzd.
  8. European Environment Agency. (n.d.). Indicators. Retrieved from https://surl.lu/furpma.
  9. European Society of Human Reproduction and Embryology. (n.d.). ESHRE guidelines, consensus documents and recommendations. Retrieved from https://www.eshre.eu/Guidelines-and-Legal.
  10. FarmFacts. (n.d.). FarmFacts Sampling+. With FarmFacts, you can now have professional soil samples taken and analyzed!. Retrieved frrm https://www.farmfacts.de.
  11. Fedoniuk, T., Zhuravel, S., Kravchuk, M., Pazych, V., & Bezvershuck, I. (2024). Historical sketch and current state of weed diversity in continental zone of Ukraine. Agriculture and Natural Resources, 58(5), 631-642. doi: 10.34044/j.anres.2024.58.5.10.
  12. Fenzi, M., Foyer, J., Boisvert, V., & Perales, H. (2024). Recalcitrant maize: Conserving agrobiodiversity in the era of genetically modified organisms. Plants, People, Planet, 6(5), 1129-1141. doi: 10.1002/ppp3.10426.
  13. Garcia-Caro, D. (2023). Cultivating change: Agroecological perspectives on EU pesticide law. European Law Open, 2(4), 815-832. doi: 10.1017/elo.2023.46.
  14. Gentili, R., Schaffner, U., Martinoli, A., & Citterio, S. (2021). Invasive alien species and biodiversity: Impacts and management. Biodiversity, 22(1-2), 1-3. doi: 10.1080/14888386.2021.1929484.
  15. Ghosh, A., Tripathy, A., & Ghosh, D. (2022). Impact of endocrine disrupting chemicals (EDCs) on reproductive health of human. Proceedings of the Zoological Society, 75(1), 16-30. doi: 10.1007/s12595-021-00412-3.
  16. Goodman, S., Chappell, G., Guyton, K.Z., Pogribny, I.P., & Rusyn, I. (2022). Epigenetic alterations induced by genotoxic occupational and environmental human chemical carcinogens: An update of a systematic literature review. Mutation Research/Reviews in Mutation Research, 789, article number 108408. doi: 10.1016/j. mrrev.2021.108408.
  17. Grybko, O., Hren, L., Romanovskiy, O., Chebotarev, M., & Hrabar, N. (2022). Biosafety in Ukraine as a socially significant national interestAstra Salvensis, 10(1), 617-635.
  18. Hashemi, F., Hamidinejad, F.S., Hoepner, L., Rafiee, A., Abbasi, A., & Hoseini, M. (2022). BTEX exposure of pregnant women and associations with pro-inflammatory cytokines (IL-6 and TNF-α). Air Quality, Atmosphere & Health, 15, 707-719. doi: 10.1007/s11869-021-01122-7.
  19. Hasnat, G.N.T. (2021). Sources and impacts of emerging contaminants in agroecosystems. In V.K. Singh, R. Singh & E. Lichtfouse (Eds.), Sustainable agriculture reviews 50: Emerging contaminants in agriculture (pp. 3-34). Cham: Springer. doi: 10.1007/978-3-030-63249-6_1.
  20. Hryhorczuk, D., Levy, B.S., Prodanchuk, M., Kravchuk, O., Bubalo, N., Hryhorczuk, A., & Erickson, T.B. (2024). The environmental health impacts of Russia’s war on Ukraine. Journal of Occupational Medicine and Toxicology, 19, article number 1. doi: 10.1186/s12995-023-00398-y.
  21. Institute of Agroecology and Environmental Management of the National Academy of Agrarian Sciences of Ukraine. (n.d.). Manuals. Retrieved from https://agroeco.org.ua/category/vydannya/posibnyky/.
  22. International Agency for Research on Cancer. (n.d.). IARC publications. Retrieved from https://surl.li/abrzeb.
  23. Janga, B., Asamani, G.P., Sun, Z., & Cristea, N. (2023). A review of practical AI for remote sensing in earth sciences. Remote Sensing, 15(16), article number 4112. doi: 10.3390/rs15164112.
  24. John Deere. (n.d.). Technology products. Retrieved from https://www.deere.com/en/technology-products.
  25. John, G., Sahajpal, N.S., Mondal, A.K., Ananth, S., Williams, C., Chaubey, A., Rojiani, A.M., & Kolhe, R. (2021). Next-generation sequencing (NGS) in COVID-19: A tool for SARS-CoV-2 diagnosis, monitoring new strains and phylodynamic modeling in molecular epidemiology. Current Issues in Molecular Biology, 43(2), 845-867. doi: 10.3390/cimb43020061.
  26. Kadyraliev, A., Oruntayeva, A., Kamchybekov, T., Abyshov, I., & Bigali, A. (2024). The impact of digital technologies on the effectiveness of management in the agricultural sector of the Kyrgyz Republic. Ekonomika APK, 31(5), 35-44. doi: 10.32317/ekon.apk/5.2024.35.
  27. Khomutinin, Yu., Kosarchuk, O., Levchuk, S., Pavlyuchenko, V., & Kashparov, V. (2024). Current radiological status of contaminated meadows and pastures and assessment of the possibility of their return to use. Scientific Reports of the National University of Life and Environmental Sciences of Ukraine, 20(2). doi: 10.31548/ dopovidi.2(108).2024.001.
  28. Kim, A.J., & Tak, S. (2019). Implementation system of a biosurveillance system in the Republic of Korea and its legal ramifications. Health Security, 17(6), 462-467. doi: 10.1089/hs.2019.0071.
  29. Kopytsia, Y.M., & Tulina, E.Y. (2021). Legal regulation of invasive alien species with Regards to climate change in Ukraine. Problems of Legality, 155, 110-123. doi: 10.21564/2414-990X.155.243496.
  30. Kustov, M.V., Kalugin, V.D., Hristich, O.V., & Hapon, Y.K. (2021). Recovery method for emergency situations with hazardous substances emission into the atmosphere. International Journal of Safety and Security Engineering, 11(4), 419-426. doi: 10.18280/ijsse.110415.
  31. Laimighofer, J., & Laaha, G. (2022). How standard are standardized drought indices? Uncertainty components for the SPI & SPEI case. Journal of Hydrology, 613(A), article number 128385. doi: 10.1016/j.jhydrol.2022.128385.
  32. Li, C., Chen, Y., & Shang, Y. (2022). A review of industrial big data for decision making in intelligent manufacturing. Engineering Science and Technology, an International Journal, 29, article number 101021. doi: 10.1016/j.jestch.2021.06.001.
  33. Li, S., Xu, L., Jing, Y., Yin, H., Li, X., & Guan, X. (2021). High-quality vegetation index product generation: A review of NDVI time series reconstruction techniques. International Journal of Applied Earth Observation and Geoinformation, 105, article number 102640. doi: 10.1016/j.jag.2021.102640.
  34. Llupa, I. (2025). Forests as indicators of changes in the geographical landscape. Ukrainian Journal of Forest and Wood Science, 16(2), 82-98. doi: 10.31548/forest/2.2025.82.
  35. Makhazhanova, U., Omurtayeva, A., Kerimkhulle, S., Tokhmetov, A., Adalbek, A., & Taberkhan, R. (2024). Assessment of investment attractiveness of small enterprises in agriculture based on fuzzy logic. In Data analytics in system engineering (vol 935, 411-419). Cham: Springer. doi: 10.1007/978-3-031-54820-8_34.
  36. Ministry of Agrarian Policy and Food of Ukraine. (n.d.). Plans and reports. Retrieved from https://minagro.gov.ua/ pro-nas/plani-ta-zviti.
  37. Moldavan, L., Pimenowa, O., Prus, P., & Pimenow, S. (2024). Pollution problems in the economic agricultural sector: Evaluating the impact on natural resources and solutions for improvement. Sustainability, 16(24), article number 11294. doi: 10.3390/su162411294.
  38. Mouha, R.A. (2021). Internet of things (IoT). Journal of Data Analysis and Information Processing, 9(2), article number 77. doi: 10.4236/jdaip.2021.92006.
  39. Mudrak, O.V., Yermishev, O.V., Mudrak, H.V., & Skrypnyk, S.V. (2023). Environmental determinants of health of the population of Ukrainian regions in the context of sustainable development. Regulatory Mechanisms in Biosystems, 14(4), 523-530. doi: 10.15421/022375.
  40. Mustafa, M., Szalai, Z., Divéky-Ertsey, A., Gál, I., & Csambalik, L. (2022). Conceptualizing multiple stressors and their consequences in agroforestry systems. Stresses, 2(3), 242-255. doi: 10.3390/stresses2030018.
  41. National Scientific Center “O.N. Sokolovsky Institute of Soil Science and Agrochemistry”. (n.d.). Main results of scientific activities 2019-2023. Retrieved from https://issar.com.ua/osnovni-rezultati-naukovo%d1%97diyalnosti-2019-2023-rr/.
  42. Netafim. (n.d.). Precision irrigation products and solutions. Retrieved from https://surl.lu/cveefp.
  43. Neve, P., & Caicedo, A.L. (2022). Weed adaptation as a driving force for weed persistence in agroecosystems. In M.K. Upadhyaya, D.R. Clements & A. Shrestha (Eds.), Persistence strategies of weeds (pp. 302-324). Hoboken: John Wiley & Sons Ltd. doi: 10.1002/9781119525622.ch15.
  44. Ongayev, M., Montayev, S., Denizbayev, S., & Sakhipova, S. (2024). Hydrochemical characteristics of groundwater in Northwestern Kazakhstan aquifers: Implications for livestock water supply. International Journal of Design and Nature and Ecodynamics, 19(4), 1327-1340. doi: 10.18280/ijdne.190425.
  45. Order of the Ministry of Health of Ukraine No. 721 “On Approval of Hygienic Standards for Water Quality of Water Bodies to Meet Drinking, Household and Other Needs of the Population”. (2022, May). Retrieved from https://zakon.rada.gov.ua/laws/show/z0524-22#Text.
  46. Piskunova, C., & Bondar, V. (2022). Occupational safety and health for students of English groupsKyiv: National University of Life and Environmental Sciences of Ukraine.
  47. Polukarov, Yu., Kachynska, N., Polukarov, O., Zemlyanska, O., & Mitiuk, L. (2024). Impact of the full-scale war in Ukraine on the environment: Environmental damage assessment. Law. Human. Environment, 15(1), 85-100. doi: 10.31548/law/1.2024.85.
  48. Rahman, M.M., Alam, K., & Velayutham, E. (2021). Is industrial pollution detrimental to public health? Evidence from the world’s most industrialised countries. BMC Public Health, 21(1), article number 1175. doi: 10.1186/ s12889-021-11217-6.
  49. Rawtani, D., Gupta, G., Khatri, N., Rao, P.K., & Hussain, C.M. (2022). Environmental damages due to war in Ukraine: A perspective. Science of The Total Environment, 850, article number 157932. doi: 10.1016/j. scitotenv.2022.157932.
  50. Remeshevska, I., Trokhymenko, G., Gurets, N., Stepova, O., Trus, I., & Akhmedova, V. (2021). Study of the ways and methods of searching water leaks in water supply networks of the settlements of Ukraine. Ecological Engineering and Environmental Technology, 22(4), 14-21. doi: 10.12912/27197050/137874.
  51. Romanenko, V. (2021). Accident at Rivneazot: New head of the Ministry of Internal Affairs named the previous causes. Retrieved from https://www.pravda.com.ua/news/2021/07/21/7301241/.
  52. Shabani, S. (2021). A mechanistic view on the neurotoxic effects of air pollution on central nervous system: Risk for autism and neurodegenerative diseases. Environmental Science and Pollution Research, 28, 6349-6373. doi: 10.1007/s11356-020-11620-3.
  53. Shaforost, Yu., Pogrebniak, O., Lut, O., Litvin, V., & Shevchenko, O. (2024). Chemical military-technogenic load on the soils of military training grounds. Plant and Soil Science, 15(2), 67-79. doi: 10.31548/plant2.2024.67.
  54. Sharafi, S., & Salehi, F. (2025). Comprehensive assessment of heavy metal (HMs) contamination and associated health risks in agricultural soils and groundwater proximal to industrial sites. Scientific Reports, 15, article number 7518. doi: 10.1038/s41598-025-91453-7.
  55. State Institutuin “Marzieiev Institute for Public Health of the National Academy of Medical Sciences of Ukraine”. (n.d.). Bibliography of publications by institute staff. Retrieved from https://health.gov.ua/activity/scientificactivity/scientific-publications/.
  56. State Service for Geodesy, Cartography and Cadastre of Ukraine. (n.d.). Plans and reports. Retrieved from https:// land.gov.ua/plany-ta-zvity/.
  57. Stephen, S., Alexander, K., Potter, L., & Palmer, X. L. (2023). Implications of cyberbiosecurity in advanced agriculture. In R.L. Wilson & M.B. Curran (Eds.), Proceedings of the 18th international conference on cyber warfare and security (pp. 387-393). Maryland: Academic Conferences International Limited. doi: 10.34190/iccws.18.1.995.
  58. Sushchuk, M. (2025). EOSDA airs white paper on remote sensing in agriculture 2023. Retrieved from https://eos. com/blog/eosda-airs-white-paper-on-remote-sensing-in-agriculture/.
  59. Tan, A., Salman, M., Wagner, B., & McCluskey, B. (2023). The role of animal health components in a biosurveillance system: concept and demonstration. Agriculture, 13(2), article number 457. doi: 10.3390/agriculture13020457.
  60. Tsai, C., Su, C., Wang, Y., Wu, S., Liu, W., Hsu, W., Majumdar, A., Stettler, M., Chen, K., Lee, Y., Hu, C., Lee, K., Tsuang, B., & Tseng, C. H. (2023). Impact of lifetime air pollution exposure patterns on the risk of chronic disease. Environmental Research, 229, article number 115957. doi: 10.1016/j.envres.2023.115957.
  61. Tyczewska, A., Twardowski, T., & Woźniak-Gientka, E. (2023). Agricultural biotechnology for sustainable food security. Trends in Biotechnology, 41(3), 331-341. doi: 10.1016/j.tibtech.2022.12.013.
  62. Ukrainian Hydrometeorological Center the State Emergency Service of Ukraine. (n.d.). Retrieved from https:// www.meteo.gov.ua/en/.
  63. United Nations Environment Programme. (n.d.). Publications & data. Retrieved from https://www.unep.org/ publications-data.
  64. United Nations High Commissioner for Refugees. (n.d.). Public health. Retrieved from https://www.unhcr.org/ what-we-do/protect-human-rights/public-health.
  65. van Wynsberghe, A. (2021). Sustainable AI: AI for sustainability and the sustainability of AI. AI and Ethics, 1(3), 213-218. doi: 10.1007/s43681-021-00043-6.
  66. Vázquez, L.L. (2024). Ambit of biosafety governance in the sustainable food system. Journal of Applied Biotechnology & Bioengineering, 11(2), 35-38. doi: 10.15406/jabb.2024.11.00357.
  67. Willcox, B.K., et al. (2023). Emerging threats and opportunities to managed bee species in European agricultural systems: A horizon scan. Scientific Reports, 13, article number 18099. doi: 10.1038/s41598-023-45279-w.
  68. World Bank. (n.d.). World Bank open data. Retrieved from https://data.worldbank.org/.
  69. World Health Organization. (n.d.). Global Health Observatory (GHO) data. Retrieved from https://idwho.org/ entity/gho/en/en.html.
  70. Yadav, M., Theerdh, M.S., Giri, G., Upreti, H., Singhal, G.D., & Narakala, L.M. (2024). Estimation of leaf area index for wheat crop using Sentinel-2 satellite data. In S. Handa, R. Montgomery & C. Sutter (Eds.), World environmental and water resources congress 2024: Climate change impacts on the world we live in (pp. 948-959). Milwaukee: American Society of Civil Engineers. doi: 10.1061/9780784485477.084.
Zhumadilova, A., Zhigitova, S., Turalina, M., & Kudriavytska, A. (2025). Biosecurity of agroecosystems under technogenic and environmental risks. Scientific Horizons, 28(7), 62-78. https://doi.org/10.48077/scihor7.2025.62