Факторы окружающей среды и вредных привычек в моделях распространенности онкопатологии в муниципальных образованиях Алтайского края и других регионов
Работая с нашим сайтом, вы даете свое согласие на использование файлов cookie. Это необходимо для нормального функционирования сайта, показа целевой рекламы и анализа трафика. Статистика использования сайта отправляется в «Яндекс» и «Google»
Научный журнал Моделирование, оптимизация и информационные технологииThe scientific journal Modeling, Optimization and Information Technology
Online media
issn 2310-6018

Environmental factors and bad habits in models of the malignancy prevalence in the municipalities of Altai Krai and other regions

idStepanov V.S. idRybkina I.D. idOrlova E.S.

UDC 616-006; 519.237.5
DOI: 10.26102/2310-6018/2023.43.4.022

  • Abstract
  • List of references
  • About authors

The article proposes a regression relationship that connects the prevalence of malignant neoplasm cases in Altai Krai with a complex of explanatory variables, some of which are taken with lags. This complex consists of the purchasing power of the average wages for employees in large and medium-sized organizations, the average volume of alcoholic beverages consumption (per adult capita with age 15+), the share of the elderly population and several dummy variables. The latter characterize the level of technogenic pollution of the municipality territory due to various reasons, as well as the quality of its highways. As a result, a regression model with the variable structure was built. The model has a coefficient of determination of about 98 % and a mean absolute percentage error of 1,2 %. Its parameters were estimated using the ordinary least squares method on panel data for 2018-2019. After assessing the accuracy of the model, it predicts the prevalence of cancer within the municipality with a planning horizon of one year. Such forecasts were made both for a number of urban districts and for municipal districts of Altai Krai, as well as for many districts of Orel and Kurgan Oblasts and a number of other regions in Russia. Additionally, forecasting is performed by means of a roughly similar model that has been created using regional data for 2017-2018. Based on these two models, it is possible to make science-based management decisions aimed at the primary prevention of general cancer morbidity in the population of the municipality and development of specific activities against the morbidity.

1. Skornyakova E.S. How to assess health? Meditsinskiye tekhnologii. Otsenka i vybor = Medical Technologies. Assessment and Choice. 2015;(2):9–15. (In Russ.).

2. Ulumbekova G.E., Alvianskaya N.V., Petrachkov I.V. Organization and financing of cancer care in the Russian Federation in 2018-2024. ORGZDRAV: novosti, mneniya, obucheniya. Vestnik VSHOUZ = Healthcare Management: News. Views. Education. Bulletin of VSHOUZ. 2022;48(27):33–74. (In Russ.).

3. Stepanov V.S. The relationship of cancer prevalence with age of the population living under adverse environmental factors. Vrach i informatsionnyye tekhnologii = Medical Doctor and Information Technology. 2021;(3):38–49. (In Russ.).

4. Arkhipova O.E., Chernogubova E.A. Spatio-temporal clusters of cancer incidence in the Rostov region. Ekologiya cheloveka = Human Ecology. 2021;28(8):50–56. (In Russ.).

5. Boev V.M., Zelenina L.V., Kryazhev D.A., Tulina L.M., Neplokhov A.A. Analysis on exposure carcinogenic risk of environmental factors on health largest industrial cities and malignant tumors. Zdorov'ye naseleniya i sreda obitaniya – ZNISO = Public Health and Life Environment – PH&LE. 2016;279(6):4–7. (In Russ.).

6. Manzhurov I.L., Lezhnin V.L. Multifactorial assessment of the influence of the environment on the development of cancer. Ekologiya cheloveka = Human Ecology. 2015;(1):3–9. (In Russ.).

7. Orazova G.U., Karp L.L., Rakhimbekova G.A., Nogayeva A.U. Mathematical modeling and forecasting of esophageal and stomach cancer case rate in Kazakhstan. Clinical Medicine of Kazakhstan. 2016;40(2):43–49. (In Russ.).

8. Radespiel-Troger M., Geiss K., Twardella D., Maier W., Meyer M. Cancer incidence in urban, rural, and densely populated districts close to core cities in Bavaria, Germany. International Archives of Occupational and Environmental Health. 2018;91(2):155–174.

9. Shoikhet Ya.N., Kolyado V.B., Tribunsky S.I., Martynenko T.I. Health losses of respiratory diseases in residents of Altai region. Pul'monologiya = PULMONOLOGIYA. 2002;(3):27–35. (In Russ.).

10. Stepanov V.S. The forecast of cancer prevalence in the regions and municipalities of Russia based on a multivariate model. Modelirovanie, optimizacija i informacionnye tehnologii = Modeling, Optimization and Information Technology. 2023;11(1). URL: https://moitvivt.ru/ru/journal/pdf?id=1286. DOI: 10.26102/2310-6018/2023.40.1.022. (In Russ.).

11. Veremchuk L.V., Kiku P.F., Zhernovoi M.V. System modelling of ecological dependence in distribution of oncologic diseases in the territory of Primorski krai. Byulleten’ fiziologii i patologii dykhaniya = Bulletin Physiology and Pathology of Respiration. 2011;(41):48–53. (In Russ.).

12. Kiryanov D.A., Kamaltdinov M.R., Tsinker M.Yu., Babina S.V., Kleyn S.V., Andrishunas A.M. Parameterization of relationships between risk factors and public health under chronic exposure to complex ambient air pollution. Analiz riska zdorov'yu = Health Risk Analysis. 2022;(4):33–44.

13. Pogonysheva I.A., Pogonyshev D.A. Current issues of the interrelationship between the environment and human health in European Union countries. Gigiena i Sanitaria = Hygiene and Sanitation. 2019;98(5):473–477. (In Russ.).

14. Geger E.V., Zolotnikova G.P., Kaptsov V.A. Methods of evaluation of the sanitary-ecological condition of territories. Gigiena i Sanitaria = Hygiene and Sanitation. 2019;98(12):1338–1341. (In Russ.).

15. Bobra T.V., Lychak A.I. Spatial analysis and modeling of pollutant concentration fields in the atmosphere of town Simferopol. Geopolitika i ekogeodinamika regionov = Geopolitics and Ecogeodynamics of regions. 2022;8(4):104–120. (In Russ.).

16. Druk I.V., Semenova E.V., Loginova E.N., Korennova O.Yu., Semyonkin A.A., Lyalyukova E.A., Nadey Е.V. Risk factors of malignancy. Eksperimental'naya i klinicheskaya gastroenterologiya = Experimental and Clinical Gastroenterology. 2022;205(9):116–128. (In Russ.).

17. Sysa A.G., Zhyvitskaya E.P., Kovaleva A.V., Ivleva D.V. Assessment of the etiological proportion of tumors associated with alcohol consumption in the Republic of Belarus. Ekologicheskiy vestnik = Ecologic bulletin. 2015;(2):58–63. (In Russ.).

18. Khamitova R.Ya, Loskutov D.V. Alcoholic situation and malignant neoplasms in the region of the Russian Federation. Meditsinskiye tekhnologii. Otsenka i vybor = Medical Technologies. Assessment and Choice. 2020;41(3):61–68. (In Russ.).

19. Zhao J., Xu L., Sun J., Song M., Wang L., Yuan S., Zhu Y., Wan Zh., Larsson S., Tsilidis K., Dunlop M., Campbell H., Rudan I., Song P., Theodoratou E., Ding K., Li X. Global trends in incidence, death, burden and risk factors of early-onset cancer from 1990 to 2019. BMJ Oncology. 2023;2(1):e000049. DOI: 10.1136/bmjonc-2023-000049.

20. Carlberg C. Regression Analysis in Microsoft Excel. M.: Dialektika; 2017. 400 p. (In Russ.).

21. Levanchuk A.V. Environmental pollution by products of wear and tear automobile-road complex. Gigiena i Sanitaria = Hygiene and Sanitation. 2014;93(6):17–21. (In Russ.).

22. Yakovenko O.N., Kravchenko N.A. Ambient air pollution in the city of Irkutsk by emissions from mobile sources (the use of the computational method). Gigiena i Sanitaria = Hygiene and Sanitation. 2015;94(1):64–68. (In Russ.).

23. Zagorodnov S.Yu. Dust contamination of the atmospheric air of the city as an undervalued risk factor to human health. Vestnik Permskogo natsional'nogo issledovatel'skogo politekhnicheskogo universiteta. Prikladnaya ekologiya. Urbanistika. = PNRPU Bulletin. Urban development. 2018;30(2):124–133. (In Russ.).

24. Kiryanov D.А., Tsinker М.Yu., Khismatullin D.R. Calculating the number of disease cases associated with acute short-term exposure to harmful chemicals in ambient air. Analiz riska zdorov'yu = Health Risk Analysis. 2023;(2):69–79. (In Russ.).

25. Kolpakova A.F., Sharipov R.N., Volkova O.A., Kolpakov F.A. The role of particulate matter air pollution in cancer pathogenesis. Sibirskiy onkologicheskiy zhurnal = Siberian Journal of Oncology. 2021;20(2):102–109. (In Russ.).

26. Kolyado I.B., Plugin S.V., Shoikhet Ya.N. The experience of examination of public health in the areas of Altai krai bordering the drop zones for separating parts of launch vehicles. Byulleten' nauki i praktiki = Bulletin of Science and Practice. 2019;12(5):171–176. (In Russ.).

27. Razumovskaya E.M., Valeeva G.F. Relationship between health indicators and socio-economic development of the region. Voprosy upravleniya = Management Issues. 2019;60(5):142–156. (In Russ.).

28. Koshkina E.A., Vyshinsky K.V., Zbarskaya I.A., Antonova O.I. Features of the use of psychoactive substances among the population of some Russian regions. Narkologija = Narcology. 2010;(4):16–23. (In Russ.).

29. Orazova G.U., Karp L.L., Dossakhanov A.X., Sanyekenova L.N., Zhaksatkova G.B., Bukhanovskaya L.V., Zhylkaaydarova A.Zh., Zhapparov E.I. Some aspects of lifestyle as predictors of malignant neoplasms of upper gastrointestinal tract. Clinical Medicine of Kazakhstan. 2015;35(1):45–50. (In Russ.).

30. Perkhov V.I, Korkhmazov V.T. About influence of medicine and health care on public health. Sovremennyye problemy zdravookhraneniya i meditsinskoy statistiki = Current problems of health care and medical statistics. 2022;(3):693–710. (In Russ.).

31. Nguyen X.-M., Li Y., Wang D., Whitbourne S., Houghton S., Hu F., Willett W., Gaziano J.M., Cho K., Wilson P.WF. PTFS07-07-23 Eight Modifiable Lifestyle Factors Associated With Increased Life Expectancy Among 719,147 U.S. Veterans. Current Developments in Nutrition. 2023;7(Suppl. 1):42. DOI: 10.1016/j.cdnut.2023.100200.

32. Chimitdorzhieva T.N. Radiation situation in the Baikal region and public health on example with territory of the Republic of Buryatia. ANRI. 2007;49(2):29–31. (In Russ.).

33. Chimitdorzhieva T.N. Malignant neoplasms in the population of Buryatia republic. Rossiyskiy onkologicheskiy zhurnal = Russian Journal of Oncology. 2013;(2):42–46. (In Russ.).

Stepanov Vladimir Sergeevich
Candidate of Physical and Mathematical Sciences
Email: _stepanov@cemi.rssi.ru

ORCID |

Central Economics and Mathematics Institute of the RAS

Moscow, the Russian Federation

Rybkina Irina Dmitrievna
Doctor of Geographical Sciences, Associated Professor

WoS | Scopus | ORCID |

Institute for Water and Environment Problems of the SB RAS

Barnaul, the Russian Federation

Orlova Elena Sergeevna

ORCID |

Institute for Water and Environment Problems of the SB RAS

Barnaul, the Russian Federation

Keywords: variable structure regression model, malignant neoplasm, technogenic pollution of territory, atmospheric air pollution, smoking, consumption of alcohol beverages, municipality, region

For citation: Stepanov V.S. Rybkina I.D. Orlova E.S. Environmental factors and bad habits in models of the malignancy prevalence in the municipalities of Altai Krai and other regions. Modeling, Optimization and Information Technology. 2023;11(4). Available from: https://moitvivt.ru/ru/journal/pdf?id=1460 DOI: 10.26102/2310-6018/2023.43.4.022 (In Russ).

127

Full text in PDF

Received 16.10.2023

Revised 17.11.2023

Accepted 15.12.2023

Published 15.12.2023