Herd immunity to SARS-CoV-2 among the population of the Republic of Belarus amid the COVID-19 pandemic

Cover Page


Cite item

Full Text

Abstract

Objective was to investigate the SARS-CoV-2 collective immunity status of the population of Belarus within the context of the COVID-19 pandemic. Materials and methods. The work was carried out according to the methodology for assessing SARS-CoV-2 population immunity, developed by Rospotrebnadzor Russia and the Ministry of Health of Belarus with the participation of the St. Petersburg Pasteur Institute, taking into account WHO recommendations. The Bioethics Committee of Belarus and the local ethics committee of the St. Petersburg Pasteur Institute approved the study. Selection of participants was carried out using a questionnaire method and online technology (internet, cloud server). Volunteers were randomized into seven age groups (years of age): 1–17; 18–29; 30–39; 40–49; 50–59; 60–69; and 70+. Regional randomization ensured proportional representation of volunteers from each region, and no more than 30 people were included from one enterprise. In accordance with manufacturer instructions, blood plasma samples were analyzed for: IgG antibodies (Abs) to the SARS-CoV-2 nucleocapsid (Nc) using a quantitative ELISA test system; and IgG Abs to the receptor binding domain (RBD) of the SARS-CoV-2 S (spike) surface glycoprotein using a qualitative ELISA test system. Statistical processing was carried out using Excel 2010 and other software. Statistical differences were designated as significant when p < 0.05, unless otherwise indicated. Results. The level of seroprevalence, in terms of Abs to Nc among the Belarusian population, was 38.4% (95% CI 37.6–45.4). The highest Ab levels were found among individuals in older age groups (50-70+ years old). The lowest were found in children 1–17 years old and in young people 18–39 years old The distribution of seroprevalence across Belarusian regions was relatively homogeneous, with the exception of the Minsk Region, where a statistically significant decrease in the indicator was noted. In terms of profession, the largest share of seropositive individuals was found among transportation workers; the smallest was found in business. The moderate COVID-19 incidence has not led to a dramatic increase in the number of contacts. The base reproduction number (R0) was 1.3. In the Republic of Belarus, there was a moderate level of asymptomatic COVID-19 among seropositive individuals (45.3% [95% CI 44.0–46.7]). This form of infection was observed most often among children aged 1–17 years old (65.0% [95% CI 61.3–68.6]). In parallel with seroprevalence assessment, SARS-CoV-2 vaccination was carried out. We used two vaccines: Gam-COVID-Vac (also known as Sputnik V, developed by Gamaleya National Center for Epidemiology and Microbiology, Russia); and BBIBP-CorV (Sinopharm, PRC). Vaccination against SARS-CoV-2 was accompanied by an increase in the level of anti-RBD Abs (95% [95% CI 94.7–96.7]). Taking into account the vaccination of a subset of the population with BBIBP-CorV, the overall herd immunity, inferred from the analyzed indicators (presence of anti-Nc or anti-RBD Abs), was 47.1% (95% CI 46.3–48.0). Conclusion. COVID-19 in Belarus was characterized by a moderately pronounced course of the epidemic process. The threshold level of herd immunity to SARS-CoV-2 has not yet been reached, as a result of which the conditions for progression of the epidemic remain.

About the authors

A. Yu. Popova

Federal Service for Surveillance on Consumer Rights Protection and Human Wellbeing

Email: depart@gsen.ru
ORCID iD: 0000-0003-2567-9032

PhD, MD (Medicine), Professor, Head  

Moscow

Россия

A. A. Tarasenko

Ministry of Health

Email: ATarasenko74@belcmt.by

Deputy Minister and Chief State Sanitary Doctor of the Republic of Belarus 

Minsk

Белоруссия

V. Yu. Smolensky

Federal Service for Surveillance on Consumer Rights Protection and Human Wellbeing

Email: aidscouncil@gsen.ru

PhD (Medicine), Deputy Head 

Moscow

Россия

S. A. Egorova

St. Petersburg Pasteur Institute

Author for correspondence.
Email: egorova72@mail.ru
ORCID iD: 0000-0002-7589-0234

PhD, MD (Medicine), Deputy Director for Innovation 

St. Petersburg

Россия

V. S. Smirnov

St. Petersburg Pasteur Institute

Email: vssmi@mail.ru
ORCID iD: 0000-0002-2723-1496

Vyacheslav S. Smirnov,  PhD, MD (Medicine), Professor, Leading Researcher, Laboratory of Molecular Immunology 

197101, St. Petersburg, Mira str., 14

Phone: +7 (911) 948-59-22 (mobile) 

Россия

A. M. Dashkevich

Republican Center for Hygiene, Epidemiology and Public Health

Email: Alla.Dashkevich@gmail.com
ORCID iD: 0000-0001-8212-1129

Head 

Minsk

Белоруссия

T. N. Svetogor

Republican Center for Hygiene, Epidemiology and Public Health

Email: svetogor_tamara@mail.ru
ORCID iD: 0000-0001-5798-693X

Epidemiologist, Supervision of Healthcare Organizations Division, Department of Epidemiology

Minsk

Белоруссия

I. N. Glinskaya

Republican Center for Hygiene, Epidemiology and Public Health

Email: irinaglinskay@yandex.ru
ORCID iD: 0000-0002-3941-9787

PhD (Medicine), Deputy Head Physician for Epidemiology 

Minsk

Белоруссия

A. L. Skuranovich

Republican Center for Hygiene, Epidemiology and Public Health

Email: als_68@mail.ru

Head Physician 

Minsk

Белоруссия

A. M. Milichkina

St. Petersburg Pasteur Institute

Email: pasteur@pasteurorg.ru
ORCID iD: 0000-0002-9421-7109

PhD (Medicine), Head Physician of the Medical Center 

St. Petersburg

Россия

A. M. Dronina

Republican Scientific and Practical Center for Epidemiology and Microbiology

Email: alinadronina@mail.ru
ORCID iD: 0000-0002-7020-387X

Deputy Director for Academic Affairs 

Minsk

Белоруссия

E. O. Samoilovich

Republican Scientific and Practical Center for Epidemiology and Microbiology

Email: esamoilovich@gmail.com

PhD, MD (Medicine), Professor, Head of the Laboratory of Vaccine-Preventable Infections 

Minsk

Белоруссия

I. V. Khamitova

St. Petersburg Pasteur Institute

Email: ckdl@pasteurorg.ru
ORCID iD: 0000-0003-1966-7860

PhD (Biology), Head of the Central Clinical Diagnostic Laboratory 

St. Petersburg

Россия

G. V. Semeiko

Republican Scientific and Practical Center for Epidemiology and Microbiology

Email: g-semeiko@yandex.ru

PhD (Biology), Leading Researcher, Laboratory of Vaccine Controlled Infections 

Minsk

Белоруссия

T. V. Amvrosyeva

Republican Scientific and Practical Center for Epidemiology and Microbiology

Email: amvrosieva@gmail.com
ORCID iD: 0000-0001-7309-152X

PhD, MD (Medicine), Professor, Head of the Laboratory of Infections with a Natural Reservoir 

Minsk

Белоруссия

N. P. Shmeleva

Republican Scientific and Practical Center for Epidemiology and Microbiology

Email: shmelevanataliya@mail.ru
ORCID iD: 0000-0002-8543-9623

PhD (Medicine), Head of the Influenza and Influenza-Like Diseases Laboratory 

Minsk

Белоруссия

L. V. Rubanik

Republican Scientific and Practical Center for Epidemiology and Microbiology

Email: rubaniklv@tut.by
ORCID iD: 0000-0002-7963-0026

PhD (Biology), Head of the Laboratory for Diagnostics of Combined Bacterial Viral Infections 

Minsk

Белоруссия

O. P. Esmanchik

Polyclinic No. 39

Email: olgaesm@mail.ru
ORCID iD: 0000-0002-9052-7265

Head Physician 

Minsk

Белоруссия

I. A. Karaban

Ministry of Health

Email: inna_kia@list.ru

Head of the Hygiene, Epidemiology and Diseases Prevention Department 

Minsk

Белоруссия

V. G. Drobyshevskaya

St. Petersburg Pasteur Institute

Email: v.g.drobyshevskaia@yandex.ru
ORCID iD: 0000-0001-5827-9276

Doctor of Clinical Laboratory Diagnostics, Medical Center 

St. Petersburg

Россия

G. V. Sadovnikova

Brest Regional Center for Hygiene, Epidemiology and Public Health

Email: ocgie@brest.by
ORCID iD: 0000-0002-6309-7108

Deputy Head Physician 

Brest

Белоруссия

M. V. Shilovich

Brest Regional Center for Hygiene, Epidemiology and Public Health

Email: ocgie@brest.by
ORCID iD: 0000-0002-9901-7368

Head of the Department of Epidemiology 

Brest

Белоруссия

E. A. Podushkina

Brest Regional Center for Hygiene, Epidemiology and Public Health

Email: podushkina72@mail.ru
ORCID iD: 0000-0002-8559-0585

Head of the Anti-Epidemic Division, Department of Epidemiology 

Brest

Белоруссия

V. V. Kireichuk

Vitebsk Regional Center for Hygiene, Epidemiology and Public Health

Email: viktorya.vasilckova@yandex.by
ORCID iD: 0000-0001-9053-8530

Epidemiologist, Immunoprophylaxis Division, Epidemiology Department 

Vitebsk

Белоруссия

O. A. Petrova

St. Petersburg Pasteur Institute

Email: belka-mbf1988@mai.ru
ORCID iD: 0000-0002-6252-1499

Physician of the Central Clinical Diagnostic Laboratory 

St. Petersburg

Россия

S. V. Bondarenko

Gomel Regional Center for Hygiene, Epidemiology and Public Health

Email: sbondarenko@gmlocge.by

Head of the Anti-Epidemic Division, Epidemiology Department 

Gomel

Белоруссия

I. F. Salazhkova

Gomel Regional Center for Hygiene, Epidemiology and Public Health

Email: salajkova@gmlocge.by

Head of the Epidemiology Department 

Gomel

Белоруссия

L. M. Tkach

Grodno Regional Center for Hygiene, Epidemiology and Public Health

Email: Larisa_lm@mail.ru

Head of Anti-Epidemic Department 

Grodno

Белоруссия

L. P. Shepelevich

Minsk City Center for Hygiene and Epidemiology

Email: slubovs@yandex.com
ORCID iD: 0000-0002-4751-8515

Head of the Division of Especially Dangerous  Infections with a Sanitary-Quarantine Point of the Epidemiological Department  

Minsk

Белоруссия

N. L. Autukhova

Minsk Regional Center for Hygiene, Epidemiology and Public Health

Email: N.Avtuhova@minsksanepid.by
ORCID iD: 0000-0002-2161-201X

Deputy Head Physician 

Minsk

Белоруссия

V. M. Ivanov

St. Petersburg Pasteur Institute

Email: korsaring@yandex.ru

System Administrator

St. Petersburg

Россия

A. S. Babilo

Minsk Regional Center for Hygiene, Epidemiology and Public Health

Email: babilo.a@minsksanepid.by
ORCID iD: 0000-0001-7905-9600

Epidemiologist, Anti-Epidemic Division, Epidemiology Department 

Minsk

Белоруссия

M. V. Navyshnaya

Minsk Regional Center for Hygiene, Epidemiology and Public Health

Email: navyshnaya@tut.by
ORCID iD: 0000-0002-9112-8135

Epidemiologist, Anti-Epidemic Division, Epidemiology Department 

Minsk

Белоруссия

N. N. Belyaev

St. Petersburg Pasteur Institute

Email: nikobel@gmail.com
ORCID iD: 0000-0001-5017-9748

Senior Researcher, New Technologies Department 

St. Petersburg

Россия

E. V. Zueva

St-Petersburg Pasteur Institute; Leading Researcher

Email: elenazueva9@gmail.com
ORCID iD: 0000-0002-4241-1452

PhD (Biology), Senior Researcher, Laboratory of Molecular Immunology 

St. Petersburg

Россия

L. A. Volosar

Minsk City Center for Hygiene and Epidemiology

Email: immun@minsksanepid.by

Epidemiologist, Anti-Epidemic Division, Epidemiology Department 

Minsk

Белоруссия

V. N. Verbov

St-Petersburg Pasteur Institute; Leading Researcher

Email: pasteurdnt@yandex.ru

PhD (Biology), Head of the New Technologies Department 

St. Petersburg

Россия

I. V. Likhachev

St-Petersburg Pasteur Institute; Leading Researcher

Email: liv-dnt@mail.ru
ORCID iD: 0000-0001-9952-0126

Junior Researcher, New Technologies Department 

St. Petersburg

Россия

T. O. Zagorskaya

Minsk Regional Center for Hygiene, Epidemiology and Public Health

Email: zagorskaya.tanya@yahoo.com
ORCID iD: 0000-0003-0451-8141

Head of the of the Division of Especially Dangerous Infections 

Minsk

Белоруссия

N. F. Morozova

Mogilev Regional Center for Hygiene, Epidemiology and Public Health

Email: dubina-1967@mail.ru
ORCID iD: 0000-0001-7788-3057

Epidemiologist, Division of Especially Dangerous Infections, Epidemiology Department 

Mogilev

Белоруссия

Z. R. Korobova

St. Petersburg Pasteur Institute

Email: korobova@yandex.ru
ORCID iD: 0000-0003-0535-5014

Laboratory Assistant, Laboratory of Molecular Immunology 

St. Petersburg

Россия

A. V. Gubanova

St. Petersburg Pasteur Institute

Email: gubanovasasha2012@gmail.com
ORCID iD: 0000-0001-7222-081X

Doctor of Clinical Laboratory Diagnostics, Central Clinical Diagnostic Laboratory 

St. Petersburg

Россия

A. A. Totolian

St. Petersburg Pasteur Institute

Email: pasteur@pasteurorg.ru
ORCID iD: 0000-0003-4571-8799

PhD, MD (Medicine), Professor, RAS Full Member, Head of the Laboratory of Molecular Immunology; Director 

St. Petersburg

Россия

References

  1. -1. В Беларуси зарегистрирован завозной случай коронавируса. Министерство здравоохранения Республики Беларусь. [An imported case of coronavirus has been registered in Belarus. Ministry of Health of the Republic of Belarus (In Russ.)] URL: http://minzdrav.gov.by/ru/sobytiya/v-belarusi-zaregistrirovan-zavoznoy-sluchay-koronavirusa (10.08.2021)
  2. Калькулятор значимых различий (z-test). Исследовательская компания RADAR. [Significant Difference Calculator (z-test). RADAR research company. (In Russ.)] URL: https://radar-research.ru/software/z-test_calculator (07.10.2021)
  3. Коронавирус-монитор: интерактивная карта распространения и статистика COVID-19. [Coronavirus monitor: interactive map of distribution and statistics of COVID-19 (In Russ.)] URL: https://coronavirus-monitor.info (10.08.2021)
  4. Кузник Б.И., Хавинсон В.Х., Смирнов В.С. Особенности патогенеза и течения COVID-19 у лиц пожилого и старческого возраста // Успехи геронтологии. 2020. Т. 33, № 6. С. 1032–1042. [Kuznik B.I., Khavinson V.K., Smirnov V.S. Features of pathogenesis and COVID-19 course for the elderly and old age. Uspekhi gerontologii = Advances in Gerontology, 2020, vol. 33, no. 6, pp. 1032–1042. (In Russ.)] doi: 10.34922/AE.2020.33.6.003
  5. Население Беларуси. Countrymeters. [Population of Belarus. Countrymeters (In Russ.)] URL: https://countrymeters.info/ru/Belarus (10.08.2021)
  6. Попова А.Ю., Андреева Е.Е., Бабура Е.А., Балахонов С.В., Башкетова Н.С., Бугоркова С.А., Буланов М.В., Валеуллина Н.Н., Горяев Д.В., Детковская Н.Н., Ежлова Е.Б., Зайцева Н.Н., Историк О.А., Ковальчук И.В., Козловских Д.Н., Комбарова С.Ю., Курганова О.П., Ломовцев А.Э., Лукичева Л.А., Лялина Л.В., Мельникова А.А., Микаилова О.М., Носков А.К., Носкова Л.Н., Оглезнева Е.Е., Осмоловская Т.П., Патяшина М.А., Пеньковская Н.А., Самойлова Л.В., Смирнов В.С., Степанова Т.Ф., Троценко О.Е., Тотолян А.А. Особенности серопревалентности к нуклеокапсиду SARS-CоV-2 у детей в период эпидемии COVID-19 2020 года // Педиатрия. 2021. Т. 100, № 3. С. 97–106. [Popova A.Yu., Andreeva E.E., Babura E.A., Balakhonov S.V., Bashketova N.S., Bugorkova S.A., Bulanov M.V., Valeullina N.N., Goryaev D.V., Detkovskaya N.N., Ezhlova E.B., Zaitseva N.N., Istorik O.A., Koval’chuk I.V., Kozlovskikh D.N., Kombarova S.Yu., Kurganova O.P., Lomovtsev A.E., Lukicheva L.A., Lyalina L.V., Mel’nikova A.A., Mikailova O.M., Noskov A.K., Noskova L.N., Oglezneva E.E., Osmolovskaya T.P., Patyashina M.A., Pen’kovskaya N.A., Samoilova L.V., Smirnov V.S., Stepanova T.F., Trotsenko O.E., Totolian A.A. Peculiarities of SARS-CoV-2 nucleocapsid in children during the COVID-19 epidemic of 2020. Pediatriya = Pediatrics, 2021, vol. 100, no. 3, pp. 97–106. (In Russ.)] doi: 10.24110/0031-403X-2021-100-3-97-106
  7. Попова А.Ю., Андреева Е.Е., Бабура Е.А., Балахонов С.В., Башкетова Н.С., Буланов М.В., Валеуллина Н.Н., Горяев Д.В., Детковская Н.Н., Ежлова Е.Б., Зайцева Н.Н., Историк О.А., Ковальчук И.В., Козловских Д.Н., Ком барова С.Ю., Курганова О.П., Кутырев В.В., Ломовцев А.Э., Лукичева Л.А., Лялина Л.В., Мельникова А.А., Микаи лова О.М., Носков А.К., Носкова Л.Н., Оглезнева Е.Е., Осмоловская Т.П., Патяшина М.А., Пеньковская Н.А., Самой лова Л.В., Смирнов В.С., Степанова Т.Ф., Троценко О.Е., Тотолян А.А. Особенности формирования серопревалентности населения Российской Федерации к нуклеокапсиду SARS-CoV-2 в первую волну эпидемии COVID-19 // Инфекция и иммунитет. 2021. Т. 11, № 2. С. 297–323. [Popova A.Yu., Andreeva E.E., Babura E.A., Balakhonov S.V., Bashketova N.S., Bulanov M.V., Valeullina N.N., Goryaev D.V., Detkovskaya N.N., Ezhlova E.B., Zaitseva N.N., Istorik O.A., Kovalchuk I.V., Kozlovskikh D.N., Kombarova S.Yu., Kurganova O.P., Kutyrev V.V., Lomovtsev A.E., Lukicheva L.A., Lyali na L.V., Melnikova A.A., Mikailova O.M., Noskov A.K., Noskova L.N., Oglezneva E.E., Osmolovskaya T.P., Patyashi na M.A., Penkovskaya N.A., Samoilova L.V., Smirnov V.S., Stepanova T.F., Trotsenko O.E., Totolian A.A. Features of developing SARSCoV-2 nucleocapsid protein population-based seroprevalence during the first wave of the COVID-19 epidemic in the Russian Federation. Infektsiya i immunitet = Russian Journal of Infection and Immunity, 2021, vol. 11, no. 2, pp. 297–323. (In Russ.)] doi: 10.15789/2220-7619-FOD-1684
  8. Попова А.Ю., Ежлова Е.Б., Мельникова А.А., Андреева Е.Е., Комбарова С.Ю., Лялина Л.В., Смирнов В.С., Алешкин А.В., Кобзева Ю.В., Игнатова Е.Н., Осадчая М.Н., Назаренко Е.В., Антипова Л.Н., Басов А.А., Затевалов А.М., Новикова Л.И., Бочкарева С.С., Лиханская Е.Т., Ломоносова В.И., Тотолян А.А. Коллективный иммунитет к SARSCoV-2 жителей Москвы в эпидемический период COVID-19 // Инфекционные болезни. 2020. Т. 18, № 1. С. 8–16. [Popova A.Yu., Ezhlova E.B., Melnikova A.A., Andreeva E.E., Kombarova S.Yu., Lyalina L.V., Smirnov V.S., Aleshkin A.V., Kobzeva Yu.V., Ignatova E.N., Osadchaia M.N., Nazarenko E.V., Antipova L.N., Basov A.A., Zatevalov A.M., Novikova L.I., Bochkareva S.S., Likhanskaia E.T., Lomonosova V.I., Totolian A.A. SARS-CoV-2 herd immunity in Moscow citizens during COVID-19 epidemic period. Infektsionnye bolezni = Infectious Diseases, 2021, vol. 18, no. 1, pp. 8–16. (In Russ.)] doi: 10.20953/1729-9225-2020-4-8-16
  9. Попова А.Ю., Ежлова Е.Б., Мельникова А.А., Балахонов С.В., Чеснокова М.В., Дубровина В.И., Лялина Л.В., Смирнов В.С., Трухина А.Г., Пережогин А.Н., Пятидесятникова А.Б., Брюхова Д.Д., Киселева Н.О., Гефан Н.Г., Гаврилова О.В., Гаврилова Т.А., Ломоносова В.И., Тотолян А.А. Опыт исследования серопревалентности к вирусу SARSCoV-2 населения Иркутской области в период вспышки COVID-19 // Проблемы особо опасных инфекций. 2020. № 3. С. 106–113. [Popova A.Yu., Ezhlova E.B., Mel’nikova A.A., Balakhonov S.V., Chesnokova M.V., Dubrovina V.I., Lyalina L.V., Smirnov V.S., Trukhina A.G., Perezhogin A.N., Pyatidesyatnikova A.B., Bryukhova D.D., Kiseleva N.O., Gefan N.G., Gavrilova O.V., Gavrilova T.A., Lomonosova V.I., Totolian A.A. Experience in studying seroprevalence to SARS-CoV-2 virus in the population of the Irkutsk Region during COVID-19 outbreak. Problemy osobo opasnykh infektsiy = Problems of Particularly Dangerous Infections, 2020, no. 3, pp. 106–113. (In Russ.)] doi: 10.21055/0370-1069-2020-3-106-113
  10. Попова А.Ю., Ежлова Е.Б., Мельникова А.А., Башкетова Н.С., Фридман Р.К., Лялина Л.В., Смирнов В.С., Чхинджерия И.Г., Гречанинова Т.А., Агапов К.А., Арсентьева Н.А., Баженова Н.А., Бацунов О.К., Данилова Е.М., Зуева Е.В., Комкова Д.В., Кузнецова Р.Н., Любимова Н.Е., Маркова А.Н., Хамитова И.В., Ломоносова В.И., Ветров В.В., Миличкина А.М., Дедков В.Г., Тотолян А.А. Популяционный иммунитет к SARS-CoV-2 среди населения Санкт-Петербурга в период эпидемии COVID-19 // Проблемы особо опасных инфекций. 2020. Т. 3. С. 124–130. [Popova A.Yu., Ezhlova E.B., Mel’nikova A.A., Bashketova N.S., Fridman R.K., Lyalina L.V., Smirnov V.S., Chkhindzheriya I.G., Grechaninova T.A., Agapov K.A., Arsent’eva N.A., Bazhenova N.A., Batsunov O.K., Danilova E.M., Zueva E.V., Komkova D.V., Kuznetsova R.N., Lyubimova N.E., Markova A.N., Khamitova I.V., Lomonosova V.I., Vetrov V.V., Milichkina A.M., Dedkov V.G., Totolian A.A. Herd immunity to SARS-CoV-2 among the population in Saint-Petersburg during the COVID-19 epidemic. Problemy osobo opasnykh infektsii = Problems of Particularly Dangerous Infections, 2020, vol. 3, pp. 124–130. (In Russ.)] doi: 10.21055/0370-1069-2020-3-124-130
  11. Попова А.Ю., Ежлова Е.Б., Мельникова А.А., Историк О.А., Мосевич О.С., Лялина Л.В., Смирнов В.С., Черный М.А., Балабышева Н.С., Логинова И.С., Владимирова О.С., Самоглядова И.С., Васев Н.А., Румянцева С.В., Чупалова Е.Ю., Селиванова Г.В., Муравьева М.В., Тимофеева Л.В., Ханкишиева Э.Н., Тыльчевская В.Д., Никитенко Н.Д., Костеницкая Т.И., Виркунен Н.В., Климкина И.М., Кузьмина Т.М., Дегтяренко Н.В., Базунова А.И., Филиппова Л.А., Пальчикова Н.А., Кукшкин А.В., Арсентьева Н.А., Бацунов О.К., Богумильчик Е.А., Воскресенская Е.А., Дробышевская В.Г., Зуева Е.В., Кокорина Г.И., Курова Н.Н., Любимова Н.Е., Ферман Р.С., Хамдулаева Г.Н., Хамитова И.В., Хорькова Е.В., Миличкина А.М., Дедков В.Г., Тотолян А.А. Оценкa популяционого иммунитета к SARS-CoV-2 среди населения Ленинградской области в период эпидемии COVID-19 // Проблемы особо опасных инфекций. 2020. № 3. С. 114–123. [Popova A.Yu., Ezhlova E.B., Mel’nikova A.A., Istorik O.A., Mosevich O.S., Lyalina L.V., Smirnov V.S., Cherny M.A., Balabysheva N.S., Loginova I.S., Vladimirova O.S., Samoglyadova I.S., Vasev N.A., Rumyantseva S.V., Chupalova E.Yu., Selivanova G.V., Muraviova M.V., Timofeeva L.V., Khankishieva E.N., Tylchevskaya V.D., Nikitenko N.D., Kostenitskaya T.I., Virkunen N.V., Klimkina I.M., Kuzmina T.M., Degtyarenko N.V., Bazunova A.I., Filippova L.A., Palchi kova N.A., Kukshkin A.V., Arsentieva N.A., Batsunov O.K., Bogumilchik E.A., Voskresenskaya E.A., Drobyshevskaya V.G., Zueva E.V., Kokorina G.I., Kurova N.N., Lyubimova N.E., Ferman R.S., Khamdulaeva G.N., Khamitova I.V., Khorkova E.V., Milichkina A.M., Dedkov V.G., Totolian A.A. Assessment of the herd immunity to SARS-CoV-2 among the population of the Leningrad Region during the during COVID-19 epidemic. Problemy osobo opasnykh infektsiy = Problems of Particularly Dangerous Infections, 2020, no. 3, pp. 114–123. (In Russ.)] doi: 10.21055/0370-1069-2020-3-114-123
  12. Попова А.Ю., Ежлова Е.Б., Мельникова А.А., Микаилова О.М., Комбарова С.Ю., Костина М.А., Алешкин А.В., Лялина Л.В., Смирнов В.С., Гвазава К.Р., Козлов А.В., Чапов Е.В., Сычев Д.А., Хаттатова Н.В., Басов А.А., Затевалов А.М., Новикова Л.И., Бочкарева С.С., Лиханская Е.И., Шарова А.А., Ломоносова В.И., Тотолян А.А. Структура серопревалентности к вирусу SARS-CoV-2 среди жителей Московской области в период эпидемической заболеваемости COVID-19 // Инфекционные болезни. 2020. Т. 18, № 4. С. 17–26. [Popova A.Yu., Ezhlova E.B., Mel’nikova A.A., Mikailova O.M., Kombarova S.Yu., Kostina M.A., Aleshkin A.V., Lyalina L.V., Smirnov V.S., Gvazava K.R., Kozlov A.V., Chapov E.V., Sychev D.A., Khattatova N.V., Basov A.A., Zatevalov A.M., Novikova L.I., Bochkareva S.S., Likhanskaya E.I., Sharova A.A., Lomonosova V.I., Totolian A.A. Characteristics of SARS-CoV-2 virus seroprevalence in population of Moscow Region during COVID-19 epidemic. Infektsionnye bolezni = Infectious Diseases, 2020, vol. 18, no. 4, pp. 17–26. (In Russ.)] doi: 10.20953/1729-9225-2020-4-17-26
  13. Попова А.Ю., Ежлова Е.Б., Мельникова А.А., Смирнов В.С., Лялина Л.В., Козловских Д.Н., Лучинина С.В., Романов С.В., Валеуллина Н.Н., Диконская О.В., Чиркова Г.Г., Малых О.Л., Пономарева А.В., Чистякова И.В., Килячина А.С., Юровских А.И., Котова А.А., Тотолян А.А. Особенности серопревалентности к SARS-CoV-2 населения Среднего и Южного Урала в ранний период пандемии COVID-19 // Эпидемиология и вакцинопрофилактика. 2021. Т. 20, № 3. C. 8–18. [Popova A.Yu., Ezhlova E.B., Mel’nikova A.A., Smirnov V.S., Lyalina L.V., Kozlovskikh D.N., Luchinina S.V., Romanov S.V., Valeullina N.N., Dikonskaya O.V., Chirkova G.G., Malykh O.L., Ponomareva A.V., Chistyakova I.V., Kilyachina A.S., Yurovskikh A.I., Kotova A.A., Totolian A.A. Peculiarities of seroprevalence to SARS-CoV-2 in the population of the Middle and Southern Urals during the early period of the COVID-19 pandemic. Epidemiologiya i vaktsinoprofilaktika = Epidemiology and Vaccine Prevention, 2021, vol. 20, no. 3, pp. 8–18. (In Russ.)] doi: 10.31631/2073-3046-2021-20-3-8-18
  14. Попова А.Ю., Ежлова Е.Б., Мельникова А.А., Троценко О.Е., Зайцева Т.А., Лялина Л.В., Гарбуз Ю.А., Смирнов В.С., Ломоносова В.И., Балахонцева Л.А., Котова В.О., Базыкина Е.А., Бутакова Л.В., Сапега Е.Ю., Алейникова Н.В., Бебенина Л.А., Лосева С.М., Каравянская Т.Н., Тотолян А.А. Уровень серопревалентности к SARS-CoV-2 среди жителей Хабаровского края на фоне эпидемии COVID-19 // Журнал микробиологии, эпидемиологии и иммунобиологии. 2021. Т. 98, № 1. С. 7–17. [Popova A.Yu., Ezhlova E.B., Melnikova A.A., Trotsenko O.E., Zaitseva T.A., Lyalina L.V., Garbuz Yu.A., Smirnov V.S., Lomonosova V.I., Balakhontseva L.A., Kotova V.O., Bazykina E.A., Butakova L.V., Sapega E.Yu., Aleinikova N.V., Bebenina L.A., Loseva S.M., Karavyanskaya T.N., Totolian A.A. The seroprevalence of SARS-CoV-2 among residents of the Khabarovsk Krai during the COVID-19 epidemic. Zhurnal mikrobiologii, epidemiologii i immunobiologii = Journal of Microbiology, Epidemiology and Immunobiology, 2021, vol. 98, no. 1, pp. 7–17. (In Russ.)] doi: 10.36233/0372-9311-92
  15. Попова А.Ю., Тотолян А.А. Методология оценки популяционного иммунитета к вирусу SARS-CoV-2 в условиях пандемии COVID-19 // Инфекция и иммунитет. 2021. Т. 11, № 4. C. 609–616. [Popova A.Yu., Totolian A.A. Methodology for assessing herd immunity to the SARS-CoV-2 virus in the context of the COVID-19 pandemic. Russian Journal of Infection and Immunity = Infektsiya i immunitet, 2021, vol. 11, no. 4, pp. 609–616. (In Russ.)] doi: 10.15789/2220-7619-MFA-1770
  16. Расчет необходимой численности выборки. В кн.: Батракова Л.Г. Теория статистики. [Calculation of the required sample size. In: Batrakova L.G. Statistics theory (In Russ.)] URL: https://bstudy.net/672834/sotsiologiya/raschet_neobhodimoy_chislennosti_vyborki Accessed (07.15.2021)
  17. Adamik B., Bawiec M., Bezborodov V., Bock W., Bodych M., Burgard J. P., Götz T., Krueger T., Migalska A., Pabjan B., Ożański T., Rafajłowicz E., Rafajłowicz W., Skubalska-Rafajłowicz E., Ryfczyńska S., Szczurek E., Szymański P. Mitigation and herd immunity strategy for COVID-19 is likely to fail. medRxiv., 2020, preprint no. 20043109. doi: 10.1101/2020.03.25.20043109
  18. Agresti A. Coull B.A. Approximate is better than “exact” for interval estimation of binomial proportions. Am. Stat., 1998, vol. 52, no. 2, pp. 119–126. doi: 10.2307/2685469
  19. Akinbami L.J., Vuong N., Petersen L.R., Sami S., Patel A., Lukacs S.L., Mackey L., Grohskopf L.A., Shehu A., Atas J. SARSCoV-2 seroprevalence among healthcare, first response, and public safety personnel, Detroit Metropolitan Area, Michigan, USA, May–June 2020. Emerg. Infect. Dis., 2020, vol. 26, no. 12, pp. 2863–2871. doi: 10.3201/eid2612.203764
  20. Åslund A. Responses to the COVID-19 crisis in Russia, Ukraine, and Belarus. Eurasian Geogr. Econ., 2020, pp. 1–14. doi: 10.1080/15387216.2020.1778499
  21. Baker M.G., Peckham T.K., Seixas N.S. Estimating the burden of United States workers exposed to infection or disease: a key factor in containing risk of COVID-19 infection. PLoS One, 2020, vol. 15, no. 4: e0232452. doi: 10.1371/journal.pone.0232452
  22. Baril-Tremblay D., Marlats C., Ménagerb L. Self-isolation. J. Math. Econ., 2021, vol. 93: 102483. doi: 10.1016/j.jmateco.2021.102483
  23. Britton T., Ball F., Trapman P. A mathematical model reveals the influence of population heterogeneity on herd immunity to SARS-CoV-2. Science, 2020, vol. 369, no. 6505, pp. 846–849. doi: 10.1126/science.abc6810
  24. Chung S.-C., Marlow S., Tobias N., Algona A., Algona I., You S.-L, Khunti K., McKee M., Michie S., Pillay D. Lessons from countries implementing find, test, trace, isolation and support policies in the rapid response of the COVID-19 pandemic: a systematic review. BMJ Open., 2021, vol. 11, no. 7: e047832. doi: 10.1136/bmjopen-2020-047832
  25. Escandón K., Rasmussen A.L., Bogoch I.I., Murray E.J., Escandón K., Popescu S.V., Kindrachuk J. COVID-19 false dichotomies and a comprehensive review of the evidence regarding public health, COVID-19 symptomatology, SARS-CoV-2 transmission, mask wearing, and reinfection. BMC Infect. Dis., 2020, vol. 121: 710. doi: 10.1186/s12879-021-06357-4
  26. Farooq A., Laato S., Islam A.K.M.N. Impact of online information on self-isolation intention during the COVID-19 pandemic: cross-sectional study. J. Med. Internet Res., 2020, vol. 22, no. 5: 19128. doi: 10.2196/19128
  27. Galanis P., Vraka I., Fragkou D., Bilali A., Kaitelidoua D. Seroprevalence of SARS-CoV-2 antibodies and associated factors in healthcare workers: a systematic review and meta-analysis. J. Hosp. Infect., 2021, vol. 108, pp. 120–134. doi: 10.1016/j.jhin.2020.11.008
  28. Garnier-Crussard A., Forestier E., Gilbert T., Krolak-Salmon P. Novel Coronavirus (COVID-19) epidemic: what are the risks for older patients? J. Am. Geriatr. Soc., 2020, vol. 68, no. 5, pp. 939–940. doi: 10.1111/jgs.16407.
  29. Grover N. Delta variant renders herd immunity from Covid ‘mythical’. The Guardian. 2021. August, 10. URL: https://www.theguardian.com/world/2021/aug/10/delta-variant-renders-herd-immunity-from-covid-mythical (15.08.2021)
  30. Harris O.O., Leblanc N., McGee K., Randolph S., Wharton M.J., Relf M. Alarm at the gate-health and social inequalities are comorbid conditions of HIV and COVID-19. J. Assoc. Nurses AIDS Care, 2020, vol. 31, no. 4, pp. 367–375. doi: 10.1097/JNC.0000000000000190
  31. Hippich M., Holthaus L., Assfalg R., Zapardiel-Gonzalo J., Kapfelsperger H., Heigermoser M., Haupt F., Ewald D.A., Welzhofer T.C., Marcus B.A., Heck S., Koelln A., Stock J., Voss F., Secchi M., Piemonti L., de la Rosa K., Protzer U., Boehmer M., Achenbach P., Lampasona V., Bonifacio E., Ziegler A.G. A public health antibody screening indicates a 6-fold higher SARS-CoV-2 exposure rate than reported cases in children. Med. (N Y), 2021, vol. 2, no. 2, pp. 149–163.e4. doi: 10.1016/j.medj.2020.10.003
  32. Ikegame S., Siddiquey M.N.A., Hung C.-T., Haas G., Brambilla L., Oguntuyo K.Y., Kowdle S.S., Vilardo A.E., Edelstein A., Perandones C., Kamil J.P., Lee B. Neutralizing activity of Sputnik V vaccine sera against SARS-CoV-2 variants Version 3. medRxiv, 2021, preprint no. 21254660. doi: 10.1101/2021.03.31.21254660.
  33. Korth J., Wilde B., Dolff S., Frisch J., Jahn M., Krawczyk A., Trilling M., Schipper L., Cordes S., Ross B., Lindemann M., Kribben A., Dittmer U., Witzke O., Herrmann A., Anastasiou O.E. SARS-CoV-2 seroprevalence in healthcare workers in germany: a follow-up study. Int. J. Environ. Res. Public Health, 2021, vol. 18, no. 9, p. 4540. doi: 10.3390/ijerph18094540
  34. Landi F., Barillaro C., Bellieni A., Brandi V., Carfì A., D’Angelo M., Fusco D., Landi G., Lo Monaco R., Martone A.M., Marzetti E., Pagano F., Pais C., Russo A., Salini S., Tosato M., Tummolo A., Benvenuto F., Bramato G., Catalano L., Ciciarello F., Martis I., Rocchi S., Rota E., Salerno A., Tritto M., Sgadari A., Zuccalà G., Bernabei R. The new challenge of geriatrics: saving frail older people from the SARS-CoV-2 pandemic infection. J. Nutr. Health Aging, 2020, vol. 24, pp. 466–470. doi: 10.1007/s12603-020-1356-x
  35. Logunov D.Y., Dolzhikova I.V., Zubkova O.V., Tukhvatulin A.I., Shcheblyakov D.V., Dzharullaeva A.S., Grousova D.M., Erokhova A.S., Kovyrshina A.V., Botikov A.G., Izhaeva F.M., Popova O., Ozharovskaya T.A., Ismagambetov B., Favorskaya I.A., Zrelkin D.I., Voronina D.V., Shcherbinin D.N., Semikhin A.S., Simakova Y.V., Tokarskaya E.A., Lubenets N.L., Egorova D.A., Shmarov M.M., Nikitenko N.A., Morozova L.F., Smolyarchuk E.A., Kryukov E.V., Babira V.F., Borisevich S.V., Naroditsky B.S., Gintsburg A.L. Safety and immunogenicity of an rAd26 and rAd5 vector-based heterologous prime-boost COVID-19 vaccine in two formulations: two open, non-randomised phase 1/2 studies from Russia. Lancet, 2020, vol. 396, no. 10255, pp. 887–897. doi: 10.1016/S0140-6736(20)31866-3
  36. Long Q.-X., Tang X.-J., Shi Q.-L., Li Q., Deng H.-J., Yuan J., Hu J.-L., Xu W., Zhang Y., Lv F.-J., Su K., Zhang F., Gong J., Wu B., Liu X.-M., Li J.-J., Qiu J.-F., Chen J., Huang A.-L. Clinical and immunological assessment of asymptomatic SARSCoV-2 infections. Nat. Med., 2020, vol. 26, pp. 1200–1204. doi: 10.1038/s41591-020-0965-6
  37. Ma M.L., Shi D.W., Li Y., Hong W., Lai D.Y., Xue J.B., Jiang H.W., Zhang H.N., Qi H., Meng Q.F., Guo S.J., Xia D.J., Hu J.J., Liu S., Li H.Y., Zhou J., Wang W., Yang X., Fan X.L., Lei Q., Chen W.J., Li C.S., Yang X.M., Xu S.H., Wei H.P., Tao S.C. Systematic profiling of SARS-CoV-2-specific IgG responses elicited by an inactivated virus vaccine identifies peptides and proteins for predicting vaccination efficacy. Cell Discov., 2021, vol. 7, no. 1: 67. doi: 10.1038/s41421-021-00309-7
  38. Napolitano F., Di Giuseppe G., Montemurro M.V., Molinari A.M., Donnarumma G., Arnese A., Pavia M., Angelillo I.F. Seroprevalence of SARS-CoV-2 antibodies in adults and healthcare workers in Southern Italy. Int. J. Environ. Res. Public Health., 2021, vol. 18, no. 9: 4761. doi: 10.3390/ijerph18094761
  39. Nemira A., Adeniyi A.E., Gasich E.L., Bulda K.Y., Valentovich L.N., Krasko A.G., Glebova O., Kirpich A., Skums P. SARSCoV-2 transmission dynamics in Belarus revealed by genomic and incidence data analysis. medRxiv, 2021, preprint no. 21255404. doi: 10.1101/2021.04.13.21255404
  40. Nguyen L.H., Drew D.A., Graham M.S., Joshi A.D., Guo C.-G., Ma W., Mehta R.S., Warner E.T., Sikavi D.R., Lo C.-H., Kwon S., Song M., Mucci L.A., Stampfer M.J., Willett W.C., Eliassen A.H., Hart J.E., Chavarro J.E., Rich-Edwards J.W., Davies R., Capdevila J., Lee K.A., Lochlainn M.N., Varsavsky T., Sudre C.H., Cardoso M.J., Wolf J., Spector T.D., Ourselin S., Steves C.J., Chan A.T., on behalf of the Coronavirus Pandemic Epidemiology Consortium. Risk of COVID-19 among front-line health-care workers and the general community: a prospective cohort study. Lancet Public Health, 2020, vol. 5, no. 9, pp. e475– e483. doi: 10.1016/S2468-2667(20)30164-X
  41. Popova A.Y., Smirnov V.S., Andreeva E.E., Babura E.A., Balakhonov S.V., Bashketova N.S., Bugorkova S.A., Bulanov M.V., Valeullina N.N., Vetrov V.V., Goryaev D.V., Detkovskaya T.N., Ezhlova E.B., Zaitseva N.N., Istorik O.A., Kovalchuk I.V., Koz lovskikh D.N., Kombarova S.Y., Kurganova O.P., Lomovtsev A.E., Lukicheva L.A., Lyalina L.V., Melnikova A.A., Mikailova O.M., Noskov A.K., Noskova L.N., Oglezneva E.E., Osmolovskaya T.P., Patyashina M.A., Penkovskaya N.A., Samoilova L.V., Stepanova T.F., Trotsenko O.E., Totolian A.A. SARS-CoV-2 seroprevalence structure of the russian population during the COVID-19 pandemic. Viruses, 2021, vol. 13, no. 8: 1648. doi: 10.3390/v13081648
  42. Randolph H.E., Barreiro L. B Herd immunity: understanding COVID-19. Immunity, 2020, vol. 52, no. 5, pp. 737–741. doi: 10.1016/j.immuni.2020.04.012
  43. Rostami A., Sepidarkish M., Leeflang M.M.G., Riahi S.M., Shiadeh M.N., Esfandyari S., Mokdad A.H., Hotez P.J., Gasser R.B. SARS-CoV-2 seroprevalence worldwide: a systematic review and meta-analysis. Clin. Microbiol. Infect., 2020, vol. 27, no. 3, pp. 331–340. doi: 10.1016/j.cmi.2020.10.020
  44. Saad-Roy C.M., Levin S.A., Metcalf C.J.E., Grenfell B.T. Trajectory of individual immunity and vaccination required for SARSCoV-2 community immunity: a conceptual investigation. J. R. Soc. Interface., 2021, vol. 18, no. 175: 20200683. doi: 10.1098/rsif.2020.0683
  45. Siebach M.K., Piedimonte G., Ley S.H. COVID-19 in childhood: transmission, clinical presentation, complications and risk factors. Pediatr. Pulmonol., 2021, vol. 56, no. 6, pp. 1342–1356. doi: 10.1002/ppul.25344
  46. Siff E.J., Aghagoli G., Gallo Marin B., Tobin-Tyler E., Poitevien P. SARS-CoV-2 transmission: a sociological review. Epidemiol. Infect., 2020, vol. 148: e242. doi: 10.1017/S095026882000240X
  47. Smith M., Abdesselem H.B., Mullins M., Tan T.-M., Nel A.J.M., Al-Nesf M.A.Y., Bensmail I., Majbour N.K., Vaikath N.N., Naik A., Ouararhni K., Mohamed-Ali V., Al-Maadheed M., Schell D.T., Baros-Steyl S.S., Anuar N.D., Ismail N.H., Morris P.E., Mamat R.N.R., Rosli N.S.M., Anwar A., Ellan K., Zain R.M., Burgers W.A., Maine E.S., El-Agnaf O.M.A., Blackburn J.M. Age, disease severity and ethnicity influence humoral responses in a multi-ethnic COVID-19 cohort. Viruses, 2021, vol. 13, no. 5: 786. doi: 10.3390/v13050786
  48. Varona J.F., Madurga R., Peñalver F., Abarca E., Almirall C., Cruz M., Ramos E., Vázquez J.M.C. Seroprevalence of SARSCoV-2 antibodies in over 6000 healthcare workers in Spain. Int. J. Epidemiol., 2021, vol. 50, no. 2, pp. 400–409. doi: 10.1093/ije/dyaa277
  49. Wald A., Wolfowitz J. Confidence limits for continuous distribution functions. Ann. Math. Stat., 1939, vol. 10, no. 2, pp. 105–118.
  50. Wang H., Zhang Y., Huang B., Deng W., Quan Y., Wang W., Xu W., Zhao Y., Li N., Zhang .J, Liang H., Bao L., Xu Y., Ding L., Zhou W., Gao H., Liu J., Niu P., Zhao L., Zhen W., Fu H., Yu S., Zhang Z., Xu G., Li C., Lou Z., Xu M., Qin C., Wu G., Gao G.F., Tan W., Yang X. Development of an inactivated vaccine candidate, BBIBP-CorV, with potent protection against SARS-CoV-2. Cell, 2020, vol. 182, no. 3, pp. 713–721.e9. doi: 10.1016/j.cell.2020.06.008
  51. WHO. COVID-19 Technical mission of experts to the Republic of Belarus: 8–11 April 2020. Executive summary. URL: https://www.euro.who.int/en/countries/belarus/publications/covid-19-technical-mission-of-experts-to-the-republic-of-belarus-811-april-2020.-executive-summary (10.08.2021)
  52. WHO. Protocol for a population-based age-stratified sero-epidemiological study of COVID-19 infection in humans. Version 2.0. 2020. URL: https://apps.who.int/iris/bitstream/handle/10665/332188/WHO-2019CoV-Seroepidemiology-2020.2-rus.pdf (18.03.2021)
  53. Wu F., Wang A., Liu M., Wang Q., Chen J., Xia S., Yun Ling, Zhang Y., Xun J., Lu L., Jiang S., Lu H., Wen Y., Huang J. Neutralizing antibody responses to SARS-CoV-2 in a COVID-19 recovered patient cohort and their implications. medRxiv, 2020, preprint no. 20047365. doi: 10.1101/2020.03.30.20047365
  54. Xia S., Zhang Y., Wang Y., Wang H., Yang Y., Gao G.F., Tan W., Wu G., Xu M., Lou Z., Huang W., Xu W., Huang B., Wang H., Wang W., Zhang W., Li N., Xie Z., Ding L., You W., Zhao Y., Yang X., Liu Y., Wang Q., Huang L., Yang Y., Xu G., Luo B., Wang W., Liu P., Guo W., Yang X. Safety and immunogenicity of an inactivated SARS-CoV-2 vaccine, BBIBP-CorV: a randomised, double-blind, placebo-controlled, phase 1/2 trial. Lancet Infect. Dis., 2021, vol. 21, no. 1, pp. 39–51. doi: 10.1016/S1473-3099(20)30831-8
  55. Yang H.S., Costa V., Racine-Brzostek S.E., Acker K.P., Yee J., Chen Z., Karbaschi M., Zuk R., Rand S., Sukhu A., Klasse P.J., Cushing M.M., Chadburn A., Zhao Z. Association of age with SARS-CoV-2 antibody response. JAMA Netw. Open, 2021, vol. 4, no. 3: e214302. doi: 10.1001/jamanetworkopen.2021.4302
  56. Zhang X., Sun S., Xiang Y., Wong J., Klose T., Raoult D., Rossmanna M.G. Structure of Sputnik, a virophage, at 3.5-Å resolution. Proc. Natl. Acad. Sci. USA, 2012, vol. 109, no. 45, pp. 18431–18436. doi: 10.1073/pnas.1211702109

Supplementary files

Supplementary Files
Action
1. JATS XML

Copyright (c) 2021 Popova A.Y., Tarasenko A.A., Smolensky V.Y., Egorova S.A., Smirnov V.S., Dashkevich A.M., Svetogor T.N., Glinskaya I.N., Skuranovich A.L., Milichkina A.M., Dronina A.M., Samoilovich E.O., Khamitova I.V., Semeiko G.V., Amvrosyeva T.V., Shmeleva N.P., Rubanik L.V., Esmanchik O.P., Karaban I.A., Drobyshevskaya V.G., Sadovnikova G.V., Shilovich M.V., Podushkina E.A., Kireichuk V.V., Petrova O.A., Bondarenko S.V., Salazhkova I.F., Tkach L.M., Shepelevich L.P., Autukhova N.L., Ivanov V.M., Babilo A.S., Navyshnaya M.V., Belyaev N.N., Zueva E.V., Volosar L.A., Verbov V.N., Likhachev I.V., Zagorskaya T.O., Morozova N.F., Korobova Z.R., Gubanova A.V., Totolian A.A.

Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License.

СМИ зарегистрировано Федеральной службой по надзору в сфере связи, информационных технологий и массовых коммуникаций (Роскомнадзор).
Регистрационный номер и дата принятия решения о регистрации СМИ: серия ПИ № ФС 77 - 64788 от 02.02.2016.


This website uses cookies

You consent to our cookies if you continue to use our website.

About Cookies