Implementation of a Large-Scale Ebola Vaccination Campaign in Rwanda
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Design, Target Population and Recruitment
2.2. Dedicated Staff Training and Deployment
2.3. Vaccination Site Settings
2.4. Vaccine Regimen
2.5. Vaccine Supply and Cold Chain
2.6. Education Sessions and Vaccine Administration
2.7. Data Collection
2.8. Data Analysis
2.9. Ethical Considerations
3. Results
3.1. The Launch and Scale-Up Process for the UMURINZI Large-Scale Ebola Vaccination Campaign
3.2. Characteristics of Clients Attending the UMURINZI Large-Scale Ebola Vaccination Campaign
3.3. Adherence to the Two-Dose Ebola Vaccine Regimen
3.4. Time to Second Dose and Factors Associated with Non-Adherence to a Two-Dose Ebola Vaccine Regimen
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| AUC | Area under the receiver operating characteristic curve |
| CFHR | Center for Family Health Research |
| CHWs | Community health workers |
| DRC | Democratic Republic of the Congo |
| EVD | Ebola Virus Disease |
| FDA | Food and Drug Administration |
| FP | Family planning |
| ID | Identification |
| IM | Intramuscular administration |
| LMIC | Low- and Middle-Income Countries |
| PHEIC | Public Health Emergency of International Concern |
| RBC | Rwanda Biomedical Center |
| UMURINZI | Unprecedented Movement to drive a Unified Rwandan Initiative for National ZEBOV Immunization |
| WHO | World Health Organization |
References
- Jacob, S.T.; Crozier, I.; Fischer, W.A., 2nd; Hewlett, A.; Kraft, C.S.; Vega, M.A.; Soka, M.J.; Wahl, V.; Griffiths, A.; Bollinger, L.; et al. Ebola virus disease. Nat. Rev. Dis. Prim. 2020, 6, 13. [Google Scholar] [CrossRef] [PubMed]
- Centers for Disease Control and Prevention. Ebola Virus Disease Distribution Map: Cases of Ebola Virus Disease in Africa Since 1976. 2021. Available online: https://web.archive.org/web/20240228204858/https://www.cdc.gov/vhf/ebola/history/distribution-map.html (accessed on 12 June 2022).
- Aruna, A.; Mbala, P.; Minikulu, L.; Mukadi, D.; Bulemfu, D.; Edidi, F.; Bulabula, J.; Tshapenda, G.; Nsio, J.; Kitenge, R.; et al. Ebola Virus Disease Outbreak-Democratic Republic of the Congo, August 2018–November 2019. MMWR Morb. Mortal. Wkly. Rep. 2019, 68, 1162–1165. [Google Scholar] [CrossRef] [PubMed]
- Cohen, J. Ebola outbreak continues despite powerful vaccine. Science 2019, 364, 223. [Google Scholar] [CrossRef] [PubMed]
- Ilunga Karenga, O.M.; Sparrow, A.; Nguyen, V.-K.; Lucey, D.; Ghebreyesus, T.A. The ongoing Ebola epidemic in the Democratic Republic of Congo, 2018–2019. N. Engl. J. Med. 2019, 381, 373–383. [Google Scholar] [CrossRef] [PubMed]
- World Health Organization. Ebola Outbreak in the Democratic Republic of the Congo Declared a Public Health Emergency of International Concern; World Health Organization: Geneva, Switzerland, 2019; Available online: https://www.who.int/news/item/17-07-2019-ebola-outbreak-in-the-democratic-republic-of-the-congo-declared-a-public-health-emergency-of-international-concern (accessed on 12 July 2022).
- World Health Organization. WHO Adapts Ebola Vaccination Strategy in the Democratic Republic of the Congo to Account for Insecurity and Community Feedback; World Health Organization: Geneva, Switzerland, 2019; Available online: https://www.who.int/news/item/07-05-2019-who-adapts-ebola-vaccination-strategy-in-the-democratic-republic-of-the-congo-to-account-for-insecurity-and-community-feedback (accessed on 12 July 2022).
- World Health Organization. Statement on the Meeting of the International Health Regulations (2005) Emergency Committee for Ebola Virus Disease in the Democratic Republic of the Congo on 12th April 2019; World Health Organization: Geneva, Switzerland, 2019; Available online: https://www.who.int/news/item/12-04-2019-statement-on-the-meeting-of-the-international-health-regulations-(2005)-emergency-committee-for-ebola-virus-disease-in-the-democratic-republic-of-the-congo-on-12th-april-2019 (accessed on 12 July 2022).
- Bedford, J. Rwanda–DRC Cross Border Dynamics; Social Science in Humanitarian Action Platform: London, UK, 2019; Available online: https://www.socialscienceinaction.org/resources/rwanda-drc-cross-border-dynamics (accessed on 12 July 2022).
- Press, K.T. Rwanda-DR Congo Border Records Biggest Traffic in Africa, Rivals US–Mexico. 2018. Available online: https://www.ktpress.rw/2018/05/rwanda-dr-congo-border-records-biggest-traffic-in-africa-rivals-us-mexico/ (accessed on 12 July 2022).
- Rwanda Biomedical Centre. Combating Ebola, Inside UMURINZI, The Ebola Virus Disease Immunization Campaign, Rubavu District. 2020. Available online: https://rbc.gov.rw/index.php?id=724 (accessed on 12 July 2022).
- Walldorf, J.A.; Cloessner, E.A.; Hyde, T.B.; MacNeil, A. Considerations for use of Ebola vaccine during an emergency response. Vaccine 2019, 37, 7190–7200. [Google Scholar] [CrossRef] [PubMed]
- O’Brien, K.L.; Binka, F.; Marsh, K.; Abramson, J.S. Mind the gap: Jumping from vaccine licensure to routine use. Lancet 2016, 387, 1887–1889. [Google Scholar] [CrossRef] [PubMed]
- Wells, C.R.; Pandey, A.; Parpia, A.S.; Fitzpatrick, M.C.; Meyers, L.A.; Singer, B.H.; Galvani, A.P. Ebola vaccination in the Democratic Republic of the Congo. Proc. Nat. Acad. Sci. USA 2019, 116, 10178–10183. [Google Scholar] [CrossRef] [PubMed]
- Erb-Alvarez, J.; Wendelboe, A.M.; Chertow, D.S. Ebola virus in the Democratic Republic of the Congo: Advances and remaining obstacles in epidemic control, clinical care, and biomedical research. Chest 2020, 157, 42–46. [Google Scholar] [CrossRef] [PubMed]
- Chowell, G.; Tariq, A.; Kiskowski, M. Vaccination strategies to control Ebola epidemics in the context of variable household inaccessibility levels. PLoS Negl. Trop. Dis. 2019, 13, e0007814. [Google Scholar] [CrossRef] [PubMed]
- Mc Kenna, P.; Masyn, S.; Willems, A.; De Paepe, A.; Rutten, R.; Mazarati, J.B.; Sayinzoga, F.; Karita, E.; Nduwamungu, J.N.; Mazzei, A.; et al. Leapfrogging with technology: Introduction of a monitoring platform to support a large-scale Ebola vaccination program in Rwanda. Hum. Vaccin. Immunother. 2021, 17, 3192–3202. [Google Scholar] [CrossRef] [PubMed]
- National Institute of Statistics of Rwanda. Fourth Population and Housing Census, Rwanda, 2012: Rusizi District Profile; Ministry of Finance and Economic Planning: Kigali, Rwanda, 2015. Available online: https://statistics.gov.rw/sites/default/files/2025-06/Rusizi_District_Profile_0.pdf (accessed on 12 July 2022).
- National Institute of Statistics of Rwanda. Fourth Population and Housing Census, Rwanda, 2012: Rubavu District Profile; Ministry of Finance and Economic Planning: Kigali, Rwanda, 2015. Available online: https://statistics.gov.rw/sites/default/files/2025-06/Rubavu-District-Profile.pdf (accessed on 12 July 2022).
- Ministry of Infrastructure of Rwanda. Urbanization and Rural Settlement Sector, Strategic Plan 2012/2013 to 2017/2018; Ministry of Infrastructure of Rwanda: Kigali, Rwanda. Available online: https://www.mininfra.gov.rw/fileadmin/user_upload/Mininfra/Documents/Housing_and_Urban_Planning_Docs/Urbanization___Rural_Settlement_SSP.pdf (accessed on 12 July 2022).
- Ingabire, R.; Nyombayire, J.; Mazzei, A.; Mazarati, J.B.; Noben, J.; Katwere, M.; Parker, R.; Nsanzimana, S.; Wall, K.M.; Sharkey, T.; et al. Contraception Use and Pregnancy in Women Receiving a 2-Dose Ebola Vaccine in Rwanda: A retrospective analysis of UMURINZI vaccination campaign data. PLoS Med. 2025, 22, e1004508. [Google Scholar] [CrossRef] [PubMed]
- Phillips, D.E.; Dieleman, J.L.; Lim, S.S.; Shearer, J. Determinants of effective vaccine coverage in low and middle-income countries: A systematic review and interpretive synthesis. BMC Health Serv. Res. 2017, 17, 681. [Google Scholar] [CrossRef] [PubMed]
- Tagoe, E.T.; Sheikh, N.; Morton, A.; Nonvignon, J.; Sarker, A.R.; Williams, L.; Megiddo, I. COVID-19 vaccination in lower-middle income countries: National stakeholder views on challenges, barriers, and potential solutions. Front. Public. Health 2021, 9, 709127. [Google Scholar] [CrossRef] [PubMed]
- Collins, J.; Westerveld, R.; Nelson, K.A.; Rohan, H.; Bower, H.; Lazenby, S.; Ikilezi, G.; Bartlein, R.; Bausch, D.G.; Kennedy, D.S. ‘Learn from the lessons and don’t forget them’: Identifying transferable lessons for COVID-19 from meningitis A, yellow fever and Ebola virus disease vaccination campaigns. BMJ Glob. Health 2021, 6, e006951. [Google Scholar] [CrossRef] [PubMed]
- World Health Organization; Department of Immunization; Vaccines and Biologicals (IVB). The Risk of SARS-CoV-2 Transmission to Communities and to Health Workers in LMICs Under Different Health Service Delivery Conditions. Meeting of the Advisory Committee on Immunization and Vaccines-related Implementation Research (IVIR-AC), 63–116; WHO Headquarters, World Health Organization: Geneva, Switzerland, 2020; Available online: https://terrance.who.int/mediacentre/data/sage/IVIR-AC_Pink_Book_sept_2020.pdf (accessed on 10 October 2022).
- World Health Organization. WHO Director-General’s Opening Remarks at the Media Briefing on COVID-19—9 October 2020; WHO Web Page; WHO: Geneva, Switzerland, 2020; Available online: https://www.who.int/news-room/speeches/item/who-director-general-s-opening-remarks-at-the-media-briefing-on-covid-19---9-october-2020 (accessed on 10 October 2022).
- Gaythorpe, K.A.; Abbas, K.; Huber, J.; Karachaliou, A.; Thakkar, N.; Woodruff, K.; Li, X.; Echeverria-Londono, S.; VIMC Working Group on COVID-19 Impact on Vaccine Preventable Disease; Fouda, A.A.B.; et al. Impact of COVID-19-related disruptions to measles, meningococcal A, and yellow fever vaccination in 10 countries. eLife 2021, 10, e67023. [Google Scholar] [CrossRef] [PubMed]
- Ho, L.L.; Gurung, S.; Mirza, I.; Nicolas, H.D.; Steulet, C.; Burman, A.L.; Danovaro-Holliday, M.C.; Sodha, S.V.; Kretsinger, K. Impact of the SARS-CoV-2 pandemic on vaccine-preventable disease campaigns. Int. J. Infect. Dis. 2022, 119, 201–209. [Google Scholar] [CrossRef] [PubMed]
- Jacob, S.T.; Brown, C.S. Evaluating the impact of intravenous fluid resuscitation on survival for the management of patients with Ebola virus disease. Clin. Infect. Dis. 2020, 70, 1048–1049. [Google Scholar] [CrossRef] [PubMed]
- Agnandji, S.T.; Loembe, M.M. Ebola vaccines for mass immunisation in affected regions. Lancet Infect. Dis. 2022, 22, 8–10. [Google Scholar] [CrossRef] [PubMed]
- LaMori, J.; Feng, X.; Pericone, C.D.; Mesa-Frias, M.; Sogbetun, O.; Kulczycki, A. Hepatitis vaccination adherence and completion rates and factors associated with low compliance: A claims-based analysis of U.S. adults. PLoS ONE 2022, 17, e0264062. [Google Scholar] [CrossRef] [PubMed]
- Johnson, K.D.; Lu, X.; Zhang, D. Adherence to hepatitis A and hepatitis B multi-dose vaccination schedules among adults in the United Kingdom: A retrospective cohort study. BMC Public. Health 2019, 19, 404. [Google Scholar] [CrossRef] [PubMed]
- Bridges, C.B.; Watson, T.L.; Nelson, N.P.; Chavez-Torres, M.; Fineis, P.; Ntiri-Reid, B.; Wake, E.; Leahy, J.M.; Kurian, A.K.; Hall, M.A.K.; et al. Challenges with hepatitis B vaccination of high-risk adults—A pilot program. Vaccine 2019, 37, 5111–5120. [Google Scholar] [CrossRef] [PubMed]
- Jacobson Vann, J.C.; Jacobson, R.M.; Coyne-Beasley, T.; Asafu-Adjei, J.K.; Szilagyi, P.G. Patient reminder and recall interventions to improve immunization rates. Cochrane Database Syst. Rev. 2018, 1, CD003941. [Google Scholar] [CrossRef] [PubMed]
- Schelling, J.; Thorvaldsson, I.; Sanftenberg, L. Digital vaccination management systems may improve immunization rates in primary healthcare. Bundesgesundheitsblatt Gesundheitsforschung Gesundheitsschutz 2019, 62, 433–439. [Google Scholar] [CrossRef] [PubMed]
- Ali, H.A.; Hartner, A.M.; Echeverria-Londono, S.; Roth, J.; Li, X.; Abbas, K.; Portnoy, A.; Vynnycky, E.; Woodruff, K.; Ferguson, N.M.; et al. Vaccine equity in low and middle income countries: A systematic review and meta-analysis. Int. J. Equity Health 2022, 21, 82. [Google Scholar] [CrossRef] [PubMed]
- Aksoyalp, Z.; Nemutlu-Samur, D. Sex-related susceptibility in coronavirus disease 2019 (COVID-19): Proposed mechanisms. Eur. J. Pharmacol. 2021, 912, 174548. [Google Scholar] [CrossRef] [PubMed]
- Brzezinski, M. The impact of past pandemics on economic and gender inequalities. Econ. Hum. Biol. 2021, 43, 101039. [Google Scholar] [CrossRef] [PubMed]
- Mukherjee, S.; Pahan, K. Is COVID-19 gender-sensitive? J. Neuroimmune Pharmacol. 2021, 16, 38–47. [Google Scholar] [CrossRef] [PubMed]
- Thorson, A.; Formenty, P.; Lofthouse, C.; Broutet, N. Systematic review of the literature on viral persistence and sexual transmission from recovered Ebola survivors: Evidence and recommendations. BMJ Open 2016, 6, e008859. [Google Scholar] [CrossRef] [PubMed]
- Ioannou, G.N.; Green, P.; Locke, E.R.; Berry, K. Factors associated with early receipt of COVID-19 vaccination and adherence to second dose in the Veterans Affairs healthcare system. PLoS ONE 2021, 16, e0259696. [Google Scholar] [CrossRef] [PubMed]
- Boisen, M.L.; Hartnett, J.N.; Goba, A.; Vandi, M.A.; Grant, D.S.; Schieffelin, J.S.; Garry, R.F.; Branco, L.M. Epidemiology and management of the 2013-16 West African Ebola outbreak. Annu. Rev. Virol. 2016, 3, 147–171. [Google Scholar] [CrossRef] [PubMed]
- Centers for Disease Control and Prevention. Ebola (Ebola Virus Disease); Centers for Disease Control and Prevention: Atlanta, GA, USA, 2021. Available online: https://www.cdc.gov/vhf/ebola/about.html (accessed on 20 September 2022).
- Wenham, C. What we have learnt about the World Health Organization from the Ebola outbreak. Philos. Trans. R. Soc. Lond. B Biol. Sci. 2017, 372, 20160307. [Google Scholar] [CrossRef] [PubMed]
- Gomes, M.F.; de la Fuente-Núñez, V.; Saxena, A.; Kuesel, A.C. Protected to death: Systematic exclusion of pregnant women from Ebola virus disease trials. Reprod. Health 2017, 14, 172. [Google Scholar] [CrossRef] [PubMed]
- Foeller, M.E.; Carvalho Ribeiro do Valle, C.; Foeller, T.M.; Oladapo, O.T.; Roos, E.; Thorson, A.E. Pregnancy and breastfeeding in the context of Ebola: A systematic review. Lancet Infect. Dis. 2020, 20, e149–e158. [Google Scholar] [CrossRef] [PubMed]
- Mupapa, K.; Mukundu, W.; Bwaka, M.A.; Kipasa, M.; De Roo, A.; Kuvula, K.; Kibadi, K.; Massamba, M.; Ndaberey, D.; Colebunders, R.; et al. Ebola hemorrhagic fever and pregnancy. J. Infect. Dis. 1999, 179, S11–S12. [Google Scholar] [CrossRef] [PubMed]
- Karita, E.; Nyombayire, J.; Ingabire, R.; Mazzei, A.; Sharkey, T.; Mukamuyango, J.; Allen, S.; Tichacek, A.; Parker, R.; Priddy, F.; et al. Safety, reactogenicity, and immunogenicity of a 2-dose Ebola vaccine regimen of Ad26.ZEBOV followed by MVA-BN-Filo in healthy adult pregnant women: Study protocol for a phase 3 open-label randomized controlled trial. Trials 2022, 23, 513. [Google Scholar] [CrossRef] [PubMed]
- Nyombayire, J.; Ingabire, R.; Mazzei, A.; Sharkey, T.; Umuhoza, C.; Mukamuyango, J.; Allen, S.; Tichacek, A.; Parker, R.; Wall, K.M.; et al. Heterologous two-dose Ebola vaccine regimen in pregnant women in Rwanda: A randomized controlled phase 3 trial. Nat. Med. 2025, 31, 3899–3906. [Google Scholar] [CrossRef] [PubMed]
- World Bank. Contraceptive Prevalence, Any Method (% of Married Women Ages 15-49)–Sub-Saharan Africa World Bank Website: World Bank. 2019. Available online: https://data.worldbank.org/indicator/SP.DYN.CONU.ZS?locations=ZG (accessed on 11 October 2022).
- Dasgupta, A.W.; Kantorova, V.; Ueffing, P. Contraceptive use and fertility transitions: The distinctive experience of sub-Saharan Africa. Demogr. Res. 2022, 46, 97–130. [Google Scholar] [CrossRef]
- Wang, W.; Staveteig, S.; Winter, R.; Allen, C. Women’s Marital Status, Contraceptive Use, and Unmet Need in Sub-Saharan Africa, Latin America, and the Caribbean; ICF: Rockville, MD, USA, 2017. [Google Scholar]




| Total Received at a Vaccination Site | Received 1st Dose | Received 2nd Dose | ||||
|---|---|---|---|---|---|---|
| N = 219,775 | Col% | N = 216,108 | Col% | N = 203,303 | Col% | |
| Age | ||||||
| 2–5 | 22,068 | 10.0 | 21,801 | 10.1 | 21,028 | 10.3 |
| 6–11 | 40,972 | 18.6 | 40,700 | 18.8 | 39,320 | 19.3 |
| 12–17 | 43,245 | 19.7 | 42,908 | 19.9 | 40,356 | 19.9 |
| ≥18 | 113,490 | 51.6 | 110,699 | 51.2 | 102,599 | 50.5 |
| Gender | ||||||
| Female | 121,062 | 55.1 | 118,048 | 54.6 | 111,852 | 55.0 |
| Male | 98,713 | 44.9 | 98,060 | 45.4 | 91,451 | 45.0 |
| District | ||||||
| Kigali International Airport | 878 | 0.4 | 870 | 0.4 | 856 | 0.4 |
| Rubavu | 107,004 | 48.7 | 105,420 | 48.8 | 95,616 | 47.0 |
| Rusizi | 111,893 | 50.9 | 109,818 | 50.8 | 106,831 | 52.6 |
| Vaccination site area | ||||||
| Rural | 155,643 | 70.8 | 153,893 | 71.2 | 146,355 | 72.0 |
| Urban | 64,132 | 29.2 | 62,215 | 28.8 | 56,948 | 28.0 |
| Non-Adherent | Adherent | Adjusted Odds Ratio | 95% CI | p-Value | ||
|---|---|---|---|---|---|---|
| N (row %) | N (row %) | Lower limit | Upper limit | |||
| 12,805 | 203,303 | |||||
| Age | ||||||
| 2–5 | 773 (3.5) | 21,028 (96.5) | 1 | |||
| 6–11 | 1380 (3.4) | 39,320 (96.6) | 0.94 | 0.86 | 1.03 | 0.196 |
| 12–17 | 2552 (5.9) | 40,356 (94.1) | 1.48 | 1.36 | 1.61 | <0.01 |
| ≥18 | 8100 (7.3) | 102,599 (92.7) | 1.86 | 1.72 | 2.01 | <0.01 |
| Gender | ||||||
| Female | 6196 (5.3) | 111,852 (94.7) | 1 | |||
| Male | 6609 (6.7) | 91,451 (93.3) | 1.32 | 1.27 | 1.37 | <0.01 |
| District | ||||||
| Rusizi | 2576 (2.4) | 107,244 (97.6) | 1 | |||
| Rubavu | 9686 (9.2) | 95,738 (90.8) | 3.35 | 3.21 | 3.50 | <0.01 |
| Kigali international Airport | 14 (1.6) | 856 (98.4) | 0.33 | 0.20 | 0.57 | <0.01 |
| Vaccination site area | ||||||
| Rural | 7538 (4.9) | 146,355 (95.1) | 1 | |||
| Urban | 5267 (8.5) | 56,948 (91.5) | 1.34 | 1.31 | 1.41 | <0.01 |
| COVID-19 timing | ||||||
| Pre-COVID-19 period | 2586 (8.0) | 29,572 (92.0) | 1 | - | - | |
| During COVID-19 | 10,219 (5.6) | 173,731 (94.4) | 1.05 | 1.00 | 1.11 | 0.07 |
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Share and Cite
Ingabire, R.; Nyombayire, J.; Sayinzoga, F.; Mazarati, J.B.; Mazzei, A.; Roey, K.V.; Kasigazi, M.; Nshizirungu, P.; Tuganeyezu, O.; Nsanzimana, S.; et al. Implementation of a Large-Scale Ebola Vaccination Campaign in Rwanda. Vaccines 2026, 14, 588. https://doi.org/10.3390/vaccines14070588
Ingabire R, Nyombayire J, Sayinzoga F, Mazarati JB, Mazzei A, Roey KV, Kasigazi M, Nshizirungu P, Tuganeyezu O, Nsanzimana S, et al. Implementation of a Large-Scale Ebola Vaccination Campaign in Rwanda. Vaccines. 2026; 14(7):588. https://doi.org/10.3390/vaccines14070588
Chicago/Turabian StyleIngabire, Rosine, Julien Nyombayire, Felix Sayinzoga, Jean Baptiste Mazarati, Amelia Mazzei, Karel Van Roey, Moses Kasigazi, Placide Nshizirungu, Oreste Tuganeyezu, Sabin Nsanzimana, and et al. 2026. "Implementation of a Large-Scale Ebola Vaccination Campaign in Rwanda" Vaccines 14, no. 7: 588. https://doi.org/10.3390/vaccines14070588
APA StyleIngabire, R., Nyombayire, J., Sayinzoga, F., Mazarati, J. B., Mazzei, A., Roey, K. V., Kasigazi, M., Nshizirungu, P., Tuganeyezu, O., Nsanzimana, S., Sifa, C., Niyonzima, J., Mirimo, E., Mc Kenna, P., Parker, R., Tichacek, A., Noben, J., Wall, K. M., Allen, S., & Karita, E. (2026). Implementation of a Large-Scale Ebola Vaccination Campaign in Rwanda. Vaccines, 14(7), 588. https://doi.org/10.3390/vaccines14070588

