Statistical Modelling of Waning Immunity After Shanchol™ Vaccination: A Prospective Cohort Study
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Design and Participants
2.2. Ethics Statement
2.3. Laboratory Procedures
2.4. Statistical Analysis
- ○
- In practice, we used K = 2 spline basis functions (s_day1, s_day2) generated with mkspline, cubic knots (14 28 60) in Stata 19, corresponding to interior knots at 14, 28, and 60 days.
- ○
- = 1 if participant had 1 previous Shanchol dose, 0 otherwise;
- ○
- = 1 if participant had 2 previous Shanchol doses, 0 otherwise;
- ○
- The reference group is participants with 0 previous Shanchol™ doses.
- ○
- = 1 for age 26–45 years, 0 otherwise;
- ○
- = 1 for age 46+ years, 0 otherwise;
- ○
- The reference age group is 15–25 years.
3. Results
3.1. Participant Flow and Background Characteristics of Participants
3.2. Serotype-Specific Vibriocidal Kinetics by Previous Shanchol™ Vaccination History
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Ganesan, D.; Gupta, S.S.; Legros, D. Cholera surveillance and estimation of burden of cholera. Vaccine 2020, 38, A13–A17. [Google Scholar] [CrossRef] [PubMed]
- Lessler, J.; Moore, S.M.; Luquero, F.J.; McKay, H.S.; Grais, R.; Henkens, M.; Mengel, M.; Dunoyer, J.; M’Bangombe, M.; Lee, E.C.; et al. Mapping the burden of cholera in sub-Saharan Africa and implications for control: An analysis of data across geographical scales. Lancet 2018, 391, 1908–1915. [Google Scholar] [CrossRef] [PubMed]
- Ng’ombe, H.; Simuyandi, M.; Mwaba, J.; Luchen, C.C.; Alabi, P.; Chilyabanyama, O.N.; Mubanga, C.; Hatyoka, L.M.; Muchimba, M.; Bosomprah, S.; et al. Immunogenicity and waning immunity from the oral cholera vaccine (ShancholTM) in adults residing in Lukanga Swamps of Zambia. PLoS ONE 2022, 17, E0262239. [Google Scholar] [CrossRef] [PubMed]
- Poncin, M.; Zulu, G.; Voute, C.; Ferreras, E.; Muleya, C.M.; Malama, K.; Pezzoli, L.; Mufunda, J.; Robert, H.; Uzzeni, F.; et al. Implementation research: Reactive mass vaccination with single-dose oral cholera vaccine, Zambia. Bull. World Health Organ 2018, 96, 86–93. [Google Scholar] [CrossRef] [PubMed]
- Sinyange, N.; Brunkard, J.M.; Kapata, N.; Mazaba, M.L.; Musonda, K.G.; Hamoonga, R.; Kapina, M.; Kapaya, F.; Mutale, L.; Kateule, E.; et al. Cholera Epidemic—Lusaka, Zambia, October 2017-May 2018. MMWR Morb. Mortal Wkly. Rep. 2018, 67, 556–559. [Google Scholar] [CrossRef] [PubMed]
- Chisenga, C.C.; Phiri, B.; Ng’ombe, H.; Muchimba, M.; Musukuma-Chifulo, K.; Silwamba, S.; Laban, N.M.; Luchen, C.; Liswaniso, F.; Chibesa, K.; et al. Seroconversion and Kinetics of Vibriocidal Antibodies during the First 90 Days of Re-Vaccination with Oral Cholera Vaccine in an Endemic Population. Vaccines 2024, 12, 390. [Google Scholar] [CrossRef] [PubMed]
- Houston, A.R.; Houston, S. Cholera vaccines for the rich, cholera for the poor: While the global cholera vaccine stockpile runs dry, a booming market for high-income countries exemplifies the chasm between commercial interests and global health needs. PLoS Glob. Public Health 2025, 5, E0004359. [Google Scholar] [CrossRef] [PubMed]
- CDC. Global Cholera Vaccination. Cholera. 2025. Available online: https://www.cdc.gov/cholera/prevention/global-cholera-vaccination.html (accessed on 16 December 2025).
- Wasserman, S.S.; Losonsky, G.A.; Noriega, F.; Tacket, C.O.; Castañeda, E.; Levine, M.M. Kinetics of the vibriocidal antibody response to live oral cholera vaccines. Vaccine 1994, 12, 1000–1003. [Google Scholar] [CrossRef] [PubMed]
- Holmgren, J. An Update on Cholera Immunity and Current and Future Cholera Vaccines. Trop. Med. Infect. Dis. 2021, 6, 64. [Google Scholar] [CrossRef] [PubMed]
- Klein, S.L.; Marriott, I.; Fish, E.N. Sex-based differences in immune function and responses to vaccination. Trans. R. Soc. Trop. Med. Hyg. 2015, 109, 9–15. [Google Scholar] [CrossRef] [PubMed]
- Davis, K.L.; Nieznanski, C.; Maisha, F.M.; Brintz, B.J.; Clutter, C.H.; Alam, M.T.; Saleem, C.; Ali, A.; Morris, J.G.; Leung, D.T. Long-term Kinetics of Vibriocidal Antibody Responses After Vibrio cholerae Infection in the Democratic Republic of Congo. J. Infect. Dis. 2025, 232, e621–e625. [Google Scholar] [CrossRef] [PubMed]
- Adekunle, O.; Dretler, A.; Kauffman, R.C.; Cho, A.; Rouphael, N.; Wrammert, J. Longitudinal analysis of human humoral responses after vaccination with a live attenuated V. cholerae vaccine. PLoS Negl. Trop. Dis. 2021, 15, e0009743. [Google Scholar] [CrossRef] [PubMed]
- Chowdhury, F.; Bhuiyan, T.R.; Akter, A.; Bhuiyan, M.S.; Khan, A.I.; Tauheed, I.; Ahmed, T.; Ferdous, J.; Dash, P.; Basher, S.R.; et al. Augmented immune responses to a booster dose of oral cholera vaccine in Bangladeshi children less than 5 years of age: Revaccination after an interval of over three years of primary vaccination with a single dose of vaccine. Vaccine 2020, 38, 1753–1761. [Google Scholar] [CrossRef] [PubMed]
- Charles, R.C.; Hilaire, I.J.; Mayo-Smith, L.M.; Teng, J.E.; Jerome, J.G.; Franke, M.F.; Saha, A.; Yu, Y.; Kováč, P.; Calderwood, S.B.; et al. Immunogenicity of a Killed Bivalent (O1 and O139) Whole Cell Oral Cholera Vaccine, Shanchol, in Haiti. PLoS Negl. Trop. Dis. 2014, 8, e2828. [Google Scholar] [CrossRef] [PubMed]
- Iyer, A.S.; Bouhenia, M.; Rumunu, J.; Abubakar, A.; Gruninger, R.J.; Pita, J.; Lino, R.L.; Deng, L.L.; Wamala, J.F.; Ryan, E.T.; et al. Immune Responses to an Oral Cholera Vaccine in Internally Displaced Persons in South Sudan. Sci. Rep. 2016, 6, 35742. [Google Scholar] [CrossRef] [PubMed]
- Dizon, J.J.; Fukumi, H.; Barua, D.; Valera, J.; Jayme, F.; Gomez, F.; Yamamoto, S.-I.; Wake, A.; Gomez, C.Z.; Takahira, Y.; et al. Studies on cholera carriers. Bull. World Health Organ 1967, 37, 737–743. [Google Scholar] [PubMed]
- Wang, J. Mathematical Models for Cholera Dynamics—A Review. Microorganisms 2022, 10, 2358. [Google Scholar] [CrossRef] [PubMed]
- Ansari, N.; Ozgur, S.S.; Bittar, N.; Melki, G.; Sultana, Y. An Interesting Case of Asymptomatic Cholera in the Setting of Large Bowel Obstruction. Cureus 2024, 16, e52854. [Google Scholar] [CrossRef] [PubMed]
- Andrews, J.R.; Basu, S. Transmission dynamics and control of cholera in Haiti: An epidemic model. Lancet 2011, 377, 1248–1255. [Google Scholar] [CrossRef] [PubMed]



| Characteristics | Previous Shanchol™ Dose | ||||
|---|---|---|---|---|---|
| 0 Dose | 1 Dose | 2 Doses | Total | Test | |
| N | 68 (30.2%) | 89 (39.6%) | 68 (30.2%) | 225 (100.0%) | |
| Age; median (IQI) | 26 [21; 37] | 32 [25; 49] | 48 [31; 55] | 33 [25; 49] | <0.001 |
| Age (years) | |||||
| 15–25 | 30 (45.5) | 27 (31.4) | 10 (15.4) | 67 (30.9) | <0.001 |
| 26–45 | 25 (37.9) | 34 (39.5) | 20 (30.8) | 79 (36.4) | |
| 46+ | 11 (16.7) | 25 (29.1) | 35 (53.8) | 71 (32.7) | |
| Sex | |||||
| Male | 19 (27.9) | 40 (44.9) | 39 (57.4) | 98 (43.6) | 0.002 |
| Female | 49 (72.1) | 49 (55.1) | 29 (42.6) | 127 (56.4) | |
| HIV status | |||||
| Negative | 46 (68.7) | 79 (88.8) | 56 (82.4) | 181 (80.8) | 0.006 |
| Positive | 21 (31.3) | 10 (11.2) | 12 (17.6) | 43 (19.2) | |
| Previous Shanchol™ Doses | Ogawa | Inaba | ||||
|---|---|---|---|---|---|---|
| Day of Peak Titre (t_Peak), Median (95%CI) | Day Titre Reaches 50% of Peak (t_Half), Median (95%CI) | Post-Peak Half-Life (Days), Median (95%CI) † | Day of Peak Titre (t_Peak), Median (95%CI) | Day Titre Reaches 50% of Peak (t_Half), Median (95%CI) | Post-Peak Half-Life (Days), Median (95%CI) † | |
| 0 doses | 36 (35–38) | 73 (67–82) | 37 (31–45) | 37 (35–39) | 79 (70–97) | 42 (33–59) |
| 1 dose | 37 (35–38) | 76 (69–87) | 39 (33–50) | 37 (35–39) | 80 (71–95) | 43 (36–57) |
| 2 doses | 37 (36–40) | 78 (69–96) | 41 (33–57) | 37 (35–40) | 83 (71–108) | 46 (35–69) |
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Share and Cite
Bosomprah, S.; Liswaniso, F.; Phiri, B.; Chibuye, M.; Luchen, C.C.; Ng’ombe, H.; Chibesa, K.; Ngosa, D.; Muchimba, M.; Debes, A.K.; et al. Statistical Modelling of Waning Immunity After Shanchol™ Vaccination: A Prospective Cohort Study. Vaccines 2026, 14, 147. https://doi.org/10.3390/vaccines14020147
Bosomprah S, Liswaniso F, Phiri B, Chibuye M, Luchen CC, Ng’ombe H, Chibesa K, Ngosa D, Muchimba M, Debes AK, et al. Statistical Modelling of Waning Immunity After Shanchol™ Vaccination: A Prospective Cohort Study. Vaccines. 2026; 14(2):147. https://doi.org/10.3390/vaccines14020147
Chicago/Turabian StyleBosomprah, Samuel, Fraser Liswaniso, Bernard Phiri, Mwelwa Chibuye, Charlie C. Luchen, Harriet Ng’ombe, Kennedy Chibesa, Dennis Ngosa, Mutinta Muchimba, Amanda K. Debes, and et al. 2026. "Statistical Modelling of Waning Immunity After Shanchol™ Vaccination: A Prospective Cohort Study" Vaccines 14, no. 2: 147. https://doi.org/10.3390/vaccines14020147
APA StyleBosomprah, S., Liswaniso, F., Phiri, B., Chibuye, M., Luchen, C. C., Ng’ombe, H., Chibesa, K., Ngosa, D., Muchimba, M., Debes, A. K., Chilengi, R., Sack, D. A., & Chisenga, C. C. (2026). Statistical Modelling of Waning Immunity After Shanchol™ Vaccination: A Prospective Cohort Study. Vaccines, 14(2), 147. https://doi.org/10.3390/vaccines14020147

