Clinical Predictors and Determinants of Mpox Complications in Hospitalized Patients: A Prospective Cohort Study from Burundi
Liliane Nkengurutse1,*; John Otshudiema2,3,*; Godefroid Kamwenubusa1,*; Issa Diallo2; Odette Nsavyimana4; Jean Claude Mbonicura4; Jean Claude Nkurunziza4; Fidèle Cishahayo5; Dieudonné Niyongere5; Bonite Havyarimana5; Déo Simbarariye6; Marc Nimburanira6; Bosco Ntiranyibagira6; Senya Diane Nzeyimana2; Brigitte Ndelema2; Denise Nkezimana2; Parfait Shingiro1; Aimable Sibomana1; Stany Nduwimana2; Freddy Nyabenda1; Alexis Niyomwungere2; Mamadou Zongo1,2; Abdoulaye Bousso1,2; Samuel Boland2; Jeanine Ndayisenga7; Dionis Nizigiyimana7; Joseph Nyandwi7,**; Alimuddin Zumla8,**; Rosamund Lewis9,**; Stanislas Harakandi4**
* First Authors ** Senior Authors
¹Centre des Opérations d’Urgence de Santé Publique (COUSP/PHEOC Burundi), Bujumbura, Burundi.
²World Health Organization, WHO Burundi, Bujumbura, Burundi.
³African Region Mpox Response, World Health Organization, WHO African Regional Office, Brazzaville, Congo.
⁴Mpox Treatment Center, Centre Hospitalo-Universitaire de Kamenge (CHUK), Bujumbura, Burundi.
⁵Mpox Treatment Center, Clinique Prince Louis Rwagasore (CPLR), Bujumbura, Burundi.
⁶Mpox Treatment Center, Hôpital Militaire de Kamenge (HMK), Bujumbura, Burundi.
⁷Institut National de Santé Publique (INSP), Bujumbura, Burundi.
⁸Global Mpox Response, WHO Health Emergencies Programme, World Health Organization, WHO Headquarters, Geneva, Switzerland.
⁹Division of Infection and Immunity, Centre for Clinical Microbiology, University College London, London, and UK National Institutes of Healthcare Research (NIHR), Biomedical Research Centre, UCL Hospitals NHS Foundation Trust, London, United Kingdom.
*Corresponding author
*Dr. Liliane Nkengurutse. Centre des Opérations d’Urgence de Santé Publique (COUSP/PHEOC Burundi), Bujumbura, Burundi.
*Dr. John Otshudiema. African Region Mpox Response, World Health Organization – WHO African Regional Office, OMS, Cité du Djoué, BP 06, Brazzaville, Republic of Congo.
DOI: 10.55920/JCRMHS.2025.09.001406
Table 2: Distribution of complications.
Table 3: Demographic, clinical characteristics and comorbidities of study participants.
Moreover, few studies have been conducted on countries with sustained transmission such as Burundi. Additionally, non-cutaneous symptoms such as conjunctivitis and sore throat, which may indicate severity, often go unnoticed in literature favoring cutaneous manifestations. Addressing these gaps in research and knowledge could facilitate the development of risk-stratification tools suited to the context of an outbreak and improving patient care in resource-limited settings.
Added Value of This Study: This is the most extensive cohort analysis of laboratory-confirmed mpox cases in Burundi to date (N = 850), providing robust proof through Firth penalized regression analysis. This study identifies non-cutaneous symptoms, especially conjunctivitis (OR 27.30) and sore throat (OR 12.63), as significant predictors of complications, and challenges the conventional focus on cutaneous symptoms. The research also uncovers protective associations of local lymphadenopathy and some types of lesions, potentially reflecting effective immune responses. The innovative application of age-stratified analyses, coupled with the inclusion of data on HIV status, offers entirely new insights into the demographic and clinical risk factors in African populations. These findings could directly influence clinical risk stratification and resource allocation strategies, particularly in low-resource settings. The present study addresses important knowledge gaps by using contemporary statistical modeling, which could contribute significantly to recommendations on best practices to mitigate adverse outcomes and thus inform public health interventions.
Table 4: Firth penalized multivariate logistic regression analysis of disease risk factors
*Statistically significant after Benjamini-Hochberg correction (FDR = 0.05)
Only variables with significant associations in at least one dataset are shown Model fit: Hosmer-Lemeshow test p = 0.82; AUC = 0.83
Table 5: Analysis of factors associated with mpox severity score, Chi-squared , and Fisher’s exact tests for association test between the clinical outcomes.
*p < 0.05; -, not applicable
Implications for available evidence: Contrary to previous studies concentrating on cutaneous manifestations, our results underscore the prognostic significance of non-cutaneous symptoms in the early detection of severe cases, including conjunctivitis and sore throat. The findings also emphasize the need for enhanced surveillance among older adults and HIV-positive patients, who are at a higher risk of severe disease. Practical applications include incorporating non-cutaneous manifestations into clinical scoring systems for improved early triaging and monitoring. Policy recommendations focus on age-based risk stratification with custom interventions for at-risk groups. Future studies should aim at validating these predictors across major geographic regions and figuring out the immunologic basis for protective factors such as local lymphadenopathy. Streamlined and simplified evidence-based tools are crucial for better global mpox management in resourcelimited settings.
Funding: This work was supported by the WHO through the USAID-funded Mpox Award. The funders played no role in the study design, data collection, analysis, or interpretation. The authors maintained complete academic independence throughout the research process.
Declaration of Competing Interest: The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Acknowledgments: We extend our appreciation to the Burundi Ministry of Health, particularly to Dr. Lydwine
Baradahana and to Dr. Xavier Crespin, the World Health Organization (WHO) Representative to
Burundi, for their support. We extend our gratitude to Dr. Olivier Nijimbere, the Burundi mpox Incident Manager, and Dr. Canésius Nkundwanayo, the mpox Deputy Incident Manager, for their outstanding direction in addressing mpox. We extend our appreciation to Dr. Fiona Braka, WHO Emergency Response Manager, and Dr. Abdou Salam Gueye, WHO Regional Emergency Director for the African Region, for their support and guidance. We extend our gratitude to Dr. John Masina and Dr. Jerry-Jonas Mbasha for their significant contributions to the analysis and discussion, and to Professor Joseph Adekunle for his proficient statistical assistance. We express our gratitude to the health directors of the three designated mpox treatment sites, all stakeholders, study participants, and the supervisors and data managers at the Burundi Public Health Emergency Operations Center for their contributions to this study.





