Evidence map›Paper›PMID 37639440›Full record

ArticlePLoS neglected tropical diseases2023

Drivers of the dynamics of the spread of cholera in the Democratic Republic of the Congo, 2000-2018: An eco-epidemiological study.

Harry César Kayembe, Didier Bompangue, Catherine Linard, Bien-Aimé Mandja, Doudou Batumbo, Muriel Matunga, Jérémie Muwonga, Michel Moutschen, Hippolyte Situakibanza, Pierre Ozer

Open access · goldAbstract read
In one paragraph

Article in PLoS neglected tropical diseases, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed
4.2field-weighted citation impact, top 6% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

11 citing papers in PubMed, 14 citations in OpenAlex.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors at 5 institutions in 4 countries.

Harry César KayembeDepartment of Basic Sciences, Faculty of Medicine, Université de Kinshasa, Kinshasa, Democratic Republic of the Congo.ORCID 0000-0001-5080-3395
Didier BompangueDepartment of Basic Sciences, Faculty of Medicine, Université de Kinshasa, Kinshasa, Democratic Republic of the Congo.
Catherine LinardDepartment of Geography, Université de Namur, Namur, Belgium.
Bien-Aimé MandjaDepartment of Basic Sciences, Faculty of Medicine, Université de Kinshasa, Kinshasa, Democratic Republic of the Congo.
Doudou BatumboDepartment of Basic Sciences, Faculty of Medicine, Université de Kinshasa, Kinshasa, Democratic Republic of the Congo.
Muriel MatungaGraduate School Public Health Department, Adventist International Institute of Advanced Studies, Silang, Cavite, Philippines.
Jérémie MuwongaDepartment of Medical Biology, Faculty of Medicine, Université de Kinshasa, Kinshasa, Democratic Republic of the Congo.
Michel MoutschenDepartment of Clinical Sciences, Immunopathology-Infectious Diseases and General Internal Medicine, Université de Liège, Liege, Belgium.
Hippolyte SituakibanzaDepartment of Internal Medicine, Faculty of Medicine, Université de Kinshasa, Kinshasa, Democratic Republic of the Congo.
Pierre OzerDepartment of Environmental Sciences and Management, UR SPHERES, Faculty of Sciences, Université de Liège, Arlon, Belgium.
University of Kinshasa · CDUniversity of Liège · BEAdventist International Institute of Advanced Studies · PHCentre National de la Recherche Scientifique · FRUniversity of Namur · BE

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe dynamics of the spread of cholera epidemics in the Democratic Republic of the Congo (DRC), from east to west and within western DRC, have been extensively studied. However, the drivers of these spread processes remain unclear. We therefore sought to better understand the factors associated with these spread dynamics and their potential underlying mechanisms.

methodsIn this eco-epidemiological study, we focused on the spread processes of cholera epidemics originating from the shores of Lake Kivu, involving the areas bordering Lake Kivu, the areas surrounding the lake areas, and the areas out of endemic eastern DRC (eastern and western non-endemic provinces). Over the period 2000-2018, we collected data on suspected cholera cases, and a set of several variables including types of conflicts, the number of internally displaced persons (IDPs), population density, transportation network density, and accessibility indicators. Using multivariate ordinal logistic regression models, we identified factors associated with the spread of cholera outside the endemic eastern DRC. We performed multivariate Vector Auto Regressive models to analyze potential underlying mechanisms involving the factors associated with these spread dynamics. Finally, we classified the affected health zones using hierarchical ascendant classification based on principal component analysis (PCA).

findingsThe increase in the number of suspected cholera cases, the exacerbation of conflict events, and the number of IDPs in eastern endemic areas were associated with an increased risk of cholera spreading outside the endemic eastern provinces. We found that the increase in suspected cholera cases was influenced by the increase in battles at lag of 4 weeks, which were influenced by the violence against civilians with a 1-week lag. The violent conflict events influenced the increase in the number of IDPs 4 to 6 weeks later. Other influences and uni- or bidirectional causal links were observed between violent and non-violent conflicts, and between conflicts and IDPs. Hierarchical clustering on PCA identified three categories of affected health zones: densely populated urban areas with few but large and longer epidemics; moderately and accessible areas with more but small epidemics; less populated and less accessible areas with more and larger epidemics.

conclusionOur findings argue for monitoring conflict dynamics to predict the risk of geographic expansion of cholera in the DRC. They also suggest areas where interventions should be appropriately focused to build their resilience to the disease.

Indexed as

CholeraEpidemicsCluster AnalysisDemocratic Republic of the CongoEpidemiologic StudiesHumans

Identifiers

PMID37639440
PMCPMC10491302
OpenAlexW4386213191

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.