Evidence map›Paper›PMID 41851785›Full record

ArticleMalaria journal2026

Spatio-temporal heterogeneity of urban malaria in Libreville, Gabon (2012-2023): neighborhood-level hotspot analysis for micro-stratified control.

Mohamed Hassani Mohamed-Djawad, Bridy Chesly Moutombi Ditombi, Jacques Mari Ndong Ngomo, Ornella Anaïse Mbang Nguema, Ahmed Adissa Agbanrin, Bedrich Pongui Ngondza, Héléna Noéline Kono, Tatiana Nymane, Joinito Ombago, Valentin Migueba and 8 more

Abstract read
In one paragraph

Article in Malaria journal, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

1 citing paper in PubMed.

  1. Article
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

18 authors.

Mohamed Hassani Mohamed-DjawadDepartment of Parasitology-Mycology-Tropical Medicine, Faculty of Medicine, Université Des Sciences de La Santé, 4009, Libreville, Gabon.
Bridy Chesly Moutombi DitombiDepartment of Parasitology-Mycology-Tropical Medicine, Faculty of Medicine, Université Des Sciences de La Santé, 4009, Libreville, Gabon.
Jacques Mari Ndong NgomoDepartment of Parasitology-Mycology-Tropical Medicine, Faculty of Medicine, Université Des Sciences de La Santé, 4009, Libreville, Gabon.
Ornella Anaïse Mbang NguemaDepartment of Parasitology-Mycology-Tropical Medicine, Faculty of Medicine, Université Des Sciences de La Santé, 4009, Libreville, Gabon.
Ahmed Adissa AgbanrinDepartment of Parasitology-Mycology-Tropical Medicine, Faculty of Medicine, Université Des Sciences de La Santé, 4009, Libreville, Gabon.
Bedrich Pongui NgondzaDepartment of Parasitology-Mycology-Tropical Medicine, Faculty of Medicine, Université Des Sciences de La Santé, 4009, Libreville, Gabon.
Héléna Noéline KonoDepartment of Parasitology-Mycology-Tropical Medicine, Faculty of Medicine, Université Des Sciences de La Santé, 4009, Libreville, Gabon.
Tatiana NymaneSentinel Site for Malaria Surveillance, Melen, National Malaria Control Programme, Ministry of Health, Libreville, Gabon.
Joinito OmbagoSentinel Site for Malaria Surveillance, Melen, National Malaria Control Programme, Ministry of Health, Libreville, Gabon.
Valentin MiguebaDepartment of Parasitology-Mycology-Tropical Medicine, Faculty of Medicine, Université Des Sciences de La Santé, 4009, Libreville, Gabon.
Luice Aurtin Joël JamesDepartment of Parasitology-Mycology-Tropical Medicine, Faculty of Medicine, Université Des Sciences de La Santé, 4009, Libreville, Gabon.
Dimitri Ardin Moussavou MabickaDepartment of Parasitology-Mycology-Tropical Medicine, Faculty of Medicine, Université Des Sciences de La Santé, 4009, Libreville, Gabon.
Coëlla Joyce MihindouDepartment of Parasitology-Mycology-Tropical Medicine, Faculty of Medicine, Université Des Sciences de La Santé, 4009, Libreville, Gabon.
Luccheri Ndong AkomezogheDepartment of Parasitology-Mycology-Tropical Medicine, Faculty of Medicine, Université Des Sciences de La Santé, 4009, Libreville, Gabon.
Joël Tobie Ndong MouityDepartment of Parasitology-Mycology-Tropical Medicine, Faculty of Medicine, Université Des Sciences de La Santé, 4009, Libreville, Gabon.
Denise Patricia Mawili-MboumbaDepartment of Parasitology-Mycology-Tropical Medicine, Faculty of Medicine, Université Des Sciences de La Santé, 4009, Libreville, Gabon.
Marielle Karine Bouyou-AkotetDepartment of Parasitology-Mycology-Tropical Medicine, Faculty of Medicine, Université Des Sciences de La Santé, 4009, Libreville, Gabon.
Noé Patrick M'BondoukwéDepartment of Parasitology-Mycology-Tropical Medicine, Faculty of Medicine, Université Des Sciences de La Santé, 4009, Libreville, Gabon. mbondoukwenoe@gmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIn Libreville, Gabon, the Melen sentinel site has monitored malaria among febrile children for over a decade, offering a lens on intra-urban transmission. We aimed to characterize neighborhood-level spatial and temporal dynamics (2012-2023) and identify high-risk areas for micro-stratified control.

methodsGeographic and parasitological data from 9,507 children (Jan 2012-Dec 2023) were analyzed. Diagnosis used standard microscopy (thick/thin smears). Plasmodium falciparum prevalence (PfPR) was calculated for 44 neighborhoods across four periods. Neighborhoods were classified by adapted WHO endemicity thresholds and grouped into socio-spatial categories (urban, semi-urban, shanty-town, semi-rural). Global spatial autocorrelation was tested with Moran's I, then local Getis-Ord Gi* identified hotspots and coldspots.

resultsBy category, PfPR in 2023 was highest in semi-rural areas (50.9%, 95% CI: 47.9-54.0) and semi-urban areas (46.5%, 95% CI: 43.8-49.3), followed by shanty-town areas (44.6%, 95% CI: 42.6-46.6) and urban areas (38.0%, 95% CI: 33.1-43.2). Substantial within-category heterogeneity was observed, with neighbourhoods within the same socio-spatial class exhibiting markedly different PfPR during the same period. The WHO classification showed a shift from mostly mesoendemic neighbourhoods in 2015 to 41.5% hyperendemic neighbourhoods in 2023. The Gi* hotspot analysis (k = 4) identified significant clusters that changed over time: hotspots were detected in semi-urban and semi-rural neighbourhoods in 2012-2013 and 2015-2016, shifted towards semi-rural neighbourhoods in 2018-2019 (with coldspots emerging in shanty-town settings), and re-emerged in both semi-urban and semi-rural strata in 2023, with a coldspot detected in a shanty-town neighbourhood.

conclusionsMalaria transmission in Libreville is highly heterogeneous and dynamic, with predominant mesoendemic neighborhoods and recurrent hotspots. Findings support micro-stratified strategies prioritizing recurrent clusters and integrating fine-scale spatial analytics into national surveillance.

Indexed as

Disease HotspotMalaria, FalciparumResidence CharacteristicsUrban PopulationChildChild, PreschoolFemaleGabonHumansInfantMalePlasmodium falciparumPrevalenceSpatio-Temporal AnalysisEndemicityGabonHotspot analysisLibrevilleSentinel surveillanceSpatial epidemiologyUrban malaria

Identifiers

PMID41851785
PMCPMC13122964

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LicenceCC BY-NC-ND
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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.