Evidence map›Paper›PMID 41919139›Full record

ArticleFrontiers in veterinary science2026

Risk mapping of peste des petits ruminants virus spread in nine countries surrounding the black sea: a spatial multicriteria decision analysis approach.

Margarida Arede, Daniel Beltrán-Alcrudo, Camilla Benfield, Jordi Casal, Njeumi Felix, Giovanna Ciaravino, Alberto Allepuz

Abstract read
In one paragraph

Article in Frontiers in veterinary science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

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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

7 authors.

Margarida AredeDepartament de Sanitat i d'Anatomia Animals, Universitat Autonoma de Barcelona, Bellaterra, Spain.
Daniel Beltrán-AlcrudoFood and Agriculture Organization of the United Nations Regional Office for Europe and Central Asia, Budapest, Hungary.
Camilla BenfieldFood and Agriculture Organization of the United Nations, Rome, Italy.
Jordi CasalDepartament de Sanitat i d'Anatomia Animals, Universitat Autonoma de Barcelona, Bellaterra, Spain.
Njeumi FelixFood and Agriculture Organization of the United Nations, Rome, Italy.
Giovanna CiaravinoDepartament de Sanitat i d'Anatomia Animals, Universitat Autonoma de Barcelona, Bellaterra, Spain.
Alberto AllepuzDepartament de Sanitat i d'Anatomia Animals, Universitat Autonoma de Barcelona, Bellaterra, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Peste des petits ruminants (PPR) is a highly contagious viral disease of small ruminants (SR) with major socioeconomic impacts. Although targeted for global eradication by 2030, PPR continues to spread and reemerge in previously free areas. In countries surrounding the Black Sea, where small ruminant production is critical for rural livelihoods and national economies, PPR is endemic in Türkiye and has recently emerged in neighboring countries, raising concerns about further transboundary spread, including into the European Union. This study, conducted prior to the 2024-2025 outbreaks, aimed to map areas at higher risk for PPR spread following an initial incursion in nine countries surrounding the Black Sea: Armenia, Azerbaijan, Belarus, Bulgaria, Georgia, Republic of Moldova, Romania, Türkiye, and Ukraine. Methods: A spatial multicriteria decision analysis (GIS-MCDA) approach was applied using five risk factors (RFs) selected based on literature review, data availability and regional relevance: SR abundance, proportion of smallholder farming, seasonal movements of SRs, proximity to livestock markets, and proximity to previous outbreaks. Risk factor weights were derived through expert elicitation using the Analytical Hierarchy Process (AHP). A total of 18 expert responses that met consistency thresholds were used to calculate the final RF weights. Georeferenced RF data were sourced, processed and then combined with RF weights using weighted linear combination (WLC) to produce the final suitability map. Results: High risk areas for PPR spread included the majority of Türkiye, the Bulgaria-Türkiye (Thrace) border, and southern-central Georgia. Low-risk areas included Belarus, Ukraine, central and northern Bulgaria, and parts of Armenia. Discussion: This risk map can guide the prioritization of PPR surveillance, biosecurity measures, and awareness campaigns, supporting both PPRV eradication by 2030 and broader transboundary animal disease preparedness to reduce the impact of other high-priority ruminant infectious diseases.

Indexed as

disease spreadEurasiaGIS-MCDAPPRsmall ruminants

Identifiers

PMID41919139
PMCPMC13033527

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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.