Evidence map›Paper›PMID 42254474›Full record

ArticleDialogues in health2026

Operationalizing metagenomic data from environmental surveillance for one health decision-making in live animal markets: Findings from a multisectoral workshop in Cambodia.

Frida E Sparaciari, Karen Saylors, Malen Chan, Sofia Perez, Cadhla Firth, Paul F Horwood, Erik A Karlsson

Abstract read
In one paragraph

Article in Dialogues in health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Frida E SparaciariVirology Unit, Institut Pasteur du Cambodge, Phnom Penh, Cambodia.
Karen SaylorsLabyrinth Global Health, Washington, DC, USA.
Malen ChanEpidemiology and Public Health Unit, Institut Pasteur du Cambodge, Phnom Penh, Cambodia.
Sofia PerezVirology Unit, Institut Pasteur du Cambodge, Phnom Penh, Cambodia.
Cadhla FirthCollege of Science and Engineering, James Cook University, Cairns, Queensland, Australia.
Paul F HorwoodCollege of Science and Engineering, James Cook University, Cairns, Queensland, Australia.
Erik A KarlssonVirology Unit, Institut Pasteur du Cambodge, Phnom Penh, Cambodia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Live animal markets (LAMs) are recognized as hotspots for zoonotic disease emergence. Environmental surveillance (ES), particularly when paired with metagenomic sequencing, offers an advanced and actionable approach to pathogen detection in high-risk settings. However, the complexity of metagenomic data and the lack of user-friendly communication tools hinder its integration into routine public health decision-making. Methods: We conducted an exploratory qualitative participatory workshop study with descriptive analysis. A three-day multisectoral workshop was held in Phnom Penh, Cambodia, in May 2024, bringing together stakeholders from health, agriculture, and environment sectors to explore how metagenomic ES data can be visualized, understood, and applied. Through simulation exercises, surveys, and interviews, the workshop evaluated user preferences for data formats, thresholds for action, and decision-making strategies. Findings: In total, 52 participants attended the workshop and ten completed semi-structured interviews. Participants discussed their preferred familiar visualizations (bar, pie, and line charts) and intuitive color-coded thresholds (e.g., traffic-light schemes). While digital dashboards were welcomed, analog, printer-friendly formats remained essential due to infrastructure constraints. Key barriers to ES integration included limited bioinformatics capacity, lack of inter-ministerial coordination, and minimal ES prioritization at the provincial level. Interpretation: Metagenomic ES data can inform public health actions when visualization tools are tailored to end-user needs and embedded in multisectoral governance. This exploratory participatory workshop generated preliminary stakeholder-informed insights and an initial draft roadmap for future implementation planning in Cambodia. Further expert-led and funded work is needed to validate visualization tools, pathogen-specific thresholds, escalation pathways, and operational use under real-world surveillance conditions.

Indexed as

Data visualizationEnvironmental surveillanceLive animal marketsLive bird marketsMetagenomicsMultisectoral approachOne healthZoonotic diseases

Identifiers

PMID42254474
PMCPMC13242021

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

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.