Evidence map›Paper›PMID 42584419›Full record

ArticleTransboundary and emerging diseases2026

Transboundary Spread and Ecological Drivers of HPAI H5N1 Clade 2.3.4.4b During the 2022-2023 Outbreak in Chile: An Integrated Genomic and Spatial Epidemiology Framework.

Franco Vega-Macaya, Constanza Díaz-Gavidia, Fernanda Sánchez-Rodríguez, Soledad Ruiz, Claudia Ávila, Mauro Arancibia, Joaquín Atavales, Paula Fierro, Antonia Albornoz, Magdalena Johow and 6 more

Abstract read
In one paragraph

Article in Transboundary and emerging diseases, 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

16 authors.

Franco Vega-MacayaLaboratorio De Biotecnología, Departamento RED SAG De Laboratorios, Servicio Agrícola Y Ganadero, SAG, Santiago 7500007, Chile.ORCID https://orcid.org/0000-0002-1109-0545
Constanza Díaz-GavidiaEscuela De Medicina Veterinaria, Facultad De Medicina, Facultad De Ciencias Biológicas Y Facultad De Agronomía Y Sistemas Naturales, Pontificia Universidad Católica De Chile, Santiago 7820436, Chile, uc.cl.ORCID https://orcid.org/0009-0001-0464-9806
Fernanda Sánchez-RodríguezOne Health Institute and PhD Program in Conservation Medicine, Faculty of Life Sciences, Universidad Andres Bello, Santiago 8370251, Chile, unab.cl.ORCID https://orcid.org/0009-0004-6117-6576
Soledad RuizEscuela De Medicina Veterinaria, Facultad De Recursos Naturales Y Medicina Veterinaria, Universidad Santo Tomás, Santiago 8370003, Chile, ust.cl.ORCID https://orcid.org/0000-0002-9475-9629
Claudia ÁvilaLaboratorio De Biotecnología, Departamento RED SAG De Laboratorios, Servicio Agrícola Y Ganadero, SAG, Santiago 7500007, Chile.
Mauro ArancibiaLaboratorio De Biotecnología, Departamento RED SAG De Laboratorios, Servicio Agrícola Y Ganadero, SAG, Santiago 7500007, Chile.
Joaquín AtavalesLaboratorio De Biotecnología, Departamento RED SAG De Laboratorios, Servicio Agrícola Y Ganadero, SAG, Santiago 7500007, Chile.
Paula FierroLaboratorio De Biotecnología, Departamento RED SAG De Laboratorios, Servicio Agrícola Y Ganadero, SAG, Santiago 7500007, Chile.
Antonia AlbornozLaboratorio De Biotecnología, Departamento RED SAG De Laboratorios, Servicio Agrícola Y Ganadero, SAG, Santiago 7500007, Chile.
Magdalena JohowLaboratorio De Virología Pecuaria, Departamento RED SAG De Laboratorios, Servicio Agrícola Y Ganadero, SAG, Santiago 7500007, Chile.ORCID https://orcid.org/0000-0002-3287-8323
Christian MathieuLaboratorio De Virología Pecuaria, Departamento RED SAG De Laboratorios, Servicio Agrícola Y Ganadero, SAG, Santiago 7500007, Chile.
Paulina SuárezLaboratorio De Virología Pecuaria, Departamento RED SAG De Laboratorios, Servicio Agrícola Y Ganadero, SAG, Santiago 7500007, Chile.
Catalina BadíaLaboratorio De Virología Pecuaria, Departamento RED SAG De Laboratorios, Servicio Agrícola Y Ganadero, SAG, Santiago 7500007, Chile.
Alexza PezoaLaboratorio De Virología Pecuaria, Departamento RED SAG De Laboratorios, Servicio Agrícola Y Ganadero, SAG, Santiago 7500007, Chile.ORCID https://orcid.org/0009-0008-6826-827X
Pedro Jimenez-BluhmEscuela De Medicina Veterinaria, Facultad De Medicina, Facultad De Ciencias Biológicas Y Facultad De Agronomía Y Sistemas Naturales, Pontificia Universidad Católica De Chile, Santiago 7820436, Chile, uc.cl.ORCID https://orcid.org/0000-0002-6474-0804
Carolina AguayoLaboratorio De Biotecnología, Departamento RED SAG De Laboratorios, Servicio Agrícola Y Ganadero, SAG, Santiago 7500007, Chile.ORCID https://orcid.org/0009-0002-4555-1976

Funding

Agencia Nacional de Investigación y Desarrollo Chile-ANID SENTINET CIN250062Agricultural and Livestock Service (Servicio Agrícola y Ganadero, SAG)Beca de Doctorado NacionalFondo Nacional de Desarrollo Científico y TecnológicoMinistry of Agriculture, Government of Chile
6 · The paper itself

Abstract

The 2022-2023 outbreak of highly pathogenic avian influenza (HPAI) H5N1 in Chile caused extensive mortality in wild birds, domestic poultry, and marine mammals, highlighting the rapid transboundary spread of this emerging pathogen in South America. However, the evolutionary and ecological processes shaping viral dissemination within Chile have remained insufficiently characterized. Here, we integrated whole-genome sequencing, Bayesian phylogeographic analyses, and ecological modeling to reconstruct introduction routes, diversification patterns, and environmental drivers of H5N1 circulation in Chile. All analyzed genomes belonged to clade 2.3.4.4b, genotype B3.2. Phylogenetic analyses revealed multiple Chilean subclusters, including a lineage characterized by PB2 F323L and D740N substitutions and a single virus carrying the previously mammalian-associated PB2 D701N mutation. Phylogeographic inference identified strongly supported viral movements across South America, with Argentina acting as a major regional connector. Key diffusion pathways linked Peru to Chile and revealed extensive connectivity among Argentina, Chile, Brazil, Uruguay, and the Falkland Islands, delineating three interacting transboundary transfer systems along the Pacific Coast, the Southern Cone, and the Southwest Atlantic. Within Chile, viral population structure reflected ecological segregation. Northern lineages were predominantly associated with coastal and raptor species, whereas southern lineages were mainly linked to freshwater birds. Ecological modeling showed that H5N1 detection probability in wild birds increased with temperature and relative humidity and decreased with human population density, with freshwater species exhibiting the highest infection probability. Together, these results demonstrate how integrating genomic and ecological data provides an integrated framework for risk-based surveillance and early warning, enabling the identification of high-risk host groups, environments, and transboundary corridors critical for anticipating and mitigating the regional spread of emerging avian influenza viruses.

Indexed as

Disease OutbreaksInfluenza A Virus, H5N1 SubtypeInfluenza in BirdsAnimalsBirdsChilePhylogenyPhylogeographyChileecological driversH5N1highly pathogenic avian influenza (HPAI)phylogeography

Identifiers

PMID42584419
PMCPMC13464431

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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.