Evidence map›Paper›PMID 42098798›Full record

ArticleAnimal microbiome2026

Aquaculture facility-specific microbiota shape the zebrafish gut microbiome.

Kayla C Evens, Ingrid Bakke, Brendan J M Bohannan

Abstract read
In one paragraph

Article in Animal microbiome, 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

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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

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

3 authors.

Kayla C EvensDepartment of Biology, Institute of Ecology and Evolution, University of Oregon, Eugene, OR, USA. kayla.c.evens@usn.no.
Ingrid BakkeDepartment of Biotechnology and Food Science, Norwegian University of Science and Technology, Trondheim, Norway.
Brendan J M BohannanDepartment of Biology, Institute of Ecology and Evolution, University of Oregon, Eugene, OR, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundEnvironmental microbiomes, such as those in recirculating aquaculture systems (RAS), can play a key role in shaping host-associated microbial communities. In zebrafish (Danio rerio) research, these interactions can introduce uncontrolled sources of variation, potentially confounding experimental outcomes across multiple facilities. Despite widespread zebrafish use in microbiome studies, few have characterized the microbial composition of both tank water and fish across multiple independent facilities to evaluate the consequences of environmental microbiome variation on the host microbiome.

resultsWe compared water and zebrafish gut microbiomes across five aquaculture facilities two in the United States and three in Norway- using a nested sampling design and 16S rRNA gene sequencing. Alpha diversity was consistently higher in tank water than in fish guts, and beta diversity analyses revealed significant clustering by sample type, facility, and geographic location, with facility identity explaining the largest proportion of compositional variance. Multivariate dispersion also differed significantly across facilities, indicating that observed compositional differences reflect both shifts in community composition and differences in within-facility variability. Each facility harbored a distinct microbial community in both water and fish gut samples, with geographic location further structuring community composition between Oregon and Norwegian facilities. Similarity Percentage analysis identified key taxa driving facility differences, including Cetobacterium, Vibrio, and Aeromonas in fish gut microbiomes and Pseudomonas and Rheinheimera in tank water. Microbial source tracking using FEAST revealed that facility-level tank water contributed measurably to fish gut microbiome composition in most facilities, though unknown sources dominated estimates across all facilities (71-99%) and the strength of fish-water microbiome association varied substantially across facilities.

conclusionsThis study demonstrates that zebrafish aquaculture facilities harbor unique microbial communities shaped by both environmental and geographic factors. While tank water microbiomes show associations with zebrafish gut microbiome composition, the dominant contribution of unknown sources to gut microbiome composition suggests that factors beyond the immediate tank water environment- including diet, host physiology, and other facility-specific conditions- are primary drivers of gut microbiome variation. The strength of this association varied considerably across facilities and appeared related to fish domestication history, a pattern that warrants direct experimental investigation. These findings underscore the importance of incorporating environmental microbiome assessments into zebrafish experimental design, particularly for studies focused on host-microbe interactions. Without such consideration, unaccounted variation in environmental microbiota may affect microbiome composition and reduce cross-study reproducibility. Moving forward, standardized reporting of environmental conditions and microbial composition across facilities will be critical for strengthening reproducibility and interpretation in zebrafish microbiome research.

Indexed as

16S rRNA gene sequencingAquacultureEnvironmental microbiomeHost-microbiomeZebrafish

Identifiers

PMID42098798
PMCPMC13321582

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

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 Socratic graph.