Evidence map›Paper›PMID 34517816›Full record

ArticleBMC genomics2021

Gene co-expression network analysis in zebrafish reveals chemical class specific modules.

Prarthana Shankar, Ryan S McClure, Katrina M Waters, Robyn L Tanguay

Open access · goldAbstract read
In one paragraph

Article in BMC genomics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed, 1 pooled it
1.1field-weighted citation impact, top 26% of its field
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

9 citing papers in PubMed, 1 synthesis or guideline pooled it, 12 citations in OpenAlex.

  1. Pooled it
  2. Article
  3. Integrating network analysis and machine learning to elucidate chemical-induced pancreatic toxicity in zebrafish embryos.Toxicological sciences : an official journal of the Society of Toxicology · 2025
    Article
  4. Article
  5. Article
  6. Article
  7. The Ahr2-Dependent wfikkn1 Gene Influences Zebrafish Transcriptome, Proteome, and Behavior.Toxicological sciences : an official journal of the Society of Toxicology · 2022
    Article
  8. Article
  9. 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

4 authors at 2 institutions in 1 country.

Prarthana Shankar *Department of Environmental and Molecular Toxicology, Sinnhuber Aquatic Research Laboratory, 28645 East Highway 34, Oregon State University, Corvallis, OR, 97331, USA.
Ryan S McClure *Biological Sciences Division, Pacific National Northwest Laboratory, 902 Battelle Boulevard, P.O. Box 999, Richland, WA, 99352, USA.
Katrina M WatersDepartment of Environmental and Molecular Toxicology, Sinnhuber Aquatic Research Laboratory, 28645 East Highway 34, Oregon State University, Corvallis, OR, 97331, USA.
Robyn L TanguayDepartment of Environmental and Molecular Toxicology, Sinnhuber Aquatic Research Laboratory, 28645 East Highway 34, Oregon State University, Corvallis, OR, 97331, USA. Robyn.Tanguay@oregonstate.edu.
Battelle · USOregon State University · US

Funding

Research Experience and Training Coordination CoreP42ES016465 · NIEHS · OREGON STATE UNIVERSITY · PI Robyn L Tanguay · 2009 to 2026
$52.5M
MODE OF ACTION OF ENVIRONMENTAL TOXICANTST32ES007060 · NIEHS · OREGON STATE UNIVERSITY · PI Jamie DeWitt, Siva Kumar Kolluri · 1985 to 2026
$11.6M
Zebrafish Biomedical Research Facility CoreP30ES030287 · NIEHS · OREGON STATE UNIVERSITY · PI Jamie DeWitt · 2020 to 2026
$9.8M
NIEHS NIH HHS P30 ES030287NIEHS NIH HHS P42 ES016465NIEHS NIH HHS T32 ES007060
6 · The paper itself

Abstract

backgroundZebrafish is a popular animal model used for high-throughput screening of chemical hazards, however, investigations of transcriptomic mechanisms of toxicity are still needed. Here, our goal was to identify genes and biological pathways that Aryl Hydrocarbon Receptor 2 (AHR2) Activators and flame retardant chemicals (FRCs) alter in developing zebrafish. Taking advantage of a compendium of phenotypically-anchored RNA sequencing data collected from 48-h post fertilization (hpf) zebrafish, we inferred a co-expression network that grouped genes based on their transcriptional response.

resultsGenes responding to the FRCs and AHR2 Activators localized to distinct regions of the network, with FRCs inducing a broader response related to neurobehavior. AHR2 Activators centered in one region related to chemical stress responses. We also discovered several highly co-expressed genes in this module, including cyp1a, and we subsequently show that these genes are definitively within the AHR2 signaling pathway. Systematic removal of the two chemical types from the data, and analysis of network changes identified neurogenesis associated with FRCs, and regulation of vascular development associated with both chemical classes. We also identified highly connected genes responding specifically to each class that are potential biomarkers of exposure.

conclusionsOverall, we created the first zebrafish chemical-specific gene co-expression network illuminating how chemicals alter the transcriptome relative to each other. In addition to our conclusions regarding FRCs and AHR2 Activators, our network can be leveraged by other studies investigating chemical mechanisms of toxicity.

Indexed as

ZebrafishZebrafish ProteinsAnimalsBase SequenceEmbryo, NonmammalianReceptors, Aryl HydrocarbonTranscriptomeReceptors, Aryl HydrocarbonZebrafish ProteinsAryl hydrocarbon receptorDevelopmentFlame retardant chemicalsGene co-expressionNetworkTranscriptomicsZebrafish

Identifiers

PMID34517816
PMCPMC8438978
OpenAlexW3199374890

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.