Evidence map›Paper›PMID 40012510›Full record

ArticleEnvironmental science & technology2025

Leveraging Zebrafish Embryo Phenotypic Observations to Advance Data-Driven Analyses in Toxicology.

Paul Michaelis, Nils Klüver, Silke Aulhorn, Hannes Bohring, Jan Bumberger, Kristina Haase, Tobias Kuhnert, Eberhard Küster, Janet Krüger, Till Luckenbach and 9 more

Abstract read
In one paragraph

Article in Environmental science & technology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

  1. Article
  2. Article
  3. Squamocin as the Principal Toxic Constituent ofInternational journal of molecular sciences · 2026
    Article
  4. An Integrated Approach Combining Regulatory Tests inEnvironmental science & technology · 2026
    Article
  5. Greener synthesis of silver nanoparticles fromFrontiers in cellular and infection microbiology · 2026
    Article
  6. Review
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

19 authors.

Paul MichaelisDepartment Ecotoxicology, Helmholtz Centre for Environmental Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany.
Nils KlüverDepartment Ecotoxicology, Helmholtz Centre for Environmental Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany.ORCID 0000-0002-8045-9473
Silke AulhornDepartment Ecotoxicology, Helmholtz Centre for Environmental Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany.
Hannes BohringResearch Data Management - RDM, Helmholtz Centre for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany.
Jan BumbergerResearch Data Management - RDM, Helmholtz Centre for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany.
Kristina HaaseResearch Data Management - RDM, Helmholtz Centre for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany.
Tobias KuhnertResearch Data Management - RDM, Helmholtz Centre for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany.
Eberhard KüsterDepartment Ecotoxicology, Helmholtz Centre for Environmental Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany.
Janet KrügerDepartment Ecotoxicology, Helmholtz Centre for Environmental Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany.
Till LuckenbachDepartment Ecotoxicology, Helmholtz Centre for Environmental Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany.ORCID 0000-0001-6204-1033
Riccardo MasseiDepartment Ecotoxicology, Helmholtz Centre for Environmental Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany.ORCID 0000-0003-2104-9519
Lukas NerlichDepartment Ecotoxicology, Helmholtz Centre for Environmental Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany.
Sven PetruschkeResearch Data Management - RDM, Helmholtz Centre for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany.
Thomas SchnickeResearch Data Management - RDM, Helmholtz Centre for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany.
Anton SchnurpelDepartment Ecotoxicology, Helmholtz Centre for Environmental Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany.
Stefan ScholzDepartment Ecotoxicology, Helmholtz Centre for Environmental Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany.ORCID 0000-0002-6990-4716
Nicole SchweigerDepartment Ecotoxicology, Helmholtz Centre for Environmental Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany.
Daniel SielaffResearch Data Management - RDM, Helmholtz Centre for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany.
Wibke BuschDepartment Ecotoxicology, Helmholtz Centre for Environmental Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Zebrafish have emerged as a central model organism in toxicological research. Zebrafish embryos are exempt from certain animal testing regulations, which facilitates their use in toxicological testing. Next to the zebrafish embryo acute toxicity test (ZFET) according to the OECD TG 236, fish embryos are used in mechanistic investigations, chemical screenings, ecotoxicology, and drug development. However, inconsistencies in the applied test protocols and the monitored endpoints in addition to a lack of standardized data formats impede comprehensive meta-analyses and cross-study comparisons. To address these challenges, we developed the Integrated Effect Database for Toxicological Observations (INTOB), a comprehensive data management tool that standardizes the collection of metadata and phenotypic observations using a controlled vocabulary. By incorporating data from more than 600 experiments into the database and subsequent comprehensive data analyses, we demonstrate its utility in improving the comparability and interoperability of toxicity data. Our results show that the ZFET can detect toxicity spanning 7 orders of magnitude at the scale of effect concentrations. We also highlight the potential of read-across analyses based on morphological fingerprints and their connection to chemical modes of action, provide information on control variability of the ZFET, and highlight the importance of time for mechanistic understanding in chemical exposure-effect assessments. We provide the full Findable, Accessible, Interoperable, and Reusable (FAIR) data set as well as the analysis workflow and demonstrate how professional data management, as enabled with INTOB, marks a significant advancement by offering a comprehensive framework for the systematic use of zebrafish embryo toxicity data, thus paving the way for more reliable, data-driven chemical risk assessment.

Indexed as

ZebrafishAnimalsEmbryo, NonmammalianPhenotypeToxicity Testscomparative chemical assessmentdose−response modelingeffect patternsFAIR datamorphological effectsread across analysis

Identifiers

PMID40012510
PMCPMC11912306

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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.