ArticlePLoS biology2018
Reproducibility of preclinical animal research improves with heterogeneity of study samples.
Article in PLoS biology, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 132 papers, 7 of them syntheses that pooled 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.
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.
Who cites it
132 citing papers in PubMed, 7 syntheses or guidelines pooled it, 260 citations in OpenAlex.
- Antidepressant effects of artemisinin and its derivatives: a systematic review and meta-analysis of randomized controlled animal studies.Frontiers in pharmacology · 2026Pooled it
- Flavonoids as Anxiolytics in Animal Tests: Systematic Review, Meta-Analysis, and Bibliometrical Analysis.Phytotherapy research : PTR · 2026Pooled it
- Meta-analysis Integrated With Multi-omics Data Analysis to Elucidate Pathogenic Mechanisms of Age-Related Knee Osteoarthritis in Mice.The journals of gerontology. Series A, Biological sciences and medical sciences · 2022Pooled it
- What has preclinical systematic review ever done for us?BMJ open science · 2022Pooled it
- Pooled it
- Systematic Review and Methodological Considerations for the Use of Single Prolonged Stress and Fear Extinction Retention in Rodents.Frontiers in behavioral neuroscience · 2021Pooled it
- Endometriotic cell culture contamination and authenticity: a source of bias in in vitro research?Human reproduction (Oxford, England) · 2020Pooled it
- Reproducibility in biomedical research.Nature medicine · 2026Review
- Potential and challenges of Positron Emission Tomography beyond conventional preclinical and clinical imaging.Zeitschrift fur medizinische Physik · 2026Review
- Data Analysis Planning and Reporting for Confirmatory Multi-Lab Preclinical Trials: A Tutorial.Biometrical journal. Biometrische Zeitschrift · 2026Review
- Diversity-in-a-dish: A practical framework for hiPSC model development.Stem cell reports · 2026Review
- Methods for randomized, blinded, controlled evaluation of putative disease interventions in multilaboratory, preclinical assessment networks.Lab animal · 2026Article
- Development and validation of a PSMA-positive triple-negative breast cancer mouse model for preclinical targeted radionuclide therapies.Scientific reports · 2026Article
- Review
- eeeHive: a new HF RFID-based automated behavioral monitoring system enabling high spatiotemporal resolution tracking of group-housed animals.Frontiers in behavioral neuroscience · 2026Article
- Article
- Animal reuse in safety assessment studies: a review of current practices, challenges and 3Rs opportunities.Frontiers in toxicology · 2026Review
- Enhancing therapeutic strategies and drug development for patients with kidney disease.Expert opinion on drug safety · 2026Review
- The Stroke Preclinical Assessment Network Multi-laboratory Model of Thromboembolic Stroke with Thrombolysis: TE-MCAo.Journal of visualized experiments : JoVE · 2025Article
- 5-Hydroxytryptophan, a Precursor for Serotonin Synthesis, Alleviated Cognitive Dysfunction in a Mouse Model of Sepsis-Associated Encephalopathy.Biomedicines · 2025Article
72 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Single-laboratory studies conducted under highly standardized conditions are the gold standard in preclinical animal research. Using simulations based on 440 preclinical studies across 13 different interventions in animal models of stroke, myocardial infarction, and breast cancer, we compared the accuracy of effect size estimates between single-laboratory and multi-laboratory study designs. Single-laboratory studies generally failed to predict effect size accurately, and larger sample sizes rendered effect size estimates even less accurate. By contrast, multi-laboratory designs including as few as 2 to 4 laboratories increased coverage probability by up to 42 percentage points without a need for larger sample sizes. These findings demonstrate that within-study standardization is a major cause of poor reproducibility. More representative study samples are required to improve the external validity and reproducibility of preclinical animal research and to prevent wasting animals and resources for inconclusive research.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.