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Related Experiment Video

Updated: Apr 20, 2026

A Protocol for Using Gene Set Enrichment Analysis to Identify the Appropriate Animal Model for Translational Research
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Improving the predictive value of interventional animal models data.

Caroline J Zeiss1

  • 1Section of Comparative Medicine, Yale University School of Medicine, 375 Congress Ave, New Haven, CT 06520, USA.

Drug Discovery Today
|December 3, 2014
PubMed
Summary

Animal models for chronic diseases show promise, but translation to humans is challenging. A network-based review of Alzheimer's disease research found repeatable positive outcomes for some interventions and mechanisms across species, aiding in silico bias reduction.

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Area of Science:

  • Neuroscience
  • Pharmacology
  • Translational Medicine

Background:

  • The animal model paradigm faces challenges in translating findings to chronic diseases.
  • Alzheimer's disease research heavily relies on animal models, with limited success in human clinical trials.
  • Over 75% of animal studies report positive outcomes, suggesting potential bias.

Purpose of the Study:

  • To assess the repeatability of outcomes across species, interventions, and mechanisms using a network-based method.
  • To identify reliable findings from animal models that can inform human studies.
  • To evaluate the impact of potential confounders like strain background.

Main Methods:

  • A network-based approach was employed to analyze outcomes from animal studies.

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  • Interventions and mechanisms were assessed for cross-species repeatability.
  • Data from Alzheimer's disease animal models were specifically reviewed.
  • Main Results:

    • Over 75% of animal studies reported improved outcomes, with strain background identified as a confounder.
    • Only 5% of interventions were tested across species or in three or more animal models.
    • Donepezil, memantine, and exercise showed positive outcomes across species.
    • Repeatable positive outcomes in animals were found for the amyloid hypothesis and three other mechanisms.

    Conclusions:

    • A network-based approach can help identify reliable findings and reduce bias in animal studies.
    • Specific interventions (donepezil, memantine, exercise) and mechanisms (amyloid hypothesis) show cross-species translational potential.
    • Further research should focus on interventions with demonstrated cross-species repeatability to improve translational success.