Data gaps limit the translational potential of preclinical research
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Updated: Mar 27, 2026

A Protocol for Using Gene Set Enrichment Analysis to Identify the Appropriate Animal Model for Translational Research
Published on: August 16, 2017
Robin J Kleiman1, Michael D Ehlers2
1Translational Neuroscience Center, Kirby Neurobiology Center, Department of Neurology, Boston Children's Hospital, Harvard Medical School, Boston, MA 02115, USA. robin.kleiman@childrens.harvard.edu michael.ehlers@pfizer.com.
Abstract:
The absence of mouse pharmacokinetic reference data hinders translation. An analysis of recent literature highlights a systematic lack of discussion regarding rationale for the selection of dosing paradigms in preclinical studies, and in particular for neuroscience studies in which the lack of brain penetration can limit target-organ exposure. We propose solutions to improve study design.
Insights
Mouse pharmacokinetic data is missing, impacting research translation. We analyzed preclinical studies, finding poor dosing rationale, especially in neuroscience, limiting brain exposure. Solutions are proposed to enhance study design.
Area of Science:
- Pharmacokinetics and Drug Development
- Preclinical Research Methodology
- Neuroscience Drug Discovery
Background:
- Mouse pharmacokinetic reference data is critically absent, impeding the translation of preclinical findings to clinical applications.
- A literature review revealed a consistent lack of justification for dosing strategies in preclinical research.
- Neuroscience studies are particularly affected, as inadequate brain penetration of drug candidates can restrict target engagement and efficacy.
Purpose of the Study:
- To highlight the critical need for robust mouse pharmacokinetic data.
- To identify and analyze the shortcomings in dosing paradigm selection within preclinical literature.
- To propose actionable solutions for improving the design of preclinical studies, particularly in neuroscience.
Main Methods:
- Systematic analysis of recent scientific literature focusing on preclinical study designs.
- Evaluation of the reported rationale for dosing paradigms in selected studies.
- Assessment of factors contributing to limited target-organ exposure, such as brain penetration.
Main Results:
- A significant deficit in mouse pharmacokinetic reference data was confirmed.
- Preclinical studies frequently lack a clear rationale for chosen dosing regimens.
- Poor drug brain penetration is a common limitation in neuroscience preclinical research, affecting exposure.
Conclusions:
- Establishing standardized mouse pharmacokinetic data is essential for reliable preclinical research.
- Improved transparency and justification for dosing strategies are required in study publications.
- Implementing refined study designs can enhance the predictive value of preclinical neuroscience research for clinical outcomes.
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