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Updated: Sep 25, 2025

Xenopus laevis as a Model to Identify Translation Impairment
Published on: September 27, 2015
Why animal model studies are lost in translation
1The Wilf Family Cardiovascular Research Institute, Department of Medicine (Cardiology), Albert Einstein College of Medicine, Bronx, NY 10461, USA.
Abstract:
The development of novel therapies based on understanding the pathophysiologic basis of disease is a major goal of biomedical research. Despite an explosion in new knowledge on the molecular mechanisms of disease derived from animal model investigations, translation into effective treatment for human patients has been disappointingly slow. Several fundamental problems may explain the translational failures. First, the emphasis on novel and highly significant findings selectively rewards implausible, low-probability observations and high-magnitude effects, providing a biased perspective of the pathophysiology of disease that underappreciates the complexity and redundancy of biological systems. Second, even when a sound targetable mechanism is identified, animal models cannot recapitulate the pathophysiologic heterogeneity of the human disease, and are poor predictors of therapeutic success. Third, traditional classifications of most complex diseases are based primarily on clinical criteria and do not reflect the diverse pathophysiologic mechanisms that may be involved. The development of a flexible and dynamic conceptual paradigm that takes into account the totality of the evidence on the mechanisms of disease, and pathophysiologic stratification of patients to identify subpopulations with distinct pathogenetic mechanisms, are crucial for the development of new therapeutics.
Insights
Translating biomedical research into effective human therapies is slow due to biased findings and limitations of animal models. Stratifying patients by distinct disease mechanisms is crucial for developing new treatments.
Area of Science:
- Biomedical Research
- Translational Science
- Drug Development
Background:
- Biomedical research has advanced molecular understanding of diseases, primarily through animal models.
- However, translating these findings into effective human therapies has been slow and challenging.
- Existing research paradigms may overemphasize novel findings, potentially misrepresenting disease complexity.
Purpose of the Study:
- To identify fundamental problems hindering the translation of basic science discoveries into clinical treatments.
- To propose a new conceptual framework for developing more effective therapeutics.
- To highlight the need for improved patient stratification in complex diseases.
Main Methods:
- Analysis of current challenges in biomedical research translation.
- Review of limitations in using animal models for human disease prediction.
- Examination of traditional disease classification systems.
- Conceptual development of a new paradigm for therapeutic development.
Main Results:
- Emphasis on novel, high-magnitude findings creates a biased view of disease pathophysiology.
- Animal models fail to capture human disease heterogeneity and predict therapeutic success.
- Current disease classifications based on clinical criteria do not reflect underlying pathophysiologic mechanisms.
Conclusions:
- A paradigm shift is needed to incorporate the totality of evidence on disease mechanisms.
- Pathophysiologic stratification of patients is essential to identify subpopulations with distinct mechanisms.
- This approach is crucial for advancing the development of novel therapeutics for complex diseases.
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