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Screening out irrelevant cell-based models of disease.
Peter Horvath1,2, Nathalie Aulner3,2, Marc Bickle4,2
1Synthetic and Systems Biology Unit, Biological Research Centre of the Hungarian Academy of Sciences, Szeged H-6726, Hungary; and at the Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki 00290, Finland.
Drug discovery faces challenges due to ineffective preclinical models. Adopting advanced cell-based systems and multidisciplinary collaboration can improve clinical translation success rates for new therapies.
Area of Science:
- Drug discovery and development
- Translational medicine
- Preclinical research
Background:
- Current preclinical drug discovery models often fail to predict clinical success, leading to high attrition rates.
- A lack of adoption of advanced cell-based models and insufficient clinical relevance in assay validation hinder translational research.
- Ineffective disease models contribute significantly to the persistent failures in translating preclinical drug candidates to clinical success.
Approach:
- Propose principles for defining and developing disease-relevant assays to improve preclinical model effectiveness.
- Explore novel cell-based assay technologies, including induced pluripotent stem cells (iPSCs), 3D co-cultures, and organ-on-a-chip systems.
- Leverage advances in single-cell imaging and gene editing technologies to enhance preclinical models and screening.
Key Points:
- Development of disease-relevant assays requires clear principles and validation against clinical practice.
- Emerging technologies like iPSCs, 3D co-cultures, and organ-on-a-chip systems offer improved physiological relevance.
- Integrating advanced imaging and gene editing can refine cell-based screening and model development.
Conclusions:
- Implementing proposed principles and adopting advanced cell-based technologies can enhance the clinical relevance of preclinical models.
- Multidisciplinary collaborations are crucial for developing and validating novel preclinical models and screening technologies.
- Increased investment in precompetitive research for advanced preclinical models is essential to improve drug discovery success rates.
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