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Bridging the validation gap: organoids as functional decision systems in drug repurposing
1Laboratory of Synthetic and Systems Biology, Department of Drug and Health Sciences, University of Catania, Catania 95125, Italy; Molecular Preclinical and Translational Imaging Research Centre-IMPRonTe, University of Catania, Catania 95125, Italy; Interuniversity Consortium for Biotechnology (CIB), Trieste 34148, Italy; DGBiotech S.R.L., Catania 95127, Italy.
Human organoid platforms integrated with artificial intelligence (AI) can bridge the evidence gap in drug repurposing. This approach enhances the validation of computationally identified drug candidates for clinical use.
Area of Science:
- Biotechnology
- Computational Biology
- Drug Discovery
Background:
- Drug repurposing accelerates therapeutic development but faces challenges in validating computationally identified candidates.
- A lack of human-relevant intermediate validation systems hinders the translation of potential drugs into clinical evidence.
Purpose of the Study:
- To propose human organoid platforms, enhanced by AI, as a functional decision layer in drug repurposing pipelines.
- To outline a hybrid framework integrating in silico discovery, organoid validation, and AI-driven interpretation for drug repurposing.
Main Methods:
- Coupling in silico drug candidate discovery with organoid-based functional validation.
- Integrating AI for upstream candidate prioritization and downstream response interpretation.
- Developing context-specific, fit-for-purpose functional decision layers within repurposing workflows.
Main Results:
- Organoid platforms, when combined with AI, can serve as decision-grade validation systems for drug repurposing.
- The proposed hybrid framework offers a pathway to generate biologically grounded, clinically actionable evidence.
- Identified disease categories where this approach is most applicable.
Conclusions:
- Human organoid platforms integrated with AI represent a significant advancement for drug repurposing validation.
- This approach addresses the critical evidentiary gap, facilitating the clinical translation of repurposed drugs.
- The framework aligns with evolving regulatory acceptance of New Approach Methodologies (NAMs).
