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The Pathologist / Issues / 2026 / February / A Roadmap for Organoid Toxicology
Histology Analytical science Digital Pathology Technology and innovation Research and Innovations

A Roadmap for Organoid Toxicology

How digital pathology and AI are helping validate complex in vitro models for preclinical safety testing

By Jessica Allerton 02/17/2026 Discussion 4 min read
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Objective:

To explore the potential of complex in vitro models (CIVMs), specifically blood-brain barrier (BBB) organoids, for preclinical toxicity testing, bridging the gap between traditional safety evaluation practices and innovative bioengineering.

Key Findings:
  • AI performed better on glioblastoma organoids than on simpler BBB organoids due to richer structural context.
  • Formalin-fixed, paraffin-embedded processing is generally best for preserving morphology for digital pathology.
  • Algorithm-supported analysis can standardize evaluations and improve efficiency in organoid assessment.
Interpretation:

Current preclinical evaluation methods often fail due to oversimplified 2D cultures and non-human-representative animal models, highlighting the need for human-relevant methodologies like 3D organoids to address these shortcomings.

Limitations:
  • No one-size-fits-all approach for embedding and sectioning methods, which can lead to variability in results.
  • Labor-intensive nature of 3D imaging despite its advantages, potentially limiting its widespread adoption.
Conclusion:

The future of organoid-based pathology lies in multidisciplinary collaboration and advancements in automation, which could enhance diagnostic utility and patient-specific treatment approaches.

This content is an AI-generated, fully rewritten summary based on a published scholarly article. It does not reproduce the original text and is not a substitute for the original publication. Readers are encouraged to consult the source for full context, data, and methodology.

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About the Author(s)

Jessica Allerton

Deputy Editor, The Pathologist

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