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A Roadmap for Organoid Toxicology

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

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  • 1

    CIVMs simulate human tissue for drug testing.

  • 2

    AI algorithms enhance organoid analyses.

  • 3

    Challenges included technical and communication barriers.

  • 4

    Importance of interdisciplinary collaboration emphasized.

  • 5

    3D models provide more drug safety insights than 2D cultures.

  • 6

    Standardization in histopathology can improve results.

  • 7

    Digital approaches in pathology are essential for modern diagnostics.

Original Source(s)

A Roadmap for Organoid Toxicology

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

  • by Jessica Allerton

  • February 17, 2026

  • 7 min

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