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Deciphering tumour tissue organization by 3D electron microscopy and machine learning.

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This study reveals key 3D bioarchitectural parameters in childhood hepatoblastoma tumors. Understanding tumor cell size, blood vessel connections, and bile canaliculus-like structures aids future onconanotomy research.

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Area of Science:

  • Oncology
  • Bioengineering
  • Microscopy

Background:

  • Tumor 3D organization and architectural parameters remain poorly understood.
  • Hepatoblastoma is the most common childhood liver cancer.

Purpose of the Study:

  • To analyze the spatial and 3D organization of hepatoblastoma patient-derived xenograft tissues.
  • To identify bioarchitectural parameters influencing tumor internal architecture.

Main Methods:

  • Serial block-face scanning electron microscopy for 3D imaging.
  • Integrated workflow: 3D imaging, segmentation (manual & machine learning), mathematics, infographics.
  • Digital reconstitution of entire hepatoblastoma samples, including cells, organelles, and vasculature.

Main Results:

  • Hepatoblastoma cell size correlates with nucleus, cytoplasm, and mitochondrial mass.
  • Anatomical connections observed between blood capillaries and tumor cell planar alignment/size.
  • Tumor cells showed polarization towards a bile canaliculus-like structure.

Conclusions:

  • Identified novel bioarchitectural parameters shaping tumor internal and spatial organization.
  • This pilot study provides a foundation for the emerging field of onconanotomy.
  • Highlights the importance of 3D ultrastructural analysis in cancer research.