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Whole slide image data utilization informed by digital diagnosis patterns.

Kimberly Ashman1, Huimin Zhuge1, Erin Shanley1

  • 1Tulane University, Department of Biomedical Engineering, New Orleans, LA 70118, USA.

Journal of Pathology Informatics
|October 21, 2022
PubMed
Summary
This summary is machine-generated.

Digital pathology uses variable resolution images, reducing data storage needs. Pathologists can still make diagnoses with these smaller, lower-resolution whole slide images.

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Area of Science:

  • Digital Pathology
  • Medical Imaging
  • Pathology Informatics

Background:

  • Digital pathology offers benefits but poses data storage challenges for whole slide images.
  • Managing large digital whole slide image files requires significant infrastructure.

Purpose of the Study:

  • To determine minimum pixel requirements for accurate pathology diagnosis.
  • To analyze pathologist slide viewing patterns for diagnostic resolution needs.

Main Methods:

  • Developed variable resolution images based on pathologist viewing patterns.
  • Assessed diagnostic accuracy using reduced-resolution virtual slides.
  • Included a second pathologist to validate diagnoses on variable resolution images.

Main Results:

  • Pathologists rarely utilized full resolution, indicating potential for data reduction.
  • Variable resolution images were significantly smaller than original whole slide images.
  • Diagnoses were successfully rendered on reduced-resolution images by a pathologist.

Conclusions:

  • Variable resolution imaging can substantially decrease data storage requirements for digital pathology.
  • Further research needed on inter- and intra-pathologist variability in resolution needs.