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Digital image analysis of high-grade urothelial carcinoma in urine cytology confirms chromasia heterogeneity and reveals a subset with hypochromatic nuclei and another with extremely dark or "India ink" nuclei.

Patrick J McIntireAlessa AragaoBethany L BurnsStefan E PambuccianEva M WojcikGüliz A Barkan
Published in: Cancer cytopathology (2022)
Digital image analysis reveals that there are large variations in chromasia between cases including a subset of cases with hypochromasia and another with extremely dark or "India ink" nuclei. There was much heterogeneity of chromasia seen within a single sample.
Keyphrases
  • high grade
  • low grade
  • single cell
  • deep learning
  • fine needle aspiration
  • machine learning