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Texture analysis and machine learning algorithms accurately predict histologic grade in small (< 4 cm) clear cell renal cell carcinomas: a pilot study.

Shawn Haji-MomenianZixian LinBhumi PatelNicole LawAdam MichalakAnishsanjay NayakJames EarlsMurray Loew
Published in: Abdominal radiology (New York) (2021)
The histologic grade of small ccRCCs can be accurately predicted with machine learning algorithms using CM histogram features, which outperform NC and NG phase image data.
Keyphrases
  • machine learning
  • big data
  • deep learning
  • clear cell
  • artificial intelligence
  • contrast enhanced
  • single cell
  • cell therapy
  • high grade
  • magnetic resonance imaging
  • magnetic resonance
  • stem cells
  • bone marrow
  • data analysis