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Cancer Grade Model: a multi-gene machine learning-based risk classification for improving prognosis in breast cancer.

E Amiri SouriA ChenowethA CheungS N KaragiannisSophia Tsoka
Published in: British journal of cancer (2021)
CGM is able to classify tumours into better-defined prognostic categories without employing information on tumour size, stage, or subgroups. The model offers means to improve prognosis and support the clinical decision and precision treatments, thereby potentially contributing to preventing underdiagnosis of high-risk tumours and minimising over-treatment of low-risk disease.
Keyphrases
  • machine learning
  • deep learning
  • genome wide
  • healthcare
  • gene expression
  • decision making
  • squamous cell
  • combination therapy
  • transcription factor