A deep learning approach to case prioritisation of colorectal biopsies.

Journal: Histopathology
Published Date:

Abstract

AIMS: To create and validate a weakly supervised artificial intelligence (AI) model for detection of abnormal colorectal histology, including dysplasia and cancer, and prioritise biopsies according to clinical significance (severity of diagnosis).

Authors

  • Ciara D White
    Department of Histopathology, Mater Misericordiae University Hospital, Dublin, Ireland.
  • Runjan Chetty
    Deciphex, DCU Alpha Innovation Campus, Dublin, Ireland.
  • John Weldon
    Deciphex, DCU Alpha Innovation Campus, Dublin, Ireland.
  • Maria E Morrissey
    Deciphex, DCU Alpha Innovation Campus, Dublin, Ireland.
  • Rob Sykes
    Deciphex, DCU Alpha Innovation Campus, Dublin, Ireland.
  • Corina Gîrleanu
    Department of Histopathology, Mater Misericordiae University Hospital, Dublin, Ireland.
  • Mirko Colleuori
    Deciphex, DCU Alpha Innovation Campus, Dublin, Ireland.
  • Jenny Fitzgerald
    Deciphex, Dublin, Ireland.
  • Adam Power
    Deciphex, Dublin, Ireland.
  • Ajaz Ahmad
    Deciphex, 8818Dublin City University, Dublin, Ireland.
  • Seán Carmody
    Deciphex, DCU Alpha Innovation Campus, Dublin, Ireland.
  • Pierre Moulin
    33413Novartis Institutes for Biomedical Research (NIBR), Basel, Switzerland.
  • Donal O'Shea
    Deciphex, 8818Dublin City University, Dublin, Ireland.
  • Muhammad Aslam
    Department of Chemical Engineering, COMSATS University Islamabad, Lahore Campus, Defense Road, Off Raiwind Road, Lahore, Pakistan.
  • Mahomed A Dada
    Diagnexia, Exeter, UK.
  • Maurice B Loughrey
    The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK.
  • Martine C McManus
    Diagnexia, Exeter, UK.
  • Klaudia M Nowak
    Diagnexia, Exeter, UK.
  • Kristopher McCombe
    Betsi Calawaladar NHS Health Board, Wales, UK.
  • Sinead Hutton
    Department of Histopathology, Mater Misericordiae University Hospital, Dublin, Ireland.
  • Mairin Rafferty
    OncoMark, Dublin, Ireland.
  • Niall Mulligan
    Department of Histopathology, Mater Misericordiae University Hospital, Dublin, Ireland.