Deep learning quantification reveals a fundamental prognostic role for ductular reaction in biliary atresia.

Abstract

Authors

• Iiris Nyholm
  Section of Pediatric Surgery, Pediatric Liver and Gut Research Group, Children and Adolescent Department, New Children's Hospital, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.
• Nelli Sjöblom
  Department of Pathology, University of Helsinki and Helsinki University Hospital, Haartmaninkatu 3, 00290, Helsinki, Finland. nelli.sjoblom@hus.fi.
• Marjut Pihlajoki
  Pediatric Research Center, Children and Adolescent Department, New Children's Hospital, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.
• Maria Hukkinen
  Section of Pediatric Surgery, Pediatric Liver and Gut Research Group, Children and Adolescent Department, New Children's Hospital, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.
• Jouko Lohi
  Department of Pathology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.
• Päivi Heikkilä
  Department of Pathology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.
• Aino Mutka
  Department of Pathology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.
• Timo Jahnukainen
  Department of Pediatric Nephrology and Transplantation, New Children's Hospital, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.
• Mark Davenport
  Department of Pediatric Surgery, King's College Hospital, London, UK.
• Markku Heikinheimo
  Pediatric Research Center, Children and Adolescent Department, New Children's Hospital, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.
• Johanna Arola
• Mikko P Pakarinen
  Department of Pediatric Surgery, University of Helsinki Children's Hospital Unit of Pediatric Surgery, Helsinki, Finland.

Keywords

External Resources