Deep learning models for automatic tumor segmentation and total tumor volume assessment in patients with colorectal liver metastases.

Abstract

Authors

• Nina J Wesdorp
  Department of Surgery, Cancer Center Amsterdam, Amsterdam University Medical Centers, Vrije Universiteit, Amsterdam, The Netherlands. n.wesdorp@amsterdamumc.nl.
• J Michiel Zeeuw
  Department of Surgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, 1081 HV, Amsterdam, the Netherlands. j.m.zeeuw@amsterdamumc.nl.
• Sam C J Postma
  Department of Surgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, 1081 HV, Amsterdam, the Netherlands.
• Joran Roor
  Department of Health, SAS Institute B.V, Huizen, the Netherlands.
• Jan Hein T M van Waesberghe
  Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.
• Janneke E van den Bergh
  Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.
• Irene M Nota
  Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.
• Shira Moos
  Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.
• Ruby Kemna
  Department of Surgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, 1081 HV, Amsterdam, the Netherlands.
• Fijoy Vadakkumpadan
  Department of Computer Vision and Machine Learning, SAS Institute Inc, Cary, NC, USA.
• Courtney Ambrozic
  Department of Computer Vision and Machine Learning, SAS Institute Inc, Cary, NC, USA.
• Susan van Dieren
  Department of Surgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, 1081 HV, Amsterdam, the Netherlands.
• Martinus J van Amerongen
  Department of Radiology, Sint Maartenskliniek, Nijmegen, the Netherlands.
• Thiery Chapelle
  Department of Hepatobiliary, Transplantation, and Endocrine Surgery, Antwerp University Hospital, Antwerp, Belgium.
• Marc R W Engelbrecht
  Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.
• Michael F Gerhards
  Department of Surgery, OLVG Hospital, Amsterdam, the Netherlands.
• Dirk Grunhagen
  Department of Surgical Oncology and Gastrointestinal Surgery, Erasmus MC Cancer Institute, Rotterdam, the Netherlands.
• Thomas M van Gulik
  Department of Surgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, 1081 HV, Amsterdam, the Netherlands.
• John J Hermans
  Department of Medical Imaging, Radboud University Medical Center, Radboud University Nijmegen, Nijmegen, the Netherlands.
• Koert P de Jong
  Department of HPB Surgery and Liver Transplantation, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands.
• Joost M Klaase
  Department of Surgery, Medisch Spectrum Twente, Enschede, The Netherlands.
• Mike S L Liem
  Department of Surgery, Medisch Spectrum Twente, Enschede, The Netherlands, Koningsstraat 1, Po-Box 50000, 7500 KA, Enschede, the Netherlands. Electronic address: M.Liem@mst.nl.
• Krijn P van Lienden
  Department of Interventional Radiology, St Antonius Hospital, Nieuwegein, the Netherlands.
• I Quintus Molenaar
  Department of Surgery, Regional Academic Cancer Center Utrecht, UMC Utrecht Cancer Center and St Antonius Hospital Nieuwegein, Utrecht University, Utrecht, the Netherlands.
• Gijs A Patijn
  Department of Surgery, Isala Hospital, Zwolle, the Netherlands.
• Arjen M Rijken
  Department of Surgery, Amphia Hospital, Breda, the Netherlands.
• Theo M Ruers
  Department of Surgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, 1081 HV, Amsterdam, the Netherlands.
• Cornelis Verhoef
  Department of Surgical Oncology and Gastrointestinal Surgery, Erasmus MC Cancer Centre, University Medical Centre Rotterdam, the Netherlands.
• Johannes H W de Wilt
  Department of Surgery, Radboud University Medical Center, Radboud University Nijmegen, Nijmegen, the Netherlands.
• Henk A Marquering
  Department of Biomedical Engineering and Physics, Academic Medical Center, Amsterdam, The Netherlands.
• Jaap Stoker
  Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centers - location AMC, University of Amsterdam, Amsterdam, the Netherlands; Amsterdam Gastroenterology, Endocrinology and Metabolism, Amsterdam University Medical Centers - location AMC, Amsterdam, the Netherlands.
• Rutger-Jan Swijnenburg
  Department of Surgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, 1081 HV, Amsterdam, the Netherlands.
• Cornelis J A Punt
  Department of Epidemiology, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands.
• Joost Huiskens
  SAS Institute B.V, Huizen, The Netherlands.
• Geert Kazemier
  Department of Surgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands.

Keywords

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