The development of a deep learning model for automated segmentation of the robotic pancreaticojejunostomy.

Journal: Surgical endoscopy
PMID: 38488870

Abstract

BACKGROUND: Minimally invasive surgery provides an unprecedented opportunity to review video for assessing surgical performance. Surgical video analysis is time-consuming and expensive. Deep learning provides an alternative for analysis. Robotic pancreaticoduodenectomy (RPD) is a complex and morbid operation. Surgeon technical performance of pancreaticojejunostomy (PJ) has been associated with postoperative pancreatic fistula. In this work, we aimed to utilize deep learning to automatically segment PJ RPD videos.

Authors

  • Amr I Al Abbas
    Department of Surgery, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX, 75390-9159, USA.
  • Babak Namazi
    Baylor Scott & White Research Institute, Dallas, TX, USA.
  • Imad Radi
    Division of Surgical Oncology, Department of Surgery, University of Texas Southwestern Medical Center, 2201 Inwood Road, 3rd Floor, Dallas, TX, 75390, USA.
  • Rodrigo Alterio
    Department of Surgery, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX, 75390-9169, USA.
  • Andres A Abreu
    Department of Surgery, University of Texas Southwestern Medical Center, Dallas, Texas.
  • Benjamin Rail
    Department of Surgery, University of Texas Southwestern Medical Center, Dallas, Texas.
  • Patricio M Polanco
    Department of Surgery, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX, 75390-9159, USA. Patricio.Polanco@utsouthwestern.edu.
  • Herbert J Zeh
    Division of Surgical Oncology, Department of Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania.
  • Melissa E Hogg
    Division of Surgical Oncology, Department of Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania.
  • Amer H Zureikat
    Division of Surgical Oncology, Department of Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania.
  • Ganesh Sankaranarayanan
    Department of Surgery, Baylor University Medical Center, 3500 Gaston Ave, Dallas, TX, 75246, USA. ganesh.sankaranarayanan@bswhealth.org.

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