Real-Time Artificial Intelligence-Based Optical Diagnosis of Neoplastic Polyps during Colonoscopy.

Journal: NEJM evidence
Published Date:

Abstract

BACKGROUND: Artificial intelligence using computer-aided diagnosis (CADx) in real time with images acquired during colonoscopy may help colonoscopists distinguish between neoplastic polyps requiring removal and nonneoplastic polyps not requiring removal. In this study, we tested whether CADx analyzed images helped in this decision-making process. METHODS: We performed a multicenter clinical study comparing a novel CADx-system that uses real-time ultra-magnifying polyp visualization during colonoscopy with standard visual inspection of small (≤5 mm in diameter) polyps in the sigmoid colon and the rectum for optical diagnosis of neoplastic histology. After committing to a diagnosis (i.e., neoplastic, uncertain, or nonneoplastic), all imaged polyps were removed. The primary end point was sensitivity for neoplastic polyps by CADx and visual inspection, compared with histopathology. Secondary end points were specificity and colonoscopist confidence level in unaided optical diagnosis. RESULTS: We assessed 1289 individuals for eligibility at colonoscopy centers in Norway, the United Kingdom, and Japan. We detected 892 eligible polyps in 518 patients and included them in analyses: 359 were neoplastic and 533 were nonneoplastic. Sensitivity for the diagnosis of neoplastic polyps with standard visual inspection was 88.4% (95% confidence interval [CI], 84.3 to 91.5) compared with 90.4% (95% CI, 86.8 to 93.1) with CADx (P=0.33). Specificity was 83.1% (95% CI, 79.2 to 86.4) with standard visual inspection and 85.9% (95% CI, 82.3 to 88.8) with CADx. The proportion of polyp assessment with high confidence was 74.2% (95% CI, 70.9 to 77.3) with standard visual inspection versus 92.6% (95% CI, 90.6 to 94.3) with CADx. CONCLUSIONS: Real-time polyp assessment with CADx did not significantly increase the diagnostic sensitivity of neoplastic polyps during a colonoscopy compared with optical evaluation without CADx. (Funded by the Research Council of Norway [Norges Forskningsråd], the Norwegian Cancer Society [Kreftforeningen], and the Japan Society for the Promotion of Science; UMIN number, UMIN000035213.)

Authors

  • Ishita Barua
    Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, and Department of Transplantation Medicine Oslo University Hospital, Oslo, Norway.
  • Paulina Wieszczy
    Clinical Effectiveness Research Group, University of Oslo, Oslo.
  • Shin-Ei Kudo
    Digestive Disease Center, Showa University Northern Yokohama Hospital, Tsuzuki-ku, Yokohama, 224-8503, Japan.
  • Masashi Misawa
    Digestive Disease Center, Showa University Northern Yokohama Hospital, Tsuzuki-ku, Yokohama, 224-8503, Japan.
  • Øyvind Holme
    Clinical Effectiveness Research Group, University of Oslo and Oslo University Hospital, Oslo 0318, Norway.
  • Shraddha Gulati
    King's Institute of Therapeutic Endoscopy, King's College Hospital NHS Foundation Trust, London, UK.
  • Sophie Williams
    King's Institute of Therapeutic Endoscopy, King's College Hospital NHS Foundation Trust, London.
  • Kensaku Mori
    Graduate School of Informatics, Nagoya University, Furo-cho, Chikusa-ku, Nagoya, 464-8601, Japan.
  • Hayato Itoh
    Graduate School of Informatics, Nagoya University, Furo-cho, Chikusa-ku, Nagoya, 464-8601, Japan.
  • Kazumi Takishima
    Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan.
  • Kenichi Mochizuki
    Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan.
  • Yuki Miyata
    Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan.
  • Kentaro Mochida
    Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan.
  • Yoshika Akimoto
    Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan.
  • Takanori Kuroki
    Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan.
  • Yuriko Morita
    Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan.
  • Osamu Shiina
    Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan.
  • Shun Kato
    Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan.
  • Tetsuo Nemoto
    Department of Diagnostic Pathology, School of Medicine, Showa University Northern Yokohama Hospital, Kanagawa, Japan.
  • Bu Hayee
    King's Institute of Therapeutic Endoscopy, King's College Hospital NHS Foundation Trust, London.
  • Mehul Patel
    Respiratory and Immunology, Clinical Development, BioPharmaceuticals R&D, AstraZeneca, Cambridge, UK.
  • Nishmi Gunasingam
    King's Institute of Therapeutic Endoscopy, King's College Hospital NHS Foundation Trust, London.
  • Alexandra Kent
    King's Institute of Therapeutic Endoscopy, King's College Hospital NHS Foundation Trust, London.
  • Andrew Emmanuel
    King's Institute of Therapeutic Endoscopy, King's College Hospital NHS Foundation Trust, London, UK.
  • Carl Munck
    Department of Medicine, Baerum Hospital, Vestre Viken Hospital Trust, Gjettum, Norway.
  • Jens Aksel Nilsen
    Department of Medicine, Baerum Hospital, Vestre Viken Hospital Trust, Gjettum, Norway.
  • Stine Astrup Hvattum
    Department of Medicine, Baerum Hospital, Vestre Viken Hospital Trust, Gjettum, Norway.
  • Svein Oskar Frigstad
    Department of Medicine, Baerum Hospital, Vestre Viken Hospital Trust, Gjettum, Norway.
  • Petter Tandberg
    Department of Medicine, Baerum Hospital, Vestre Viken Hospital Trust, Gjettum, Norway.
  • Magnus Løberg
    Clinical Effectiveness Research Group, University of Oslo and Oslo University Hospital, Oslo 0318, Norway.
  • Mette Kalager
    Clinical Effectiveness Research Group, University of Oslo and Oslo University Hospital, Oslo 0318, Norway.
  • Amyn Haji
    King's Institute of Therapeutic Endoscopy, King's College Hospital, London, United Kingdom.
  • Michael Bretthauer
    Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, and Department of Transplantation Medicine Oslo University Hospital, Oslo, Norway.
  • Yuichi Mori
    Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, and Department of Transplantation Medicine Oslo University Hospital, Oslo, Norway; Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan. Electronic address: ibusiginjp@gmail.com.