Deep Learning Model Using Stool Pictures for Predicting Endoscopic Mucosal Inflammation in Patients With Ulcerative Colitis.

Journal: The American journal of gastroenterology
PMID:

Abstract

INTRODUCTION: Stool characteristics may change depending on the endoscopic activity of ulcerative colitis (UC). We developed a deep learning model using stool photographs of patients with UC (DLSUC) to predict endoscopic mucosal inflammation.

Authors

  • Jung Won Lee
    Division of Gastroenterology, Department of Internal Medicine, School of Medicine, Kyungpook National University, Daegu, Korea.
  • Dongwon Woo
    Research Center for Artificial Intelligence in Medicine, Kyungpook National University Hospital, Daegu, Republic of Korea.
  • Kyeong Ok Kim
    Department of Internal Medicine, College of Medicine, Yeungnam University, Daegu 42415, Republic of Korea.
  • Eun Soo Kim
    Division of Gastroenterology, Department of Internal Medicine, School of Medicine, Kyungpook National University, Daegu, Korea.
  • Sung Kook Kim
    Division of Gastroenterology, Department of Internal Medicine, School of Medicine, Kyungpook National University, Daegu, Korea.
  • Hyun Seok Lee
    Division of Gastroenterology, Department of Internal Medicine, School of Medicine, Kyungpook National University, Daegu, Korea.
  • Ben Kang
    Department of Pediatrics, School of Medicine, Kyungpook National University, Daegu, Korea.
  • Yoo Jin Lee
    Department of Internal Medicine.
  • Jeongseok Kim
    Division of Gastroenterology and Hepatology, Department of Internal Medicine, Keimyung University School of Medicine, Daegu, Korea.
  • Byung Ik Jang
    Division of Gastroenterology, Department of Internal Medicine, Yeungnam University College of Medicine, Daegu, Korea.
  • Eun Young Kim
    Department of Surgery, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Korea.
  • Hyeong Ho Jo
    Department of Internal Medicine, Daegu Catholic University School of Medicine, Daegu, Korea.
  • Yun Jin Chung
    Division of Gastroenterology, Department of Internal Medicine, School of Medicine, Kyungpook National University, Daegu, Korea.
  • Hanjun Ryu
    Department of Internal Medicine, Daegu Fatima Hospital, Daegu, Korea.
  • Soo-Kyung Park
    Division of Gastroenterology, Department of Internal Medicine and Inflammatory Bowel Disease Center, Kangbuk Samsung Hospital, School of Medicine, Sungkyunkwan University, Seoul 03181, Republic of Korea.
  • Dong-Il Park
    Division of Gastroenterology, Department of Internal Medicine and Inflammatory Bowel Disease Center, Kangbuk Samsung Hospital, School of Medicine, Sungkyunkwan University, Seoul 03181, Republic of Korea.
  • Hosang Yu
    Research Center for Artificial Intelligence in Medicine, Kyungpook National University Hospital, Daegu, South Korea.
  • Sungmoon Jeong
    Department of Medical Informatics, School of Medicine, Kyungpook National University, Daegu, South Korea.