Enhancing the Predictions of Cytomegalovirus Infection in Severe Ulcerative Colitis Using a Deep Learning Ensemble Model: Development and Validation Study.

Journal: JMIR medical informatics
Published Date:

Abstract

BACKGROUND: Cytomegalovirus (CMV) reactivation in patients with severe ulcerative colitis (UC) leads to worse outcomes; yet, early detection remains challenging due to the reliance on time-intensive biopsy procedures.

Authors

  • Jeong Heon Kim
    Department of Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea.
  • A Reum Choe
    Department of Internal Medicine, College of Medicine, Ewha Womans University Mokdong Hospital, Ewha Womans University College of Medicine, Seoul, South Korea, Seoul, Republic of Korea.
  • Ju Ran Byeon
    Department of Internal Medicine, College of Medicine, Ewha Womans University Mokdong Hospital, Ewha Womans University College of Medicine, Seoul, South Korea, Seoul, Republic of Korea.
  • Yehyun Park
    Department of Internal Medicine, College of Medicine, Ewha Womans University Mokdong Hospital, Ewha Womans University College of Medicine, Seoul, South Korea, Seoul, Republic of Korea.
  • Eun Mi Song
    Department of Gastroenterology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea.
  • Seong-Eun Kim
    Department of Mechanical Engineering, Pohang University of Science and Technology, Pohang (POSTECH), 77, Cheongam-ro, Nam-gu, Pohang, Gyeongbuk 37673, South Korea. wkchung@postech.ac.kr.
  • Eui Sun Jeong
    Department of Internal Medicine, College of Medicine, Ewha Womans University Mokdong Hospital, Ewha Womans University College of Medicine, Seoul, South Korea, Seoul, Republic of Korea.
  • Rena Lee
  • Jin Sung Kim
    Department of Radiation Oncology, Yonsei Cancer Center, Yonsei University College of Medicine, Seoul, South Korea.
  • So Hyun Ahn
    Ewha Medical Research Institute, School of Medicine, Ewha Womans University, Seoul, Republic of Korea.
  • Sung Ae Jung
    Department of Internal Medicine, College of Medicine, Ewha Womans University Mokdong Hospital, Ewha Womans University College of Medicine, Seoul, South Korea, Seoul, Republic of Korea.