Machine learning in predicting postoperative complications in Crohn's disease

被引:0
|
作者
Zhang, Li-Fan [1 ,2 ]
Chen, Liu-Xiang [1 ,2 ]
Yang, Wen-Juan [1 ,2 ]
Hu, Bing [1 ,2 ]
机构
[1] Sichuan Univ, West China Hosp, Dept Gastroenterol & Hepatol, 37 Guoxue Alley, Chengdu 610041, Sichuan, Peoples R China
[2] Sichuan Univ, West China Hosp, Digest Endoscopy Med Engn Res Lab, Chengdu 610041, Sichuan, Peoples R China
来源
WORLD JOURNAL OF GASTROINTESTINAL SURGERY | 2024年 / 16卷 / 08期
关键词
Crohn's disease; Intestinal resection; Postoperative complications; Machine learning; Explainability;
D O I
10.4240/wjgs.v16.i8.2745
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Crohn's disease (CD) is a chronic inflammatory bowel disease of unknown origin that can cause significant disability and morbidity with its progression. Due to the unique nature of CD, surgery is often necessary for many patients during their lifetime, and the incidence of postoperative complications is high, which can affect the prognosis of patients. Therefore, it is essential to identify and manage postoperative complications. Machine learning (ML) has become increasingly important in the medical field, and ML-based models can be used to predict postoperative complications of intestinal resection for CD. Recently, a valuable article titled "Predicting short-term major postoperative complications in intestinal resection for Crohn's disease: A machine learning-based study" was published by Wang et al. We appreciate the authors' creative work, and we are willing to share our views and discuss them with the authors.
引用
收藏
页数:4
相关论文
共 50 条
  • [31] Risk Factors for Early Postoperative Complications after Surgery for Crohn's Disease
    Joksimovic, Vladimir
    Karagjozov, Aleksandar
    Jota, Gjorgi
    Milev, Ilija
    Gelevski, Radomir
    ACTA FACULTATIS MEDICAE NAISSENSIS, 2014, 31 (03) : 147 - 154
  • [32] Determinants for postoperative complications after laparoscopic intestinal resection for Crohn’s disease
    Stefan Riss
    Clemens Bittermann
    Katrin Schwameis
    Ivan Kristo
    Martina Mittlböck
    Friedrich Herbst
    Anton Stift
    Surgical Endoscopy, 2012, 26 : 933 - 938
  • [33] Computed tomography enterography radiomics and machine learning for identification of Crohn's disease
    Shi, Qiao
    Hao, Yajing
    Liu, Huixian
    Liu, Xiaoling
    Yan, Weiqiang
    Mao, Jun
    Chen, Bihong T.
    BMC MEDICAL IMAGING, 2024, 24 (01):
  • [34] Determinants for postoperative complications after laparoscopic intestinal resection for Crohn's disease
    Riss, Stefan
    Bittermann, Clemens
    Schwameis, Katrin
    Kristo, Ivan
    Mittlboeck, Martina
    Herbst, Friedrich
    Stift, Anton
    SURGICAL ENDOSCOPY AND OTHER INTERVENTIONAL TECHNIQUES, 2012, 26 (04): : 933 - 938
  • [35] Role of fecal calprotection in predicting endoscopic recurrence in postoperative Crohn's disease
    Primas, Christian
    Hopf, Gertrud
    Reinisch, Sieglinde
    Baumann, Lukas
    Novacek, Gottfried
    Reinisch, Walter
    Vogelsang, Harald
    SCANDINAVIAN JOURNAL OF GASTROENTEROLOGY, 2021, 56 (10) : 1169 - 1174
  • [36] Predicting, treating and preventing postoperative recurrence of Crohn's disease: The state of the field
    Borowiec, Anna M.
    Fedorak, Richard N.
    CANADIAN JOURNAL OF GASTROENTEROLOGY AND HEPATOLOGY, 2011, 25 (03) : 140 - 146
  • [37] Preoperative infliximab use and postoperative complications in Crohn's disease: A systematic review and meta-analysis
    Yang, Zhi-Ping
    Hong, Liu
    Wu, Qiong
    Wu, Kai-Chun
    Fan, Dai-Ming
    INTERNATIONAL JOURNAL OF SURGERY, 2014, 12 (03) : 224 - 230
  • [38] Risk factors for postoperative complications after elective ileocolic resection for Crohn's disease: a retrospective study
    Gklavas, Antonios
    Poulaki, Aikaterini
    Dellaportas, Dionysios
    Papaconstantinou, Ioannis
    ANNALS OF GASTROENTEROLOGY, 2020, 33 (06): : 645 - 655
  • [39] Early postoperative complications in patients with Crohn's disease given and not given preoperative total parenteral nutrition
    Jacobson, Stefan
    SCANDINAVIAN JOURNAL OF GASTROENTEROLOGY, 2012, 47 (02) : 170 - 177
  • [40] The Presence of Postoperative Infectious Complications is Associated with the Risk of Early Postoperative Clinical Recurrence of Crohn’s Disease
    Zhen Guo
    Lei Cao
    Feilong Guo
    Jianfeng Gong
    Yi Li
    Lili Gu
    Weiming Zhu
    Jieshou Li
    World Journal of Surgery, 2017, 41 : 2371 - 2377