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
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] Prevalence of Sarcopenia and Its Effect on Postoperative Complications in Patients with Crohn's Disease
    Zhang, Chen
    Yu, Dingye
    Hong, Liwen
    Zhang, Tianyu
    Liu, Hua
    Fan, Rong
    Wang, Lei
    Zhong, Jie
    Wang, Zhengting
    GASTROENTEROLOGY RESEARCH AND PRACTICE, 2021, 2021
  • [32] The impact of preoperative use of infliximab on postoperative complications in patients with Crohn's disease
    Shiraki, Manabu
    Yamamoto, Takayuki
    JOURNAL OF CROHNS & COLITIS, 2012, 6 (10): : 1038 - 1038
  • [33] 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
  • [34] Anti-TNF and Postoperative Complications in Abdominal Crohn's Disease Surgery
    Yamamoto, Takayuki
    Teixeira, Fabio Vieira
    Saad-Hossne, Rogerio
    Kotze, Paulo Gustavo
    Danese, Silvio
    CURRENT DRUG TARGETS, 2019, 20 (13) : 1339 - 1348
  • [35] 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
  • [36] Low psoas muscle area is associated with postoperative complications in Crohn’s disease
    Yaniv Zager
    Saed Khalilieh
    Omar Ganaiem
    Eli Gorgov
    Nir Horesh
    Roi Anteby
    Uri Kopylov
    Harel Jacoby
    Yael Dreznik
    Assaf Dori
    Mordechai Gutman
    Avinoam Nevler
    International Journal of Colorectal Disease, 2021, 36 : 543 - 550
  • [37] THE INFLUENCE OF INFLIXIMAB ON POSTOPERATIVE COMPLICATIONS IN PATIENTS WITH ULCERATIVE COLITIS AND CROHN'S DISEASE
    Ma, J.
    Trencheva, K.
    Sonoda, T.
    Shukla, P.
    Milsom, J.
    Lee, S.
    DISEASES OF THE COLON & RECTUM, 2011, 54 (05) : E105 - E105
  • [38] Postoperative infectious complications in Crohn's disease: results from PRACTICROHN study
    Gutierrez, A.
    Taxonera, C.
    Garcia, V.
    Minguez, M.
    Martin Arranz, M. D.
    Castro, M.
    Barreiro-de Acosta, M.
    Julia, B.
    Cea-Calvo, L.
    Romero, C.
    Domenech, E.
    JOURNAL OF CROHNS & COLITIS, 2017, 11 : S50 - S51
  • [39] Low psoas muscle area is associated with postoperative complications in Crohn's disease
    Zager, Yaniv
    Khalilieh, Saed
    Ganaiem, Omar
    Gorgov, Eli
    Horesh, Nir
    Anteby, Roi
    Kopylov, Uri
    Jacoby, Harel
    Dreznik, Yael
    Dori, Assaf
    Gutman, Mordechai
    Nevler, Avinoam
    INTERNATIONAL JOURNAL OF COLORECTAL DISEASE, 2021, 36 (03) : 543 - 550
  • [40] Evaluating the risk factors of surgery and postoperative complications in stricturing Crohn's Disease
    Yunusov, E.
    Piyade, B.
    Ergenc, I
    Tasci, M. E.
    Sariyar, N.
    Alahdab, Y. Ozen
    Atug, O.
    Kani, H. T.
    JOURNAL OF CROHNS & COLITIS, 2025, 19 : i1013 - i1013