Machine learning assisted radiomics in predicting postoperative occurrence of deep venous thrombosis in patients with gastric cancer.

Journal: BMC cancer
PMID: 39920636

Abstract

BACKGROUND: Gastric cancer patients are prone to lower extremity deep vein thrombosis (DVT) after surgery, which is an important cause of death in postoperative patients. Therefore, it is particularly important to find a suitable way to predict the risk of postoperative occurrence of DVT in GC patients. This study aims to explore the effectiveness of using machine learning (ML) assisted radiomics to build imaging models for prediction of lower extremity DVT occurrence in GC patients after surgery.

Authors

  • Yuan Zeng
    Department of Gastroenterology, The First Affiliated Hospital of Wenzhou Medical University, Nanbaixiang, Ouhai District, Wenzhou, Zhejiang, P.R. China.
  • Yuhao Chen
    Department of Industrial and Systems Engineering, University of Florida, Gainesville, FL, 32611, USA.
  • Dandan Zhu
    East China Normal University, No. 3663, Zhongshan North Road, Shanghai, 200333, Shanghai, China.
  • Jun Xu
    Department of Nephrology, The Affiliated Baiyun Hospital of Guizhou Medical University, Guizhou, China.
  • Xiangting Zhang
    Department of Gastroenterology, The First Affiliated Hospital of Wenzhou Medical University, Nanbaixiang, Ouhai District, Wenzhou, Zhejiang, P.R. China.
  • Huiya Ying
    Department of Gastroenterology, The First Affiliated Hospital of Wenzhou Medical University, Nanbaixiang, Ouhai District, Wenzhou, Zhejiang, P.R. China.
  • Xian Song
    Department of Gastroenterology, The First Affiliated Hospital of Wenzhou Medical University, Nanbaixiang, Ouhai District, Wenzhou, Zhejiang, P.R. China.
  • Ruoru Zhou
    Department of Gastroenterology, The First Affiliated Hospital of Wenzhou Medical University, Nanbaixiang, Ouhai District, Wenzhou, Zhejiang, P.R. China.
  • Yixiao Wang
    Department of Gastroenterology, The First Affiliated Hospital of Wenzhou Medical University, Nanbaixiang, Ouhai District, Wenzhou, Zhejiang, P.R. China.
  • Fujun Yu
    Department of Gastroenterology, The First Affiliated Hospital of Wenzhou Medical University, Nanbaixiang, Ouhai District, Wenzhou, Zhejiang, P.R. China. yufujun@wmu.edu.cn.

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