Establishing a preoperative predictive model for gallbladder adenoma and cholesterol polyps based on machine learning: a multicentre retrospective study.

Journal: World journal of surgical oncology
PMID: 39875897

Abstract

BACKGROUND: With the rising diagnostic rate of gallbladder polypoid lesions (GPLs), differentiating benign cholesterol polyps from gallbladder adenomas with a higher preoperative malignancy risk is crucial. This study aimed to establish a preoperative prediction model capable of accurately distinguishing between gallbladder adenomas and cholesterol polyps using machine learning algorithms.

Authors

  • Yubing Wang
    College of Biological Sciences and Biotechnology, Beijing Forestry University Beijing, China.
  • Chao Qu
    Department of Ophthalmology, Sichuan Academy of Medical Sciences and Sichuan Provincial People's Hospital, Chengdu 610072, China. Electronic address: lucyjeffersonqu@hotmail.com.
  • Jiange Zeng
    Department of Hepatobiliary and Pancreas, Affiliated Hospital of Qingdao University, NO.1677 Wutaishan Road, Qingdao, Shandong Province, 266555, China.
  • Yumin Jiang
    Department of Hepatobiliary and Pancreas, Affiliated Hospital of Qingdao University, NO.1677 Wutaishan Road, Qingdao, Shandong Province, 266555, China.
  • Ruitao Sun
    Department of Hepatobiliary and Pancreas, Affiliated Hospital of Qingdao University, NO.1677 Wutaishan Road, Qingdao, Shandong Province, 266555, China.
  • Changlei Li
    Department of Hepatobiliary and Pancreas, Affiliated Hospital of Qingdao University, NO.1677 Wutaishan Road, Qingdao, Shandong Province, 266555, China.
  • Jian Li
    Fujian Key Laboratory of Traditional Chinese Veterinary Medicine and Animal Health, College of Animal Science, Fujian Agriculture and Forestry University, Fuzhou, China.
  • Chengzhi Xing
    School of Earth and Space Sciences, University of Science and Technology of China, Hefei 230026, China.
  • Bin Tan
    Economics and Management Department, North China Electric Power University, Baoding, 071000, Hebei, China.
  • Kui Liu
    Department of Respiratory and Critical Care Medicine, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei 430030, China.
  • Qing Liu
    School of Chemistry and Chemical Engineering, Shandong University of Technology, 255049, Zibo, PR China.
  • Dianpeng Zhao
    Department of Hepatobiliary Surgery, Shandong Second Medical University, No.7166, Baotong West Street, Weicheng District, Weifang, Shandong Province, 261053, China.
  • Jingyu Cao
    Department of Hepatobiliary and Pancreas, Affiliated Hospital of Qingdao University, NO.1677 Wutaishan Road, Qingdao, Shandong Province, 266555, China. CJY20240708@163.com.
  • Weiyu Hu
    Department of Hepatobiliary and Pancreas, Affiliated Hospital of Qingdao University, NO.1677 Wutaishan Road, Qingdao, Shandong Province, 266555, China. huweiyucn@126.com.

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