Recent advances in artificial intelligence for pancreatic ductal adenocarcinoma

被引:16
|
作者
Hayashi, Hiromitsu [1 ]
Uemura, Norio [1 ]
Matsumura, Kazuki [1 ]
Zhao, Liu [1 ]
Sato, Hiroki [1 ]
Shiraishi, Yuta [1 ]
Yamashita, Yo-ichi [1 ]
Baba, Hideo [1 ]
机构
[1] Kumamoto Univ, Dept Gastroenterol Surg, Grad Sch Life Sci, Kumamoto 8608556, Japan
关键词
Pancreatic cancer; Pancreatic ductal adenocarcinoma; Artificial intelligence; Machine learning; Precision medicine; NEURAL-NETWORK ANALYSIS; CONTRAST-ENHANCED CT; DIFFERENTIAL-DIAGNOSIS; ADJUVANT CHEMOTHERAPY; ENDOSCOPIC ULTRASOUND; CANCER RISK; COMPUTED-TOMOGRAPHY; PREDICTION MODEL; EUS IMAGES; OPEN-LABEL;
D O I
10.3748/wjg.v27.i43.7480
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Pancreatic ductal adenocarcinoma (PDAC) remains the most lethal type of cancer. The 5-year survival rate for patients with early-stage diagnosis can be as high as 20%, suggesting that early diagnosis plays a pivotal role in the prognostic improvement of PDAC cases. In the medical field, the broad availability of biomedical data has led to the advent of the "big data " era. To overcome this deadly disease, how to fully exploit big data is a new challenge in the era of precision medicine. Artificial intelligence (AI) is the ability of a machine to learn and display intelligence to solve problems. AI can help to transform big data into clinically actionable insights more efficiently, reduce inevitable errors to improve diagnostic accuracy, and make real-time predictions. AI-based omics analyses will become the next alterative approach to overcome this poor-prognostic disease by discovering biomarkers for early detection, providing molecular/genomic subtyping, offering treatment guidance, and predicting recurrence and survival. Advances in AI may therefore improve PDAC survival outcomes in the near future. The present review mainly focuses on recent advances of AI in PDAC for clinicians. We believe that breakthroughs will soon emerge to fight this deadly disease using AI-navigated precision medicine.
引用
收藏
页码:7480 / 7496
页数:17
相关论文
共 50 条
  • [1] Recent advances in artificial intelligence for pancreatic ductal adenocarcinoma
    Hiromitsu Hayashi
    Norio Uemura
    Kazuki Matsumura
    Liu Zhao
    Hiroki Sato
    Yuta Shiraishi
    Yoichi Yamashita
    Hideo Baba
    World Journal of Gastroenterology, 2021, (43) : 7480 - 7496
  • [2] Pancreatic Ductal Adenocarcinoma (PDAC): A Review of Recent Advancements Enabled by Artificial Intelligence
    Mukund, Ashwin
    Afridi, Muhammad Ali
    Karolak, Aleksandra
    Park, Margaret A.
    Permuth, Jennifer B.
    Rasool, Ghulam
    CANCERS, 2024, 16 (12)
  • [3] Imaging of Pancreatic Ductal Adenocarcinoma: An Update on Recent Advances
    Barat, Maxime
    Marchese, Ugo
    Pellat, Anna
    Dohan, Anthony
    Coriat, Romain
    Hoeffel, Christine
    Fishman, Elliot K. K.
    Cassinotto, Christophe
    Chu, Linda
    Soyer, Philippe
    CANADIAN ASSOCIATION OF RADIOLOGISTS JOURNAL-JOURNAL DE L ASSOCIATION CANADIENNE DES RADIOLOGISTES, 2023, 74 (02): : 351 - 361
  • [4] Recent advances in precision medicine for pancreatic ductal adenocarcinoma
    Hayashi, Hiromitsu
    Higashi, Takaaki
    Miyata, Tatsunori
    Yamashita, Yo-ichi
    Baba, Hideo
    ANNALS OF GASTROENTEROLOGICAL SURGERY, 2021, 5 (04): : 457 - 466
  • [5] Perineural invasion detection in pancreatic ductal adenocarcinoma using artificial intelligence
    Sarah Borsekofsky
    Shlomo Tsuriel
    Rami R. Hagege
    Dov Hershkovitz
    Scientific Reports, 13
  • [6] Perineural invasion detection in pancreatic ductal adenocarcinoma using artificial intelligence
    Borsekofsky, Sarah
    Tsuriel, Shlomo
    Hagege, Rami R.
    Hershkovitz, Dov
    SCIENTIFIC REPORTS, 2023, 13 (01)
  • [7] Recent advances in proteomic profiling of pancreatic ductal adenocarcinoma and the road ahead
    Kim, Hyunsoo
    Park, Joonho
    Wang, Joseph I.
    Kim, Youngsoo
    EXPERT REVIEW OF PROTEOMICS, 2017, 14 (11) : 963 - 971
  • [8] Recent advances in targeted drug delivery for the treatment of pancreatic ductal adenocarcinoma
    Song, Haolin
    Jiang, Chen
    EXPERT OPINION ON DRUG DELIVERY, 2022, 19 (03) : 281 - 301
  • [9] Advances in the management of pancreatic ductal adenocarcinoma
    O'Kane, Grainne M.
    Ladak, Farah
    Gallinger, Steven
    CANADIAN MEDICAL ASSOCIATION JOURNAL, 2021, 193 (34) : E1362 - E1370
  • [10] Advances in Pancreatic Ductal Adenocarcinoma Treatment
    Anderson, Eric M.
    Thomassian, Shant
    Gong, Jun
    Hendifar, Andrew
    Osipov, Arsen
    CANCERS, 2021, 13 (21)