deep learning;
screening;
machine learning;
artificial intelligence;
pancreatic cancer;
D O I:
10.7759/cureus.49560
中图分类号:
R5 [内科学];
学科分类号:
1002 ;
100201 ;
摘要:
Artificial intelligence (AI) has made significant advancements in the medical domain in recent years. AI, an expansive field comprising Machine Learning (ML) and, within it, Deep Learning (DL), seeks to emulate the intricate operations of the human brain. It examines vast amounts of data and plays a crucial role in decision-making, overcoming limitations related to human evaluation. DL utilizes complex algorithms to analyze data. ML and DL are subsets of AI that utilize hard statistical techniques that help machines consistently improve at tasks with experience. Pancreatic cancer is more common in developed countries and is one of the leading causes of cancer-related mortality worldwide. Managing pancreatic cancer remains a challenge despite significant advancements in diagnosis and treatment. AI has secured an almost ubiquitous presence in the field of oncological workup and management, especially in gastroenterology malignancies. AI is particularly useful for various investigations of pancreatic carcinoma because it has specific radiological features that enable diagnostic procedures without the requirement of a histological study. However, interpreting and evaluating resulting images is not always simple since images vary as the disease progresses. Secondly, a number of factors may impact prognosis and response to the treatment process. Currently, AI models have been created for diagnosing, grading, staging, and predicting prognosis and treatment response. This review presents the most up-to-date knowledge on the use of AI in the diagnosis and treatment of pancreatic carcinoma.
机构:
University of Sharjah,Department of Medical Diagnostic Imaging, College of Health ScienceUniversity of Sharjah,Department of Medical Diagnostic Imaging, College of Health Science
Dilber Uzun Ozsahin
Natacha Usanase
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h-index: 0
机构:
University of Sharjah,Research Institute for Medical and Health SciencesUniversity of Sharjah,Department of Medical Diagnostic Imaging, College of Health Science
Natacha Usanase
Ilker Ozsahin
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h-index: 0
机构:
Near East University,Operational Research Centre in HealthcareUniversity of Sharjah,Department of Medical Diagnostic Imaging, College of Health Science
机构:
Univ Med & Pharm Craiova, Res Ctr Gastroenterol & Hepatol, Craiova, RomaniaUniv Med & Pharm Craiova, Res Ctr Gastroenterol & Hepatol, Craiova, Romania
Cazacu, Irina M.
Udristoiu, Anca
论文数: 0引用数: 0
h-index: 0
机构:
Univ Craiova, Fac Automat Comp & Elect, Craiova, RomaniaUniv Med & Pharm Craiova, Res Ctr Gastroenterol & Hepatol, Craiova, Romania
Udristoiu, Anca
Gruionu, Lucian Gheorghe
论文数: 0引用数: 0
h-index: 0
机构:
Univ Craiova, Fac Mech, Craiova, RomaniaUniv Med & Pharm Craiova, Res Ctr Gastroenterol & Hepatol, Craiova, Romania
Gruionu, Lucian Gheorghe
Iacob, Andreea
论文数: 0引用数: 0
h-index: 0
机构:
Univ Craiova, Fac Automat Comp & Elect, Craiova, RomaniaUniv Med & Pharm Craiova, Res Ctr Gastroenterol & Hepatol, Craiova, Romania
Iacob, Andreea
Gruionu, Gabriel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Craiova, Fac Mech, Craiova, RomaniaUniv Med & Pharm Craiova, Res Ctr Gastroenterol & Hepatol, Craiova, Romania
Gruionu, Gabriel
Saftoiu, Adrian
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机构:
Univ Med & Pharm Craiova, Res Ctr Gastroenterol & Hepatol, Craiova, RomaniaUniv Med & Pharm Craiova, Res Ctr Gastroenterol & Hepatol, Craiova, Romania
机构:
Department of Anatomy and Embriology,“Victor Babe?” University of Medicine and Pharmacy Timi?oaraDepartment of Anatomy and Embriology,“Victor Babe?” University of Medicine and Pharmacy Timi?oara
Alexandra Corina Faur
Daniela Cornelia Lazar
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h-index: 0
机构:
Department Ⅴ of Internal Medicine Ⅰ,Discipline of Internal Medicine Ⅳ,University of Medicine and Pharmacy “Victor Babes” Timi?oaraDepartment of Anatomy and Embriology,“Victor Babe?” University of Medicine and Pharmacy Timi?oara
Daniela Cornelia Lazar
Laura Andreea Ghenciu
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机构:
Department Ⅲ,Discipline of Pathophysiology,“Victor Babe?” University of Medicine and PharmacyDepartment of Anatomy and Embriology,“Victor Babe?” University of Medicine and Pharmacy Timi?oara
机构:
Chinese Acad Med Sci & Peking Union Med Coll, Peking Union Med Coll Hosp, Dept Gen Surg, State Key Lab Complex Severe & Rare Dis, Beijing 100730, Peoples R China
Tsinghua Univ, Sch Med, Beijing 100084, Peoples R ChinaChinese Acad Med Sci & Peking Union Med Coll, Peking Union Med Coll Hosp, Dept Gen Surg, State Key Lab Complex Severe & Rare Dis, Beijing 100730, Peoples R China
Huang, Bowen
Huang, Haoran
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h-index: 0
机构:
Chinese Acad Med Sci & Peking Union Med Coll, Peking Union Med Coll Hosp, Dept Gen Surg, State Key Lab Complex Severe & Rare Dis, Beijing 100730, Peoples R China
Tsinghua Univ, Sch Med, Beijing 100084, Peoples R ChinaChinese Acad Med Sci & Peking Union Med Coll, Peking Union Med Coll Hosp, Dept Gen Surg, State Key Lab Complex Severe & Rare Dis, Beijing 100730, Peoples R China
Huang, Haoran
Zhang, Shuting
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h-index: 0
机构:
Chinese Acad Med Sci & Peking Union Med Coll, Peking Union Med Coll Hosp, Dept Gen Surg, State Key Lab Complex Severe & Rare Dis, Beijing 100730, Peoples R China
Tsinghua Univ, Sch Med, Beijing 100084, Peoples R ChinaChinese Acad Med Sci & Peking Union Med Coll, Peking Union Med Coll Hosp, Dept Gen Surg, State Key Lab Complex Severe & Rare Dis, Beijing 100730, Peoples R China
Zhang, Shuting
Zhang, Dingyue
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Med Sci & Peking Union Med Coll, Peking Union Med Coll Hosp, Dept Gen Surg, State Key Lab Complex Severe & Rare Dis, Beijing 100730, Peoples R China
Tsinghua Univ, Sch Med, Beijing 100084, Peoples R ChinaChinese Acad Med Sci & Peking Union Med Coll, Peking Union Med Coll Hosp, Dept Gen Surg, State Key Lab Complex Severe & Rare Dis, Beijing 100730, Peoples R China
Zhang, Dingyue
Shi, Qingya
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Sch Med, Beijing 100084, Peoples R ChinaChinese Acad Med Sci & Peking Union Med Coll, Peking Union Med Coll Hosp, Dept Gen Surg, State Key Lab Complex Severe & Rare Dis, Beijing 100730, Peoples R China
Shi, Qingya
Liu, Jianzhou
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h-index: 0
机构:
Chinese Acad Med Sci & Peking Union Med Coll, Peking Union Med Coll Hosp, Dept Gen Surg, State Key Lab Complex Severe & Rare Dis, Beijing 100730, Peoples R ChinaChinese Acad Med Sci & Peking Union Med Coll, Peking Union Med Coll Hosp, Dept Gen Surg, State Key Lab Complex Severe & Rare Dis, Beijing 100730, Peoples R China
Liu, Jianzhou
Guo, Junchao
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机构:
Chinese Acad Med Sci & Peking Union Med Coll, Peking Union Med Coll Hosp, Dept Gen Surg, State Key Lab Complex Severe & Rare Dis, Beijing 100730, Peoples R ChinaChinese Acad Med Sci & Peking Union Med Coll, Peking Union Med Coll Hosp, Dept Gen Surg, State Key Lab Complex Severe & Rare Dis, Beijing 100730, Peoples R China