AI and Polyp Detection During Colonoscopy

被引:0
|
作者
Spadaccini, Marco [1 ,2 ]
Menini, Maddalena [1 ,2 ]
Massimi, Davide [1 ,2 ]
Rizkala, Tommy [2 ]
De Sire, Roberto [2 ]
Alfarone, Ludovico [2 ]
Capogreco, Antonio [2 ]
Colombo, Matteo [2 ]
Maselli, Roberta [1 ,2 ]
Fugazza, Alessandro [2 ]
Brandaleone, Luca [1 ,2 ]
Di Martino, Antonio [1 ,2 ]
Ramai, Daryl [3 ]
Repici, Alessandro [1 ,2 ]
Hassan, Cesare [1 ,2 ]
机构
[1] Humanitas Univ, Dept Biomed Sci, Via Rita Levi Montalcini 4, I-20090 Milan, Italy
[2] IRCCS Humanitas Res Hosp, Dept Gastroneterol, Via Alessandro Manzoni 56, I-20089 Milan, Italy
[3] Univ Utah, Div Gastroenterol & Hepatol, Salt Lake City, UT 84112 USA
关键词
artificial intelligence (AI); colonoscopy; adenoma detection rate (ADR); computer-aided detection (CADe); colorectal cancer (CRC); polyp detection; COMPUTER-AIDED DETECTION; ADENOMA DETECTION RATE; ARTIFICIAL-INTELLIGENCE; COLORECTAL CANCERS; QUALITY; RISK; ENDOSCOPY; RESECTION;
D O I
10.3390/cancers17050797
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Colorectal cancer (CRC) prevention depends on effective colonoscopy; yet variability in adenoma detection rates (ADRs) and missed lesions remain significant hurdles. Artificial intelligence-powered computer-aided detection (CADe) systems offer promising advancements in enhancing polyp detection. This review examines the role of CADe in improving ADR and reducing adenoma miss rates (AMRs) while addressing its broader clinical implications. CADe has demonstrated consistent improvements in ADRs and AMRs; largely by detecting diminutive polyps, but shows limited efficacy in identifying advanced adenomas or sessile serrated lesions. Challenges such as operator deskilling and the need for enhanced algorithms persist. Combining CADe with adjunctive techniques has shown potential for further optimizing performance. While CADe has standardized detection quality; its long-term impact on CRC incidence and mortality remains inconclusive. Future research should focus on refining CADe technology and assessing its effectiveness in reducing the global burden of CRC.
引用
收藏
页数:11
相关论文
共 50 条
  • [21] Evaluation of a real-time computer-aided polyp detection system during screening colonoscopy: AI-DETECT study
    Ahmad, Ahmir
    Wilson, Ana
    Haycock, Adam
    Humphries, Adam
    Monahan, Kevin
    Suzuki, Noriko
    Thomas-Gibson, Siwan
    Vance, Margaret
    Bassett, Paul
    Thiruvilangam, Kowshika
    Dhillon, Angad
    Saunders, Brian P.
    ENDOSCOPY, 2023, 55 (04) : 313 - 319
  • [22] Patient Tolerability of Bowel Preparation is Associated with Polyp Detection Rate During Colonoscopy
    Holt, Edward W.
    Yimam, Kidist K.
    Ma, Hanley
    Shaw, Richard E.
    Sundberg, Richard A.
    Verhille, Michael S.
    JOURNAL OF GASTROINTESTINAL AND LIVER DISEASES, 2014, 23 (02) : 135 - 140
  • [23] Automatic Polyp Detection and Localization during Colonoscopy using Convolutional Neural Networks
    Bravo, Diego
    Ruano, Josue
    Gomez, Martin
    Romero, Eduardo
    MEDICAL IMAGING 2020: COMPUTER-AIDED DIAGNOSIS, 2020, 11314
  • [24] Nurse Observation During Colonoscopy Increases Polyp Detection: A Randomized Prospective Study
    Aslanian, Harry R.
    Shieh, Frederick K.
    Chan, Francis W.
    Ciarleglio, Maria M.
    Deng, Yanhong
    Rogart, Jason N.
    Jamidar, Priya A.
    Siddiqui, Uzma D.
    AMERICAN JOURNAL OF GASTROENTEROLOGY, 2013, 108 (02): : 166 - 172
  • [25] Nurse Observation During Colonoscopy Increases Polyp Detection: A Randomized Prospective Study
    Aslanian, Harry R.
    Shieh, Frederick K.
    Rogart, Jason
    Jamidar, Priya A.
    Chan, Francis W.
    Ciarleglio, Maria
    Deng, Yanhong
    Siddiqui, Uzma D.
    GASTROINTESTINAL ENDOSCOPY, 2012, 75 (04) : 322 - 322
  • [26] A Prospective Validation of Deep Learning for Polyp Auto-detection during Colonoscopy
    Wang, Pu
    Xiao, Xiao
    Liu, Jingjia
    Li, Liangping
    Tu, Mengtian
    He, Jiong
    Hu, Xiao
    Xiong, Fei
    Xin, Yi
    Liu, Xiaogang
    AMERICAN JOURNAL OF GASTROENTEROLOGY, 2017, 112 : S106 - S108
  • [27] Hyoscine for polyp detection during colonoscopy: A meta-analysis and systematic review
    Ashraf, Imran
    Ashraf, Sohail
    Siddique, Sameer
    Nguyen, Douglas L.
    Choudhary, Abhishek
    Bechtold, Matthew L.
    WORLD JOURNAL OF GASTROINTESTINAL ENDOSCOPY, 2014, 6 (11): : 549 - 554
  • [28] Propofol Based Sedation During Colonoscopy Associated with Increased Serrated Polyp Detection
    Quaye, Aurora
    Butterly, Lynn
    Robinson, Christina
    Hisey, William
    Mackenzie, Todd
    Warters, Dave
    Anderson, Joseph
    ANESTHESIA AND ANALGESIA, 2023, 136 : 52 - 54
  • [29] Trainee Participation during Colonoscopy Adversely Affects Polyp and Adenoma Detection Rates
    Nishizawa, Toshihiro
    Suzuki, Hidekazu
    Takahashi, Masahiko
    Kaneko, Hiroshi
    Fujiyama, Yoichi
    Komatsu, Hidetsugu
    Nagumo, Hironobu
    Tanaka, Shin
    Hibi, Toshifumi
    DIGESTION, 2011, 84 (03) : 245 - 246
  • [30] Variation in polyp detection rates at screening colonoscopy
    Imperiale, Thomas F.
    Glowinski, Elizabeth A.
    Cooper, Ching L.
    Larkin, Gregory N.
    Azzouz, Faouzi
    Ransohoff, David F.
    GASTROENTEROLOGY, 2006, 130 (04) : A81 - A81