Artificial Intelligence for Real-Time Prediction of the Histology of Colorectal Polyps by General Endoscopists

被引:6
|
作者
Rex, Douglas K. [1 ]
Bhavsar-Burke, Indira [1 ]
Buckles, Daniel [2 ]
Burton, James [3 ]
Cartee, Amanda [4 ]
Comar, Kevin [5 ]
Edwards, Adam [4 ]
Fennimore, Blair [3 ]
Fischer, Monika [1 ]
Gerich, Mark [3 ]
Gilmore, Ashley [1 ]
Hamdeh, Shadi [2 ]
Hoffman, Jeffrey [5 ]
Ibach, Michael [5 ]
Jackson, Mollie [2 ]
James-Stevenson, Toyia [1 ]
Kaltenbach, Tonya [6 ]
Kaplan, Jeffrey [3 ]
Kapur, Saurabh [2 ]
Kohm, Daniel [5 ]
Kriss, Michael [3 ]
Kundumadam, Shanker [1 ]
Baig, Kondal R. Kyanam Kabir [4 ]
Menard-Katcher, Paul [3 ]
Kraft, Cary [6 ]
Langworthy, James [2 ]
Misra, Bharat [5 ]
Molloy, Eric [2 ]
Munoz, Juan Carlos [5 ]
Norvell, John [3 ]
Nowak, Thomas [1 ]
Obaitan, Itegbemie [1 ]
Patel, Swati [3 ]
Patel, Mitesh [2 ]
Peter, Shajan [4 ]
Reid, B. Marie [5 ]
Rogers, Nicholas [1 ]
Ross, Jason [5 ]
Ryan, James [6 ]
Sagi, Sashidhar [1 ]
Saito, Akira [1 ]
Samo, Salih [2 ]
Sarkis, Fayez [4 ]
Scott, Frank I. [3 ]
Siwiec, Robert [1 ]
Sullivan, Shelby [3 ]
Wieland, Amanda [3 ]
Zhang, Jianying [7 ]
Repici, Alessandro [8 ,9 ,10 ]
Hassan, Cesare [8 ,9 ,10 ,14 ]
机构
[1] Indiana Univ Sch Med, Indianapolis, IN USA
[2] Univ Kansas Med Ctr, Kansas City, KS USA
[3] Univ Colorado Boulder, Boulder, CO USA
[4] Univ Alabama Birmingham, Birmingham, AL USA
[5] Borland Groover, Jacksonville, FL USA
[6] San Francisco VA Med Ctr, San Francisco, CA USA
[7] Olympus Corp Amer, Center Valley, PA USA
[8] Humanitas Univ, Dept Biomed Sci, Pieve Emanuele, Italy
[9] IRCCS, Humanitas Clin & Res Hosp, Rozzano, Italy
[10] IRCCS, Endoscopy Unit, Rozzano, Italy
[11] Vancouver Gen Hosp, Div Gastroenterol, Vancouver, BC, Canada
[12] Univ British Columbia, Vancouver, BC, Canada
[13] Satisfai Hlth, Vancouver, BC, Canada
[14] Humanitas Res Hosp, Humanitas Res Hosp & Univ, Via Manzoni 56, I-20089 Rozzano, Milano, Italy
关键词
COLON POLYPS; ACCURACY; VALIDATION; DIAGNOSIS; SYSTEM;
D O I
10.7326/M24-0086
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Real-time prediction of histologic features of small colorectal polyps may prevent resection and/or pathologic evaluation and therefore decrease colonoscopy costs. Previous studies showed that computer-aided diagnosis (CADx) was highly accurate, though it did not outperform expert endoscopists. Objective: To assess the diagnostic performance of histologic predictions by general endoscopists before and after assistance from CADx in a real-life setting. Design: Prospective, multicenter, single-group study. (ClinicalTrials.gov: NCT04437615) Setting: 6 centers across the United States. Participants: 1252 consecutive patients undergoing colonoscopy and 49 general endoscopists with variable experience in real-time prediction of polyp histologic features. Intervention: Real-time use of CADx during routine colonoscopy. Measurements: The primary end points were the sensitivity and specificity of CADx-unassisted and CADx-assisted histologic predictions for adenomas measuring 5 mm or less. For clinical purposes, additional estimates according to location and confidence level were provided. Results: The CADx device made a diagnosis for 2695 polyps measuring 5 mm or less (96%) in 1252 patients. There was no difference in sensitivity between the unassisted and assisted groups (90.7% vs. 90.8%; P = 0.52). Specificity was higher in the CADx-assisted group (59.5% vs. 64.7%; P < 0.001). Among all 2695 polyps measuring 5 mm or less, 88.2% and 86.1% (P < 0.001) in the CADx-assisted and unassisted groups, respectively, could be resected and discarded without pathologic evaluation. Among 743 rectosigmoid polyps measuring 5 mm or less, 49.5% and 47.9% (P < 0.001) in the CADx-assisted and unassisted groups, respectively, could be left in situ without resection. Limitation: Decision making based on CADx might differ outside a clinical trial. Conclusion: CADx assistance did not result in increased sensitivity of optical diagnosis. Despite a slight increase, the specificity of CADx-assisted diagnosis remained suboptimal.
引用
收藏
页码:911 / 918
页数:9
相关论文
共 50 条
  • [21] Artificial Intelligence (AI) in Endoscopy-Deep Learning for Optical Biopsy of Colorectal Polyps in Real-Time on Unaltered Endoscopic Videos
    Byrne, Michael F.
    Chapados, Nicolas
    Soudan, Florian
    Oertel, Clemens
    Perez, Milagros L. Linares
    Kelly, Raymond
    Iqbal, Nadeem
    Chandelier, Florent
    Rex, Douglas K.
    GASTROINTESTINAL ENDOSCOPY, 2017, 85 (05) : AB364 - AB365
  • [22] Impediments to implementation of real-time pathology prediction in Barrett's esophagus and colorectal polyps
    Rex, Douglas K.
    ENDOSCOPY INTERNATIONAL OPEN, 2015, 3 (03) : E186 - E188
  • [23] Real-Time Endoscopic Pathology Assessment of Colorectal Polyps
    Douglas K. Rex
    Current Gastroenterology Reports, 2013, 15 (11)
  • [24] ARTIFICIAL INTELLIGENCE SYSTEM USING WHITE LIGHT FOR REAL-TIME OPTICAL CHARACTERIZATION OF COLONIC POLYPS
    Bergna, I. M. B.
    Rondonotti, E.
    Paggi, S.
    Amato, A.
    Andrealli, A.
    Scardino, G.
    Tamanini, G.
    Lenoci, N.
    Mandelli, G.
    Terreni, N.
    Radaelli, F.
    DIGESTIVE AND LIVER DISEASE, 2023, 55 : S170 - S171
  • [25] Real-Time Use of Artificial Intelligence in Identification of Diminutive Polyps During Colonoscopy A Prospective Study
    Mori, Yuichi
    Kudo, Shin-ei
    Misawa, Masashi
    Saito, Yutaka
    Ikematsu, Hiroaki
    Hotta, Kinichi
    Ohtsuka, Kazuo
    Urushibara, Fumihiko
    Kataoka, Shinichi
    Ogawa, Yushi
    Maeda, Yasuharu
    Takeda, Kenichi
    Nakamura, Hiroki
    Ichimasa, Katsuro
    Kudo, Toyoki
    Hayashi, Takemasa
    Wakamura, Kunihiko
    Ishida, Fumio
    Inoue, Haruhiro
    Itoh, Hayato
    Oda, Masahiro
    Mori, Kensaku
    ANNALS OF INTERNAL MEDICINE, 2018, 169 (06) : 357 - +
  • [26] Impact of 3-second rule for high confidence assignment on the performance of endoscopists for the real-time optical diagnosis of colorectal polyps
    Kim, Jung
    Lim, Seon Hee
    Kang, Hae Yeon
    Song, Ji Hyun
    Yang, Sun Young
    Chung, Goh Eun
    Jin, Eun Hyo
    Choi, Ji Min
    Bae, Jung Ho
    ENDOSCOPY, 2023, 55 (10) : 945 - 951
  • [27] REAL-TIME + CONTEMPORARY ARTIFICIAL-INTELLIGENCE
    DELANDA, M
    MILLENNIUM FILM JOURNAL, 1989, (20-21): : 66 - 76
  • [28] REAL-TIME ARTIFICIAL-INTELLIGENCE - INTRODUCTION
    LESSER, V
    REAL-TIME SYSTEMS, 1990, 2 (1-2) : 5 - 6
  • [29] ARTIFICIAL-INTELLIGENCE IN REAL-TIME CONTROL
    RODD, MG
    VERBRUGGEN, HB
    KRIJGSMAN, AJ
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 1992, 5 (05) : 385 - 399
  • [30] Artificial intelligence based real-time microcirculation analysis system for laparoscopic colorectal surgery
    Sang-Ho Park
    Hee-Min Park
    Kwang-Ryul Baek
    Hong-Min Ahn
    In Young Lee
    Gyung Mo Son
    World Journal of Gastroenterology, 2020, 26 (44) : 6945 - 6962