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


Journal

Annals of internal medicine
ISSN: 1539-3704
Titre abrégé: Ann Intern Med
Pays: United States
ID NLM: 0372351

Informations de publication

Date de publication:
21 May 2024
Historique:
medline: 20 5 2024
pubmed: 20 5 2024
entrez: 20 5 2024
Statut: aheadofprint

Résumé

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. To assess the diagnostic performance of histologic predictions by general endoscopists before and after assistance from CADx in a real-life setting. Prospective, multicenter, single-group study. (ClinicalTrials.gov: NCT04437615). 6 centers across the United States. 1252 consecutive patients undergoing colonoscopy and 49 general endoscopists with variable experience in real-time prediction of polyp histologic features. Real-time use of CADx during routine colonoscopy. 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. 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%; Decision making based on CADx might differ outside a clinical trial. CADx assistance did not result in increased sensitivity of optical diagnosis. Despite a slight increase, the specificity of CADx-assisted diagnosis remained suboptimal. Olympus America Corporation served as the clinical study sponsor.

Sections du résumé

BACKGROUND UNASSIGNED
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 UNASSIGNED
To assess the diagnostic performance of histologic predictions by general endoscopists before and after assistance from CADx in a real-life setting.
DESIGN UNASSIGNED
Prospective, multicenter, single-group study. (ClinicalTrials.gov: NCT04437615).
SETTING UNASSIGNED
6 centers across the United States.
PARTICIPANTS UNASSIGNED
1252 consecutive patients undergoing colonoscopy and 49 general endoscopists with variable experience in real-time prediction of polyp histologic features.
INTERVENTION UNASSIGNED
Real-time use of CADx during routine colonoscopy.
MEASUREMENTS UNASSIGNED
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 UNASSIGNED
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%;
LIMITATION UNASSIGNED
Decision making based on CADx might differ outside a clinical trial.
CONCLUSION UNASSIGNED
CADx assistance did not result in increased sensitivity of optical diagnosis. Despite a slight increase, the specificity of CADx-assisted diagnosis remained suboptimal.
PRIMARY FUNDING SOURCE UNASSIGNED
Olympus America Corporation served as the clinical study sponsor.

Identifiants

pubmed: 38768450
doi: 10.7326/M24-0086
doi:

Banques de données

ClinicalTrials.gov
['NCT04437615']

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Auteurs

Douglas K Rex (DK)

Indiana University School of Medicine, Indianapolis, Indiana (D.K.R., I.B., M.F., A.G., T.J., S.K., T.N., I.O., N.R., S.S., A.S., R.S.).

Indira Bhavsar-Burke (I)

Indiana University School of Medicine, Indianapolis, Indiana (D.K.R., I.B., M.F., A.G., T.J., S.K., T.N., I.O., N.R., S.S., A.S., R.S.).

Daniel Buckles (D)

University of Kansas Medical Center, Kansas City, Kansas (D.B., S.H., M.J., S.K., J.L., E.M., M.P., S.S., A.R.).

James Burton (J)

University of Colorado Boulder, Boulder, Colorado (J.B., B.F., M.G., J.K., M.K., P.M., J.N., S.P., F.S., S.S., A.W.).

Amanda Cartee (A)

University of Alabama at Birmingham, Birmingham, Alabama (A.C., A.E., K.R.K.K.B., S.P., F.S.).

Kevin Comar (K)

Borland Groover, Jacksonville, Florida (K.C., J.H., M.I., D.K., B.M., J.C.M., B.M.R., J.R.).

Adam Edwards (A)

University of Alabama at Birmingham, Birmingham, Alabama (A.C., A.E., K.R.K.K.B., S.P., F.S.).

Blair Fennimore (B)

University of Colorado Boulder, Boulder, Colorado (J.B., B.F., M.G., J.K., M.K., P.M., J.N., S.P., F.S., S.S., A.W.).

Monika Fischer (M)

Indiana University School of Medicine, Indianapolis, Indiana (D.K.R., I.B., M.F., A.G., T.J., S.K., T.N., I.O., N.R., S.S., A.S., R.S.).

Mark Gerich (M)

University of Colorado Boulder, Boulder, Colorado (J.B., B.F., M.G., J.K., M.K., P.M., J.N., S.P., F.S., S.S., A.W.).

Ashley Gilmore (A)

Indiana University School of Medicine, Indianapolis, Indiana (D.K.R., I.B., M.F., A.G., T.J., S.K., T.N., I.O., N.R., S.S., A.S., R.S.).

Shadi Hamdeh (S)

University of Kansas Medical Center, Kansas City, Kansas (D.B., S.H., M.J., S.K., J.L., E.M., M.P., S.S., A.R.).

Jeffrey Hoffman (J)

Borland Groover, Jacksonville, Florida (K.C., J.H., M.I., D.K., B.M., J.C.M., B.M.R., J.R.).

Michael Ibach (M)

Borland Groover, Jacksonville, Florida (K.C., J.H., M.I., D.K., B.M., J.C.M., B.M.R., J.R.).

Mollie Jackson (M)

University of Kansas Medical Center, Kansas City, Kansas (D.B., S.H., M.J., S.K., J.L., E.M., M.P., S.S., A.R.).

Toyia James-Stevenson (T)

Indiana University School of Medicine, Indianapolis, Indiana (D.K.R., I.B., M.F., A.G., T.J., S.K., T.N., I.O., N.R., S.S., A.S., R.S.).

Tonya Kaltenbach (T)

San Francisco VA Medical Center, San Francisco, California (T.K., C.K., J.R.).

Jeffrey Kaplan (J)

University of Colorado Boulder, Boulder, Colorado (J.B., B.F., M.G., J.K., M.K., P.M., J.N., S.P., F.S., S.S., A.W.).

Saurabh Kapur (S)

University of Kansas Medical Center, Kansas City, Kansas (D.B., S.H., M.J., S.K., J.L., E.M., M.P., S.S., A.R.).

Daniel Kohm (D)

Borland Groover, Jacksonville, Florida (K.C., J.H., M.I., D.K., B.M., J.C.M., B.M.R., J.R.).

Michael Kriss (M)

University of Colorado Boulder, Boulder, Colorado (J.B., B.F., M.G., J.K., M.K., P.M., J.N., S.P., F.S., S.S., A.W.).

Shanker Kundumadam (S)

Indiana University School of Medicine, Indianapolis, Indiana (D.K.R., I.B., M.F., A.G., T.J., S.K., T.N., I.O., N.R., S.S., A.S., R.S.).

Kondal R Kyanam Kabir Baig (KR)

University of Alabama at Birmingham, Birmingham, Alabama (A.C., A.E., K.R.K.K.B., S.P., F.S.).

Paul Menard-Katcher (P)

University of Colorado Boulder, Boulder, Colorado (J.B., B.F., M.G., J.K., M.K., P.M., J.N., S.P., F.S., S.S., A.W.).

Cary Kraft (C)

San Francisco VA Medical Center, San Francisco, California (T.K., C.K., J.R.).

James Langworthy (J)

University of Kansas Medical Center, Kansas City, Kansas (D.B., S.H., M.J., S.K., J.L., E.M., M.P., S.S., A.R.).

Bharat Misra (B)

Borland Groover, Jacksonville, Florida (K.C., J.H., M.I., D.K., B.M., J.C.M., B.M.R., J.R.).

Eric Molloy (E)

University of Kansas Medical Center, Kansas City, Kansas (D.B., S.H., M.J., S.K., J.L., E.M., M.P., S.S., A.R.).

Juan Carlos Munoz (JC)

Borland Groover, Jacksonville, Florida (K.C., J.H., M.I., D.K., B.M., J.C.M., B.M.R., J.R.).

John Norvell (J)

University of Colorado Boulder, Boulder, Colorado (J.B., B.F., M.G., J.K., M.K., P.M., J.N., S.P., F.S., S.S., A.W.).

Thomas Nowak (T)

Indiana University School of Medicine, Indianapolis, Indiana (D.K.R., I.B., M.F., A.G., T.J., S.K., T.N., I.O., N.R., S.S., A.S., R.S.).

Itegbemie Obaitan (I)

Indiana University School of Medicine, Indianapolis, Indiana (D.K.R., I.B., M.F., A.G., T.J., S.K., T.N., I.O., N.R., S.S., A.S., R.S.).

Swati Patel (S)

University of Colorado Boulder, Boulder, Colorado (J.B., B.F., M.G., J.K., M.K., P.M., J.N., S.P., F.S., S.S., A.W.).

Mitesh Patel (M)

University of Kansas Medical Center, Kansas City, Kansas (D.B., S.H., M.J., S.K., J.L., E.M., M.P., S.S., A.R.).

Shajan Peter (S)

University of Alabama at Birmingham, Birmingham, Alabama (A.C., A.E., K.R.K.K.B., S.P., F.S.).

B Marie Reid (BM)

Borland Groover, Jacksonville, Florida (K.C., J.H., M.I., D.K., B.M., J.C.M., B.M.R., J.R.).

Nicholas Rogers (N)

Indiana University School of Medicine, Indianapolis, Indiana (D.K.R., I.B., M.F., A.G., T.J., S.K., T.N., I.O., N.R., S.S., A.S., R.S.).

Jason Ross (J)

Borland Groover, Jacksonville, Florida (K.C., J.H., M.I., D.K., B.M., J.C.M., B.M.R., J.R.).

James Ryan (J)

San Francisco VA Medical Center, San Francisco, California (T.K., C.K., J.R.).

Sashidhar Sagi (S)

Indiana University School of Medicine, Indianapolis, Indiana (D.K.R., I.B., M.F., A.G., T.J., S.K., T.N., I.O., N.R., S.S., A.S., R.S.).

Akira Saito (A)

Indiana University School of Medicine, Indianapolis, Indiana (D.K.R., I.B., M.F., A.G., T.J., S.K., T.N., I.O., N.R., S.S., A.S., R.S.).

Salih Samo (S)

University of Kansas Medical Center, Kansas City, Kansas (D.B., S.H., M.J., S.K., J.L., E.M., M.P., S.S., A.R.).

Fayez Sarkis (F)

University of Alabama at Birmingham, Birmingham, Alabama (A.C., A.E., K.R.K.K.B., S.P., F.S.).

Frank I Scott (FI)

University of Colorado Boulder, Boulder, Colorado (J.B., B.F., M.G., J.K., M.K., P.M., J.N., S.P., F.S., S.S., A.W.).

Robert Siwiec (R)

Indiana University School of Medicine, Indianapolis, Indiana (D.K.R., I.B., M.F., A.G., T.J., S.K., T.N., I.O., N.R., S.S., A.S., R.S.).

Shelby Sullivan (S)

University of Colorado Boulder, Boulder, Colorado (J.B., B.F., M.G., J.K., M.K., P.M., J.N., S.P., F.S., S.S., A.W.).

Amanda Wieland (A)

University of Colorado Boulder, Boulder, Colorado (J.B., B.F., M.G., J.K., M.K., P.M., J.N., S.P., F.S., S.S., A.W.).

Jianying Zhang (J)

Department of Statistics, Olympus America Corporation, Center Valley, Pennsylvania (J.Z.).

Alessandro Repici (A)

Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy, and Endoscopy Unit and Humanitas Clinical and Research Hospital, IRCCS, Rozzano, Italy (A.R., C.H.).

Cesare Hassan (C)

Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy, and Endoscopy Unit and Humanitas Clinical and Research Hospital, IRCCS, Rozzano, Italy (A.R., C.H.).

Michael F Byrne (MF)

Division of Gastroenterology, Vancouver General Hospital; University of British Columbia; and Satisfai Health, Vancouver, British Columbia, Canada (M.F.B.).

Amit Rastogi (A)

University of Kansas Medical Center, Kansas City, Kansas (D.B., S.H., M.J., S.K., J.L., E.M., M.P., S.S., A.R.).

Classifications MeSH