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Artificial Intelligence for Real-Time Prediction of the Histology of Colorectal Polyps by General Endoscopists.
Rex, Douglas K; Bhavsar-Burke, Indira; Buckles, Daniel; Burton, James; Cartee, Amanda; Comar, Kevin; Edwards, Adam; Fennimore, Blair; Fischer, Monika; Gerich, Mark; Gilmore, Ashley; Hamdeh, Shadi; Hoffman, Jeffrey; Ibach, Michael; Jackson, Mollie; James-Stevenson, Toyia; Kaltenbach, Tonya; Kaplan, Jeffrey; Kapur, Saurabh; Kohm, Daniel; Kriss, Michael; Kundumadam, Shanker; Kyanam Kabir Baig, Kondal R; Menard-Katcher, Paul; Kraft, Cary; Langworthy, James; Misra, Bharat; Molloy, Eric; Munoz, Juan Carlos; Norvell, John; Nowak, Thomas; Obaitan, Itegbemie; Patel, Swati; Patel, Mitesh; Peter, Shajan; Reid, B Marie; Rogers, Nicholas; Ross, Jason; Ryan, James; Sagi, Sashidhar; Saito, Akira; Samo, Salih; Sarkis, Fayez; Scott, Frank I; Siwiec, Robert; Sullivan, Shelby; Wieland, Amanda; Zhang, Jianying; Repici, Alessandro; Hassan, Cesare.
Afiliação
  • 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.).
  • 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.).
  • 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.).
  • 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.).
  • Cartee A; University of Alabama at Birmingham, Birmingham, Alabama (A.C., A.E., K.R.K.K.B., S.P., F.S.).
  • Comar K; Borland Groover, Jacksonville, Florida (K.C., J.H., M.I., D.K., B.M., J.C.M., B.M.R., J.R.).
  • Edwards A; University of Alabama at Birmingham, Birmingham, Alabama (A.C., A.E., K.R.K.K.B., S.P., F.S.).
  • 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.).
  • 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.).
  • 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.).
  • 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.).
  • 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.).
  • Hoffman J; Borland Groover, Jacksonville, Florida (K.C., J.H., M.I., D.K., B.M., J.C.M., B.M.R., J.R.).
  • Ibach M; Borland Groover, Jacksonville, Florida (K.C., J.H., M.I., D.K., B.M., J.C.M., B.M.R., J.R.).
  • 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.).
  • 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.).
  • Kaltenbach T; San Francisco VA Medical Center, San Francisco, California (T.K., C.K., J.R.).
  • 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.).
  • 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.).
  • Kohm D; Borland Groover, Jacksonville, Florida (K.C., J.H., M.I., D.K., B.M., J.C.M., B.M.R., J.R.).
  • 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.).
  • 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.).
  • Kyanam Kabir Baig KR; University of Alabama at Birmingham, Birmingham, Alabama (A.C., A.E., K.R.K.K.B., S.P., F.S.).
  • 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.).
  • Kraft C; San Francisco VA Medical Center, San Francisco, California (T.K., C.K., J.R.).
  • 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.).
  • Misra B; Borland Groover, Jacksonville, Florida (K.C., J.H., M.I., D.K., B.M., J.C.M., B.M.R., J.R.).
  • 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.).
  • Munoz JC; Borland Groover, Jacksonville, Florida (K.C., J.H., M.I., D.K., B.M., J.C.M., B.M.R., J.R.).
  • 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.).
  • 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.).
  • 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.).
  • 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.).
  • 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.).
  • Peter S; University of Alabama at Birmingham, Birmingham, Alabama (A.C., A.E., K.R.K.K.B., S.P., F.S.).
  • Reid BM; Borland Groover, Jacksonville, Florida (K.C., J.H., M.I., D.K., B.M., J.C.M., B.M.R., J.R.).
  • 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.).
  • Ross J; Borland Groover, Jacksonville, Florida (K.C., J.H., M.I., D.K., B.M., J.C.M., B.M.R., J.R.).
  • Ryan J; San Francisco VA Medical Center, San Francisco, California (T.K., C.K., J.R.).
  • 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.).
  • 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.).
  • 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.).
  • Sarkis F; University of Alabama at Birmingham, Birmingham, Alabama (A.C., A.E., K.R.K.K.B., S.P., F.S.).
  • 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.).
  • 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.).
  • 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.).
  • 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.).
  • Zhang J; Department of Statistics, Olympus America Corporation, Center Valley, Pennsylvania (J.Z.).
  • 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.).
  • 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.).
Ann Intern Med ; 2024 May 21.
Article em En | MEDLINE | ID: mdl-38768450
ABSTRACT

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. PRIMARY FUNDING SOURCE Olympus America Corporation served as the clinical study sponsor.

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Idioma: En Revista: Ann Intern Med Ano de publicação: 2024 Tipo de documento: Article

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Idioma: En Revista: Ann Intern Med Ano de publicação: 2024 Tipo de documento: Article