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Real-time computer aided colonoscopy versus standard colonoscopy for improving adenoma detection rate: A meta-analysis of randomized-controlled trials

BACKGROUND: Recent prospective randomized controlled trials have evaluated deep convolutional neural network (CNN) based computer aided detection (CADe) of lesions in real-time colonoscopy. We conducted this meta-analysis to compare the adenoma detection rate (ADR) of deep CNN based CADe assisted co...

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Autores principales: Mohan, Babu P., Facciorusso, Antonio, Khan, Shahab R., Chandan, Saurabh, Kassab, Lena L., Gkolfakis, Paraskevas, Tziatzios, Georgios, Triantafyllou, Konstantinos, Adler, Douglas G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7691740/
https://www.ncbi.nlm.nih.gov/pubmed/33294821
http://dx.doi.org/10.1016/j.eclinm.2020.100622
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author Mohan, Babu P.
Facciorusso, Antonio
Khan, Shahab R.
Chandan, Saurabh
Kassab, Lena L.
Gkolfakis, Paraskevas
Tziatzios, Georgios
Triantafyllou, Konstantinos
Adler, Douglas G.
author_facet Mohan, Babu P.
Facciorusso, Antonio
Khan, Shahab R.
Chandan, Saurabh
Kassab, Lena L.
Gkolfakis, Paraskevas
Tziatzios, Georgios
Triantafyllou, Konstantinos
Adler, Douglas G.
author_sort Mohan, Babu P.
collection PubMed
description BACKGROUND: Recent prospective randomized controlled trials have evaluated deep convolutional neural network (CNN) based computer aided detection (CADe) of lesions in real-time colonoscopy. We conducted this meta-analysis to compare the adenoma detection rate (ADR) of deep CNN based CADe assisted colonoscopy to standard colonoscopy (SC) from randomized controlled trials (RCTs). METHODS: Multiple databases were searched (from inception to May 2020) and parallel RCTs that compared deep CNN based CADe assisted colonoscopy to SC were included for this analysis. Using Mantel-Haenzel (M-H) random effects model, pooled risk ratios (RR) and mean difference (MD) were calculated. In between study heterogeneity was assessed by I(2)% values. Outcomes assessed included other per patient adenoma parameters. FINDINGS: Six RCTs were included in our final analysis that utilized deep CNN based CADe system in real-time colonoscopy. Total numbers of patients assessed were 4962 (2480 in CADe and 2482 in SC group). CADe based colonoscopy demonstrated statistically higher pooled ADR, RR=1.5 (95% CI 1.3–1.72), p<0.0001, I(2)=56%; and pooled PDR, RR=1.42 (95% CI 1.33–1.51), p<0.00001, I(2)=9%; when compared to SC. Per patient adenoma detection parameters were significantly better with CADe colonoscopy when compared to SC, with increased scope withdrawal time (mean difference = 0.38, 95% CI 0.05–0.72, p = 0.02). INTERPRETATION: Based on our meta-analysis, deep CNN based CADe colonoscopy achieved significantly higher ADR metrics, albeit with increased scope withdrawal time when compared to SC.
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spelling pubmed-76917402020-12-07 Real-time computer aided colonoscopy versus standard colonoscopy for improving adenoma detection rate: A meta-analysis of randomized-controlled trials Mohan, Babu P. Facciorusso, Antonio Khan, Shahab R. Chandan, Saurabh Kassab, Lena L. Gkolfakis, Paraskevas Tziatzios, Georgios Triantafyllou, Konstantinos Adler, Douglas G. EClinicalMedicine Research paper BACKGROUND: Recent prospective randomized controlled trials have evaluated deep convolutional neural network (CNN) based computer aided detection (CADe) of lesions in real-time colonoscopy. We conducted this meta-analysis to compare the adenoma detection rate (ADR) of deep CNN based CADe assisted colonoscopy to standard colonoscopy (SC) from randomized controlled trials (RCTs). METHODS: Multiple databases were searched (from inception to May 2020) and parallel RCTs that compared deep CNN based CADe assisted colonoscopy to SC were included for this analysis. Using Mantel-Haenzel (M-H) random effects model, pooled risk ratios (RR) and mean difference (MD) were calculated. In between study heterogeneity was assessed by I(2)% values. Outcomes assessed included other per patient adenoma parameters. FINDINGS: Six RCTs were included in our final analysis that utilized deep CNN based CADe system in real-time colonoscopy. Total numbers of patients assessed were 4962 (2480 in CADe and 2482 in SC group). CADe based colonoscopy demonstrated statistically higher pooled ADR, RR=1.5 (95% CI 1.3–1.72), p<0.0001, I(2)=56%; and pooled PDR, RR=1.42 (95% CI 1.33–1.51), p<0.00001, I(2)=9%; when compared to SC. Per patient adenoma detection parameters were significantly better with CADe colonoscopy when compared to SC, with increased scope withdrawal time (mean difference = 0.38, 95% CI 0.05–0.72, p = 0.02). INTERPRETATION: Based on our meta-analysis, deep CNN based CADe colonoscopy achieved significantly higher ADR metrics, albeit with increased scope withdrawal time when compared to SC. Elsevier 2020-11-21 /pmc/articles/PMC7691740/ /pubmed/33294821 http://dx.doi.org/10.1016/j.eclinm.2020.100622 Text en © 2020 The Author(s) http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research paper
Mohan, Babu P.
Facciorusso, Antonio
Khan, Shahab R.
Chandan, Saurabh
Kassab, Lena L.
Gkolfakis, Paraskevas
Tziatzios, Georgios
Triantafyllou, Konstantinos
Adler, Douglas G.
Real-time computer aided colonoscopy versus standard colonoscopy for improving adenoma detection rate: A meta-analysis of randomized-controlled trials
title Real-time computer aided colonoscopy versus standard colonoscopy for improving adenoma detection rate: A meta-analysis of randomized-controlled trials
title_full Real-time computer aided colonoscopy versus standard colonoscopy for improving adenoma detection rate: A meta-analysis of randomized-controlled trials
title_fullStr Real-time computer aided colonoscopy versus standard colonoscopy for improving adenoma detection rate: A meta-analysis of randomized-controlled trials
title_full_unstemmed Real-time computer aided colonoscopy versus standard colonoscopy for improving adenoma detection rate: A meta-analysis of randomized-controlled trials
title_short Real-time computer aided colonoscopy versus standard colonoscopy for improving adenoma detection rate: A meta-analysis of randomized-controlled trials
title_sort real-time computer aided colonoscopy versus standard colonoscopy for improving adenoma detection rate: a meta-analysis of randomized-controlled trials
topic Research paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7691740/
https://www.ncbi.nlm.nih.gov/pubmed/33294821
http://dx.doi.org/10.1016/j.eclinm.2020.100622
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