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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...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2020
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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. |
format | Online Article Text |
id | pubmed-7691740 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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