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Predicting procedure duration of colorectal endoscopic submucosal dissection at Western endoscopy centers
Background and study aims Overcoming logistical obstacles for the implementation of colorectal endoscopic submucosal dissection (ESD) requires accurate prediction of procedure times. We aimed to evaluate existing and new prediction models for ESD duration. Patients and methods Records of all consecu...
Autores principales: | , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Georg Thieme Verlag KG
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10629487/ https://www.ncbi.nlm.nih.gov/pubmed/37941732 http://dx.doi.org/10.1055/a-2122-0419 |
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author | Dang, Hao Dekkers, Nik Steyerberg, Ewout W. Baldaque-Silva, Francisco Omae, Masami Haasnoot, Krijn J.C. van Tilburg, Laurelle Nobbenhuis, Kate van der Kraan, Jolein Langers, Alexandra M.J. van Hooft, Jeanin E. de Graaf, Wilmar Koch, Arjun D. Didden, Paul Moons, Leon M.G. Hardwick, James C.H. Boonstra, Jurjen J. |
author_facet | Dang, Hao Dekkers, Nik Steyerberg, Ewout W. Baldaque-Silva, Francisco Omae, Masami Haasnoot, Krijn J.C. van Tilburg, Laurelle Nobbenhuis, Kate van der Kraan, Jolein Langers, Alexandra M.J. van Hooft, Jeanin E. de Graaf, Wilmar Koch, Arjun D. Didden, Paul Moons, Leon M.G. Hardwick, James C.H. Boonstra, Jurjen J. |
author_sort | Dang, Hao |
collection | PubMed |
description | Background and study aims Overcoming logistical obstacles for the implementation of colorectal endoscopic submucosal dissection (ESD) requires accurate prediction of procedure times. We aimed to evaluate existing and new prediction models for ESD duration. Patients and methods Records of all consecutive patients who underwent single, non-hybrid colorectal ESDs before 2020 at three Dutch centers were reviewed. The performance of an Eastern prediction model [GIE 2021;94(1):133–144] was assessed in the Dutch cohort. A prediction model for procedure duration was built using multivariable linear regression. The model’s performance was validated using internal validation by bootstrap resampling, internal-external cross-validation and external validation in an independent Swedish ESD cohort. Results A total of 435 colorectal ESDs were analyzed (92% en bloc resections, mean duration 139 minutes, mean tumor size 39 mm). The performance of current unstandardized time scheduling practice was suboptimal (explained variance: R (2) =27%). We successfully validated the Eastern prediction model for colorectal ESD duration <60 minutes (c-statistic 0.70, 95% CI 0.62–0.77), but this model was limited due to dichotomization of the outcome and a relatively low frequency (14%) of ESDs completed <60 minutes in the Dutch centers. The model was more useful with a dichotomization cut-off of 120 minutes (c-statistic: 0.75; 88% and 17% of “easy” and “very difficult” ESDs completed <120 minutes, respectively). To predict ESD duration as continuous outcome, we developed and validated the six-variable cESD-TIME formula ( https://cesdtimeformula.shinyapps.io/calculator/ ; optimism-corrected R (2) =61%; R (2) =66% after recalibration of the slope). Conclusions We provided two useful tools for predicting colorectal ESD duration at Western centers. Further improvements and validations are encouraged with potential local adaptation to optimize time planning. |
format | Online Article Text |
id | pubmed-10629487 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Georg Thieme Verlag KG |
record_format | MEDLINE/PubMed |
spelling | pubmed-106294872023-11-08 Predicting procedure duration of colorectal endoscopic submucosal dissection at Western endoscopy centers Dang, Hao Dekkers, Nik Steyerberg, Ewout W. Baldaque-Silva, Francisco Omae, Masami Haasnoot, Krijn J.C. van Tilburg, Laurelle Nobbenhuis, Kate van der Kraan, Jolein Langers, Alexandra M.J. van Hooft, Jeanin E. de Graaf, Wilmar Koch, Arjun D. Didden, Paul Moons, Leon M.G. Hardwick, James C.H. Boonstra, Jurjen J. Endosc Int Open Background and study aims Overcoming logistical obstacles for the implementation of colorectal endoscopic submucosal dissection (ESD) requires accurate prediction of procedure times. We aimed to evaluate existing and new prediction models for ESD duration. Patients and methods Records of all consecutive patients who underwent single, non-hybrid colorectal ESDs before 2020 at three Dutch centers were reviewed. The performance of an Eastern prediction model [GIE 2021;94(1):133–144] was assessed in the Dutch cohort. A prediction model for procedure duration was built using multivariable linear regression. The model’s performance was validated using internal validation by bootstrap resampling, internal-external cross-validation and external validation in an independent Swedish ESD cohort. Results A total of 435 colorectal ESDs were analyzed (92% en bloc resections, mean duration 139 minutes, mean tumor size 39 mm). The performance of current unstandardized time scheduling practice was suboptimal (explained variance: R (2) =27%). We successfully validated the Eastern prediction model for colorectal ESD duration <60 minutes (c-statistic 0.70, 95% CI 0.62–0.77), but this model was limited due to dichotomization of the outcome and a relatively low frequency (14%) of ESDs completed <60 minutes in the Dutch centers. The model was more useful with a dichotomization cut-off of 120 minutes (c-statistic: 0.75; 88% and 17% of “easy” and “very difficult” ESDs completed <120 minutes, respectively). To predict ESD duration as continuous outcome, we developed and validated the six-variable cESD-TIME formula ( https://cesdtimeformula.shinyapps.io/calculator/ ; optimism-corrected R (2) =61%; R (2) =66% after recalibration of the slope). Conclusions We provided two useful tools for predicting colorectal ESD duration at Western centers. Further improvements and validations are encouraged with potential local adaptation to optimize time planning. Georg Thieme Verlag KG 2023-08-07 /pmc/articles/PMC10629487/ /pubmed/37941732 http://dx.doi.org/10.1055/a-2122-0419 Text en The Author(s). This is an open access article published by Thieme under the terms of the Creative Commons Attribution License, permitting unrestricted use, distribution, and reproduction so long as the original work is properly cited. (https://creativecommons.org/licenses/by/4.0/). https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Dang, Hao Dekkers, Nik Steyerberg, Ewout W. Baldaque-Silva, Francisco Omae, Masami Haasnoot, Krijn J.C. van Tilburg, Laurelle Nobbenhuis, Kate van der Kraan, Jolein Langers, Alexandra M.J. van Hooft, Jeanin E. de Graaf, Wilmar Koch, Arjun D. Didden, Paul Moons, Leon M.G. Hardwick, James C.H. Boonstra, Jurjen J. Predicting procedure duration of colorectal endoscopic submucosal dissection at Western endoscopy centers |
title | Predicting procedure duration of colorectal endoscopic submucosal dissection at Western endoscopy centers |
title_full | Predicting procedure duration of colorectal endoscopic submucosal dissection at Western endoscopy centers |
title_fullStr | Predicting procedure duration of colorectal endoscopic submucosal dissection at Western endoscopy centers |
title_full_unstemmed | Predicting procedure duration of colorectal endoscopic submucosal dissection at Western endoscopy centers |
title_short | Predicting procedure duration of colorectal endoscopic submucosal dissection at Western endoscopy centers |
title_sort | predicting procedure duration of colorectal endoscopic submucosal dissection at western endoscopy centers |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10629487/ https://www.ncbi.nlm.nih.gov/pubmed/37941732 http://dx.doi.org/10.1055/a-2122-0419 |
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