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Functional outcomes after transanal total mesorectal excision (TaTME): a random forest analysis to predict patients’ outcomes

PURPOSE: Anorectal, sexual, and urinary dysfunction are common issues after rectal cancer surgery, although seldom explored. The primary aim of this study was to investigate postoperative anorectal functional results. METHODS: Patients with mid/low-rectal cancer treated with transanal TME (TaTME) wi...

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Autores principales: Tirelli, F., Lorenzon, L., Biondi, A., Neri, I., Santoro, G., Persiani, R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9985820/
https://www.ncbi.nlm.nih.gov/pubmed/36871281
http://dx.doi.org/10.1007/s10151-023-02775-5
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author Tirelli, F.
Lorenzon, L.
Biondi, A.
Neri, I.
Santoro, G.
Persiani, R.
author_facet Tirelli, F.
Lorenzon, L.
Biondi, A.
Neri, I.
Santoro, G.
Persiani, R.
author_sort Tirelli, F.
collection PubMed
description PURPOSE: Anorectal, sexual, and urinary dysfunction are common issues after rectal cancer surgery, although seldom explored. The primary aim of this study was to investigate postoperative anorectal functional results. METHODS: Patients with mid/low-rectal cancer treated with transanal TME (TaTME) with primary anastomosis with/without diverting stoma between 2015 and 2020 were reviewed and selected if they had a minimum follow-up of 6 months (from the primary procedure or stoma reversal). Patients were interviewed using validated questionnaires and the primary outcome was bowel function based on Low Anterior Resection Syndrome (LARS) scores. Statistical analyses were performed to identify clinical/operative variables correlated with worse outcomes. A random forest (RF) algorithm was computed to classify patients at a greater risk of minor/major LARS. RESULTS: Ninety-seven patients were selected out of 154 TaTME performed. Overall, 88.7% of the patients had a protective stoma and 25.8% reported major LARS at mean follow-up of 19.0 months. Statistical analyses documented that age, operative time, and interval to stoma reversal correlated with LARS outcomes. The RF analysis disclosed worse LARS symptoms in patients with longer operative time (> 295 min) and stoma reversal interval (> 5.6 months). If the interval ranged between 3 and 5.6 months, older patients (> 65 years) reported worse outcomes. Finally, no statistical difference was documented when comparing the rate of minor/major LARS in the first 27 cases versus others. CONCLUSION: One-quarter of the patients developed major LARS after TaTME. An algorithm based on clinical/operative variables, such as age, operative time, and time to stoma reversal, was developed to identify categories at risk for LARS symptoms. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10151-023-02775-5.
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spelling pubmed-99858202023-03-06 Functional outcomes after transanal total mesorectal excision (TaTME): a random forest analysis to predict patients’ outcomes Tirelli, F. Lorenzon, L. Biondi, A. Neri, I. Santoro, G. Persiani, R. Tech Coloproctol Original Article PURPOSE: Anorectal, sexual, and urinary dysfunction are common issues after rectal cancer surgery, although seldom explored. The primary aim of this study was to investigate postoperative anorectal functional results. METHODS: Patients with mid/low-rectal cancer treated with transanal TME (TaTME) with primary anastomosis with/without diverting stoma between 2015 and 2020 were reviewed and selected if they had a minimum follow-up of 6 months (from the primary procedure or stoma reversal). Patients were interviewed using validated questionnaires and the primary outcome was bowel function based on Low Anterior Resection Syndrome (LARS) scores. Statistical analyses were performed to identify clinical/operative variables correlated with worse outcomes. A random forest (RF) algorithm was computed to classify patients at a greater risk of minor/major LARS. RESULTS: Ninety-seven patients were selected out of 154 TaTME performed. Overall, 88.7% of the patients had a protective stoma and 25.8% reported major LARS at mean follow-up of 19.0 months. Statistical analyses documented that age, operative time, and interval to stoma reversal correlated with LARS outcomes. The RF analysis disclosed worse LARS symptoms in patients with longer operative time (> 295 min) and stoma reversal interval (> 5.6 months). If the interval ranged between 3 and 5.6 months, older patients (> 65 years) reported worse outcomes. Finally, no statistical difference was documented when comparing the rate of minor/major LARS in the first 27 cases versus others. CONCLUSION: One-quarter of the patients developed major LARS after TaTME. An algorithm based on clinical/operative variables, such as age, operative time, and time to stoma reversal, was developed to identify categories at risk for LARS symptoms. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10151-023-02775-5. Springer International Publishing 2023-03-05 2023 /pmc/articles/PMC9985820/ /pubmed/36871281 http://dx.doi.org/10.1007/s10151-023-02775-5 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Original Article
Tirelli, F.
Lorenzon, L.
Biondi, A.
Neri, I.
Santoro, G.
Persiani, R.
Functional outcomes after transanal total mesorectal excision (TaTME): a random forest analysis to predict patients’ outcomes
title Functional outcomes after transanal total mesorectal excision (TaTME): a random forest analysis to predict patients’ outcomes
title_full Functional outcomes after transanal total mesorectal excision (TaTME): a random forest analysis to predict patients’ outcomes
title_fullStr Functional outcomes after transanal total mesorectal excision (TaTME): a random forest analysis to predict patients’ outcomes
title_full_unstemmed Functional outcomes after transanal total mesorectal excision (TaTME): a random forest analysis to predict patients’ outcomes
title_short Functional outcomes after transanal total mesorectal excision (TaTME): a random forest analysis to predict patients’ outcomes
title_sort functional outcomes after transanal total mesorectal excision (tatme): a random forest analysis to predict patients’ outcomes
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9985820/
https://www.ncbi.nlm.nih.gov/pubmed/36871281
http://dx.doi.org/10.1007/s10151-023-02775-5
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