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Prediction of gastrointestinal toxicity after external beam radiotherapy for localized prostate cancer
BACKGROUND: Gastrointestinal (GI) toxicity is a common effect following radiation therapy (RT) for prostate cancer. Purpose of the present work is to compare two Normal Tissue Complication Probability (NTCP) modelling approaches for prediction of late radio-induced GI toxicity after prostate externa...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4404272/ https://www.ncbi.nlm.nih.gov/pubmed/25890376 http://dx.doi.org/10.1186/s13014-015-0389-5 |
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author | D’Avino, Vittoria Palma, Giuseppe Liuzzi, Raffaele Conson, Manuel Doria, Francesca Salvatore, Marco Pacelli, Roberto Cella, Laura |
author_facet | D’Avino, Vittoria Palma, Giuseppe Liuzzi, Raffaele Conson, Manuel Doria, Francesca Salvatore, Marco Pacelli, Roberto Cella, Laura |
author_sort | D’Avino, Vittoria |
collection | PubMed |
description | BACKGROUND: Gastrointestinal (GI) toxicity is a common effect following radiation therapy (RT) for prostate cancer. Purpose of the present work is to compare two Normal Tissue Complication Probability (NTCP) modelling approaches for prediction of late radio-induced GI toxicity after prostate external beam radiotherapy. METHODS: The study includes 84 prostate cancer patients evaluated for late rectal toxicity after 3D conformal radiotherapy. Median age was 72 years (range 53-85). All patients received a total dose of 76 Gy to the prostate gland with daily fractions of 2 Gy. The acute and late radio-induced GI complications were classified according to the RTOG/EORTC scoring system. Rectum dose-volume histograms were extracted for Lyman-Kutcher-Burman (LKB) NTCP model fitting using Maximum Likelihood Estimation. The bootstrap method was employed to test the fit robustness. The area under the receiver operating characteristic curve (AUC) was used to evaluate the predictive power of the LKB and to compare it with a multivariate logistic NTCP model previously determined. RESULTS: At a median follow-up of 36 months, 42% (35/84) of patients experienced grade 1-2 (G1-2) acute GI events while 25% (21/84) of patients developed G1-2 late GI events. The best-estimate of fitting parameters for LKB NTCP model for mild\moderate GI toxicity resulted to be: D(50) = 87.3 Gy, m = 0.37 and n = 0.10. Bootstrap result showed that the parameter fit was robust. The AUC values for the LKB and for the multivariate logistic models were 0.60 and 0.75, respectively. CONCLUSIONS: We derived the parameters of the LKB model for mild\moderate GI toxicity prediction and we compared its performance with that of a data-driven multivariate model. Compared to LKB, the multivariate model confirmed a higher predictive power as showed by the AUC values. |
format | Online Article Text |
id | pubmed-4404272 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-44042722015-04-22 Prediction of gastrointestinal toxicity after external beam radiotherapy for localized prostate cancer D’Avino, Vittoria Palma, Giuseppe Liuzzi, Raffaele Conson, Manuel Doria, Francesca Salvatore, Marco Pacelli, Roberto Cella, Laura Radiat Oncol Research BACKGROUND: Gastrointestinal (GI) toxicity is a common effect following radiation therapy (RT) for prostate cancer. Purpose of the present work is to compare two Normal Tissue Complication Probability (NTCP) modelling approaches for prediction of late radio-induced GI toxicity after prostate external beam radiotherapy. METHODS: The study includes 84 prostate cancer patients evaluated for late rectal toxicity after 3D conformal radiotherapy. Median age was 72 years (range 53-85). All patients received a total dose of 76 Gy to the prostate gland with daily fractions of 2 Gy. The acute and late radio-induced GI complications were classified according to the RTOG/EORTC scoring system. Rectum dose-volume histograms were extracted for Lyman-Kutcher-Burman (LKB) NTCP model fitting using Maximum Likelihood Estimation. The bootstrap method was employed to test the fit robustness. The area under the receiver operating characteristic curve (AUC) was used to evaluate the predictive power of the LKB and to compare it with a multivariate logistic NTCP model previously determined. RESULTS: At a median follow-up of 36 months, 42% (35/84) of patients experienced grade 1-2 (G1-2) acute GI events while 25% (21/84) of patients developed G1-2 late GI events. The best-estimate of fitting parameters for LKB NTCP model for mild\moderate GI toxicity resulted to be: D(50) = 87.3 Gy, m = 0.37 and n = 0.10. Bootstrap result showed that the parameter fit was robust. The AUC values for the LKB and for the multivariate logistic models were 0.60 and 0.75, respectively. CONCLUSIONS: We derived the parameters of the LKB model for mild\moderate GI toxicity prediction and we compared its performance with that of a data-driven multivariate model. Compared to LKB, the multivariate model confirmed a higher predictive power as showed by the AUC values. BioMed Central 2015-04-08 /pmc/articles/PMC4404272/ /pubmed/25890376 http://dx.doi.org/10.1186/s13014-015-0389-5 Text en © D'Avino et al.; licensee BioMed Central. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research D’Avino, Vittoria Palma, Giuseppe Liuzzi, Raffaele Conson, Manuel Doria, Francesca Salvatore, Marco Pacelli, Roberto Cella, Laura Prediction of gastrointestinal toxicity after external beam radiotherapy for localized prostate cancer |
title | Prediction of gastrointestinal toxicity after external beam radiotherapy for localized prostate cancer |
title_full | Prediction of gastrointestinal toxicity after external beam radiotherapy for localized prostate cancer |
title_fullStr | Prediction of gastrointestinal toxicity after external beam radiotherapy for localized prostate cancer |
title_full_unstemmed | Prediction of gastrointestinal toxicity after external beam radiotherapy for localized prostate cancer |
title_short | Prediction of gastrointestinal toxicity after external beam radiotherapy for localized prostate cancer |
title_sort | prediction of gastrointestinal toxicity after external beam radiotherapy for localized prostate cancer |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4404272/ https://www.ncbi.nlm.nih.gov/pubmed/25890376 http://dx.doi.org/10.1186/s13014-015-0389-5 |
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