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LASSO-based NTCP model for radiation-induced temporal lobe injury developing after intensity-modulated radiotherapy of nasopharyngeal carcinoma

We investigated the incidence of temporal lobe injury (TLI) in 132 nasopharyngeal carcinoma (NPC) patients who had undergone intensity-modulated radiotherapy (IMRT) in our hospital between March 2005 and November 2009; and identified significant dosimetric predictors of TLI development. Contrast-enh...

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Autores principales: Kong, Cheng, Zhu, Xiang-zhi, Lee, Tsair-Fwu, Feng, Ping-bo, Xu, Jian-hua, Qian, Pu-dong, Zhang, Lan-fang, He, Xia, Huang, Sheng-fu, Zhang, Yi-qin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4876467/
https://www.ncbi.nlm.nih.gov/pubmed/27210263
http://dx.doi.org/10.1038/srep26378
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author Kong, Cheng
Zhu, Xiang-zhi
Lee, Tsair-Fwu
Feng, Ping-bo
Xu, Jian-hua
Qian, Pu-dong
Zhang, Lan-fang
He, Xia
Huang, Sheng-fu
Zhang, Yi-qin
author_facet Kong, Cheng
Zhu, Xiang-zhi
Lee, Tsair-Fwu
Feng, Ping-bo
Xu, Jian-hua
Qian, Pu-dong
Zhang, Lan-fang
He, Xia
Huang, Sheng-fu
Zhang, Yi-qin
author_sort Kong, Cheng
collection PubMed
description We investigated the incidence of temporal lobe injury (TLI) in 132 nasopharyngeal carcinoma (NPC) patients who had undergone intensity-modulated radiotherapy (IMRT) in our hospital between March 2005 and November 2009; and identified significant dosimetric predictors of TLI development. Contrast-enhanced lesions or cysts in the temporal lobes, as detected by magnetic resonance imaging (MRI), were regarded as radiation-induced TLIs. We used the least absolute shrinkage and selection operator (LASSO) method to select D(max) (the maximum point dose) and the D(1cc) (the top dose delivered to a 1-mL volume) from 15 dose-volume-histogram-associated and four clinically relevant candidate factors; the D(max) and the D(1cc) were the most significant predictors of TLI development. We drew dose-response curves for D(max) and D(1cc). The tolerance dose (TD) for the 5% and 50% probabilities of TLI development were 69.0 ± 1.6 and 82.1 ± 2.4 Gy for D(max) and 62.8 ± 2.2 and 80.9 ± 3.4 Gy for D(1cc), respectively. The incidence of TLI in NPC patients after IMRT was higher than expected because the therapeutic window is narrow. High-quality longitudinal studies are needed to gain further insight into the complex spatiotemporal effects of non-uniform irradiation on TLI development in NPC patients.
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spelling pubmed-48764672016-06-06 LASSO-based NTCP model for radiation-induced temporal lobe injury developing after intensity-modulated radiotherapy of nasopharyngeal carcinoma Kong, Cheng Zhu, Xiang-zhi Lee, Tsair-Fwu Feng, Ping-bo Xu, Jian-hua Qian, Pu-dong Zhang, Lan-fang He, Xia Huang, Sheng-fu Zhang, Yi-qin Sci Rep Article We investigated the incidence of temporal lobe injury (TLI) in 132 nasopharyngeal carcinoma (NPC) patients who had undergone intensity-modulated radiotherapy (IMRT) in our hospital between March 2005 and November 2009; and identified significant dosimetric predictors of TLI development. Contrast-enhanced lesions or cysts in the temporal lobes, as detected by magnetic resonance imaging (MRI), were regarded as radiation-induced TLIs. We used the least absolute shrinkage and selection operator (LASSO) method to select D(max) (the maximum point dose) and the D(1cc) (the top dose delivered to a 1-mL volume) from 15 dose-volume-histogram-associated and four clinically relevant candidate factors; the D(max) and the D(1cc) were the most significant predictors of TLI development. We drew dose-response curves for D(max) and D(1cc). The tolerance dose (TD) for the 5% and 50% probabilities of TLI development were 69.0 ± 1.6 and 82.1 ± 2.4 Gy for D(max) and 62.8 ± 2.2 and 80.9 ± 3.4 Gy for D(1cc), respectively. The incidence of TLI in NPC patients after IMRT was higher than expected because the therapeutic window is narrow. High-quality longitudinal studies are needed to gain further insight into the complex spatiotemporal effects of non-uniform irradiation on TLI development in NPC patients. Nature Publishing Group 2016-05-23 /pmc/articles/PMC4876467/ /pubmed/27210263 http://dx.doi.org/10.1038/srep26378 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Kong, Cheng
Zhu, Xiang-zhi
Lee, Tsair-Fwu
Feng, Ping-bo
Xu, Jian-hua
Qian, Pu-dong
Zhang, Lan-fang
He, Xia
Huang, Sheng-fu
Zhang, Yi-qin
LASSO-based NTCP model for radiation-induced temporal lobe injury developing after intensity-modulated radiotherapy of nasopharyngeal carcinoma
title LASSO-based NTCP model for radiation-induced temporal lobe injury developing after intensity-modulated radiotherapy of nasopharyngeal carcinoma
title_full LASSO-based NTCP model for radiation-induced temporal lobe injury developing after intensity-modulated radiotherapy of nasopharyngeal carcinoma
title_fullStr LASSO-based NTCP model for radiation-induced temporal lobe injury developing after intensity-modulated radiotherapy of nasopharyngeal carcinoma
title_full_unstemmed LASSO-based NTCP model for radiation-induced temporal lobe injury developing after intensity-modulated radiotherapy of nasopharyngeal carcinoma
title_short LASSO-based NTCP model for radiation-induced temporal lobe injury developing after intensity-modulated radiotherapy of nasopharyngeal carcinoma
title_sort lasso-based ntcp model for radiation-induced temporal lobe injury developing after intensity-modulated radiotherapy of nasopharyngeal carcinoma
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4876467/
https://www.ncbi.nlm.nih.gov/pubmed/27210263
http://dx.doi.org/10.1038/srep26378
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