Cargando…

Dose/Volume histogram patterns in Salivary Gland subvolumes influence xerostomia injury and recovery

Xerostomia is a common consequence of radiotherapy in head and neck cancer. The objective was to compare the regional radiation dose distribution in patients that developed xerostomia within 6 months of radiotherapy and those recovered from xerostomia within 18 months post-radiotherapy. We developed...

Descripción completa

Detalles Bibliográficos
Autores principales: Han, Peijin, Lakshminarayanan, Pranav, Jiang, Wei, Shpitser, Ilya, Hui, Xuan, Lee, Sang Ho, Cheng, Zhi, Guo, Yue, Taylor, Russell H., Siddiqui, Sauleh A., Bowers, Michael, Sheikh, Khadija, Kiess, Ana, Page, Brandi R., Lee, Junghoon, Quon, Harry, McNutt, Todd R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6401158/
https://www.ncbi.nlm.nih.gov/pubmed/30837617
http://dx.doi.org/10.1038/s41598-019-40228-y
_version_ 1783400108040126464
author Han, Peijin
Lakshminarayanan, Pranav
Jiang, Wei
Shpitser, Ilya
Hui, Xuan
Lee, Sang Ho
Cheng, Zhi
Guo, Yue
Taylor, Russell H.
Siddiqui, Sauleh A.
Bowers, Michael
Sheikh, Khadija
Kiess, Ana
Page, Brandi R.
Lee, Junghoon
Quon, Harry
McNutt, Todd R.
author_facet Han, Peijin
Lakshminarayanan, Pranav
Jiang, Wei
Shpitser, Ilya
Hui, Xuan
Lee, Sang Ho
Cheng, Zhi
Guo, Yue
Taylor, Russell H.
Siddiqui, Sauleh A.
Bowers, Michael
Sheikh, Khadija
Kiess, Ana
Page, Brandi R.
Lee, Junghoon
Quon, Harry
McNutt, Todd R.
author_sort Han, Peijin
collection PubMed
description Xerostomia is a common consequence of radiotherapy in head and neck cancer. The objective was to compare the regional radiation dose distribution in patients that developed xerostomia within 6 months of radiotherapy and those recovered from xerostomia within 18 months post-radiotherapy. We developed a feature generation pipeline to extract dose volume histogram features from geometrically defined ipsilateral/contralateral parotid glands, submandibular glands, and oral cavity surrogates for each patient. Permutation tests with multiple comparisons were performed to assess the dose difference between injury vs. non-injury and recovery vs. non-recovery. Ridge logistic regression models were applied to predict injury and recovery using clinical features along with dose features (D10-D90) of the subvolumes extracted from oral cavity and salivary gland contours + 3 mm peripheral shell. Model performances were assessed by the area under the receiver operating characteristic curve (AUC) using nested cross-validation. We found that different regional dose/volume metrics patterns exist for injury vs. recovery. Compared to injury, recovery has increased importance to the subvolumes receiving lower dose. Within the subvolumes, injury tends to have increased importance towards D10 from D90. This suggests that different threshold for xerostomia injury and recovery. Injury is induced by the subvolumes receiving higher dose, and the ability to recover can be preserved by further reducing the dose to subvolumes receiving lower dose.
format Online
Article
Text
id pubmed-6401158
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-64011582019-03-07 Dose/Volume histogram patterns in Salivary Gland subvolumes influence xerostomia injury and recovery Han, Peijin Lakshminarayanan, Pranav Jiang, Wei Shpitser, Ilya Hui, Xuan Lee, Sang Ho Cheng, Zhi Guo, Yue Taylor, Russell H. Siddiqui, Sauleh A. Bowers, Michael Sheikh, Khadija Kiess, Ana Page, Brandi R. Lee, Junghoon Quon, Harry McNutt, Todd R. Sci Rep Article Xerostomia is a common consequence of radiotherapy in head and neck cancer. The objective was to compare the regional radiation dose distribution in patients that developed xerostomia within 6 months of radiotherapy and those recovered from xerostomia within 18 months post-radiotherapy. We developed a feature generation pipeline to extract dose volume histogram features from geometrically defined ipsilateral/contralateral parotid glands, submandibular glands, and oral cavity surrogates for each patient. Permutation tests with multiple comparisons were performed to assess the dose difference between injury vs. non-injury and recovery vs. non-recovery. Ridge logistic regression models were applied to predict injury and recovery using clinical features along with dose features (D10-D90) of the subvolumes extracted from oral cavity and salivary gland contours + 3 mm peripheral shell. Model performances were assessed by the area under the receiver operating characteristic curve (AUC) using nested cross-validation. We found that different regional dose/volume metrics patterns exist for injury vs. recovery. Compared to injury, recovery has increased importance to the subvolumes receiving lower dose. Within the subvolumes, injury tends to have increased importance towards D10 from D90. This suggests that different threshold for xerostomia injury and recovery. Injury is induced by the subvolumes receiving higher dose, and the ability to recover can be preserved by further reducing the dose to subvolumes receiving lower dose. Nature Publishing Group UK 2019-03-05 /pmc/articles/PMC6401158/ /pubmed/30837617 http://dx.doi.org/10.1038/s41598-019-40228-y Text en © The Author(s) 2019 Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Han, Peijin
Lakshminarayanan, Pranav
Jiang, Wei
Shpitser, Ilya
Hui, Xuan
Lee, Sang Ho
Cheng, Zhi
Guo, Yue
Taylor, Russell H.
Siddiqui, Sauleh A.
Bowers, Michael
Sheikh, Khadija
Kiess, Ana
Page, Brandi R.
Lee, Junghoon
Quon, Harry
McNutt, Todd R.
Dose/Volume histogram patterns in Salivary Gland subvolumes influence xerostomia injury and recovery
title Dose/Volume histogram patterns in Salivary Gland subvolumes influence xerostomia injury and recovery
title_full Dose/Volume histogram patterns in Salivary Gland subvolumes influence xerostomia injury and recovery
title_fullStr Dose/Volume histogram patterns in Salivary Gland subvolumes influence xerostomia injury and recovery
title_full_unstemmed Dose/Volume histogram patterns in Salivary Gland subvolumes influence xerostomia injury and recovery
title_short Dose/Volume histogram patterns in Salivary Gland subvolumes influence xerostomia injury and recovery
title_sort dose/volume histogram patterns in salivary gland subvolumes influence xerostomia injury and recovery
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6401158/
https://www.ncbi.nlm.nih.gov/pubmed/30837617
http://dx.doi.org/10.1038/s41598-019-40228-y
work_keys_str_mv AT hanpeijin dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery
AT lakshminarayananpranav dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery
AT jiangwei dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery
AT shpitserilya dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery
AT huixuan dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery
AT leesangho dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery
AT chengzhi dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery
AT guoyue dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery
AT taylorrussellh dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery
AT siddiquisauleha dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery
AT bowersmichael dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery
AT sheikhkhadija dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery
AT kiessana dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery
AT pagebrandir dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery
AT leejunghoon dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery
AT quonharry dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery
AT mcnutttoddr dosevolumehistogrampatternsinsalivaryglandsubvolumesinfluencexerostomiainjuryandrecovery