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Establishment and Validation of a Predictive Model for Radiation-Associated Aspiration Pneumonia in Patients with Radiation-Induced Dysphagia after Nasopharyngeal Carcinoma
INTRODUCTION: Radiotherapy for patients with head and neck cancers raises their risk of aspiration pneumonia-related death. We aimed to develop and validate a model to predict radiation-associated aspiration pneumonia (RAP) among patients with dysphagia after radiotherapy for nasopharyngeal carcinom...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9418526/ https://www.ncbi.nlm.nih.gov/pubmed/36039334 http://dx.doi.org/10.1155/2022/6307804 |
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author | Li, Honghong He, Yong Zhuo, Xiaohuang Yue, Zongwei Rong, Xiaoming Li, Yike Li, Yi He, Lei Cheng, Jinping Pan, Dong Xue, Ruiqi Cai, Jinhua Jiang, Jingru Xu, Yongteng Tang, Yamei |
author_facet | Li, Honghong He, Yong Zhuo, Xiaohuang Yue, Zongwei Rong, Xiaoming Li, Yike Li, Yi He, Lei Cheng, Jinping Pan, Dong Xue, Ruiqi Cai, Jinhua Jiang, Jingru Xu, Yongteng Tang, Yamei |
author_sort | Li, Honghong |
collection | PubMed |
description | INTRODUCTION: Radiotherapy for patients with head and neck cancers raises their risk of aspiration pneumonia-related death. We aimed to develop and validate a model to predict radiation-associated aspiration pneumonia (RAP) among patients with dysphagia after radiotherapy for nasopharyngeal carcinoma (NPC). MATERIALS AND METHODS: A total of 453 dysphagic patients with NPC were retrospectively recruited from Sun Yat-Sen Memorial Hospital from January 2012 to January 2018. Patients were randomly divided into training cohort (n = 302) and internal validation cohort (n = 151) at a ratio of 2 : 1. The concordance index (C-index) and calibration curve were used to evaluate the accuracy and discriminative ability of this model. Moreover, decision curve analysis was performed to evaluate the net clinical benefit. The results were externally validated in 203 dysphagic patients from the First People's Hospital of Foshan. RESULTS: Derived from multivariable analysis of the training cohort, four independent factors were introduced to predict RAP, including Kubota water drinking test grades, the maximum radiation dose of lymph node gross tumor volume (Dmax of the GTVnd), neutrophil count, and erythrocyte sedimentation rate (ESR). The nomogram showed favorable calibration and discrimination regarding the training cohort, with a C-index of 0.749 (95% confidence interval (CI), 0.681 to 0.817), which was confirmed by the internal validation cohort (C-index 0.743; 95% CI, 0.669 to 0.818) and the external validation cohort (C-index 0.722; 95% CI, 0.606 to 0.838). CONCLUSIONS: Our study established and validated a simple nomogram for RAP among patients with dysphagia after radiotherapy for NPC. |
format | Online Article Text |
id | pubmed-9418526 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-94185262022-08-28 Establishment and Validation of a Predictive Model for Radiation-Associated Aspiration Pneumonia in Patients with Radiation-Induced Dysphagia after Nasopharyngeal Carcinoma Li, Honghong He, Yong Zhuo, Xiaohuang Yue, Zongwei Rong, Xiaoming Li, Yike Li, Yi He, Lei Cheng, Jinping Pan, Dong Xue, Ruiqi Cai, Jinhua Jiang, Jingru Xu, Yongteng Tang, Yamei Behav Neurol Research Article INTRODUCTION: Radiotherapy for patients with head and neck cancers raises their risk of aspiration pneumonia-related death. We aimed to develop and validate a model to predict radiation-associated aspiration pneumonia (RAP) among patients with dysphagia after radiotherapy for nasopharyngeal carcinoma (NPC). MATERIALS AND METHODS: A total of 453 dysphagic patients with NPC were retrospectively recruited from Sun Yat-Sen Memorial Hospital from January 2012 to January 2018. Patients were randomly divided into training cohort (n = 302) and internal validation cohort (n = 151) at a ratio of 2 : 1. The concordance index (C-index) and calibration curve were used to evaluate the accuracy and discriminative ability of this model. Moreover, decision curve analysis was performed to evaluate the net clinical benefit. The results were externally validated in 203 dysphagic patients from the First People's Hospital of Foshan. RESULTS: Derived from multivariable analysis of the training cohort, four independent factors were introduced to predict RAP, including Kubota water drinking test grades, the maximum radiation dose of lymph node gross tumor volume (Dmax of the GTVnd), neutrophil count, and erythrocyte sedimentation rate (ESR). The nomogram showed favorable calibration and discrimination regarding the training cohort, with a C-index of 0.749 (95% confidence interval (CI), 0.681 to 0.817), which was confirmed by the internal validation cohort (C-index 0.743; 95% CI, 0.669 to 0.818) and the external validation cohort (C-index 0.722; 95% CI, 0.606 to 0.838). CONCLUSIONS: Our study established and validated a simple nomogram for RAP among patients with dysphagia after radiotherapy for NPC. Hindawi 2022-08-19 /pmc/articles/PMC9418526/ /pubmed/36039334 http://dx.doi.org/10.1155/2022/6307804 Text en Copyright © 2022 Honghong Li et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Li, Honghong He, Yong Zhuo, Xiaohuang Yue, Zongwei Rong, Xiaoming Li, Yike Li, Yi He, Lei Cheng, Jinping Pan, Dong Xue, Ruiqi Cai, Jinhua Jiang, Jingru Xu, Yongteng Tang, Yamei Establishment and Validation of a Predictive Model for Radiation-Associated Aspiration Pneumonia in Patients with Radiation-Induced Dysphagia after Nasopharyngeal Carcinoma |
title | Establishment and Validation of a Predictive Model for Radiation-Associated Aspiration Pneumonia in Patients with Radiation-Induced Dysphagia after Nasopharyngeal Carcinoma |
title_full | Establishment and Validation of a Predictive Model for Radiation-Associated Aspiration Pneumonia in Patients with Radiation-Induced Dysphagia after Nasopharyngeal Carcinoma |
title_fullStr | Establishment and Validation of a Predictive Model for Radiation-Associated Aspiration Pneumonia in Patients with Radiation-Induced Dysphagia after Nasopharyngeal Carcinoma |
title_full_unstemmed | Establishment and Validation of a Predictive Model for Radiation-Associated Aspiration Pneumonia in Patients with Radiation-Induced Dysphagia after Nasopharyngeal Carcinoma |
title_short | Establishment and Validation of a Predictive Model for Radiation-Associated Aspiration Pneumonia in Patients with Radiation-Induced Dysphagia after Nasopharyngeal Carcinoma |
title_sort | establishment and validation of a predictive model for radiation-associated aspiration pneumonia in patients with radiation-induced dysphagia after nasopharyngeal carcinoma |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9418526/ https://www.ncbi.nlm.nih.gov/pubmed/36039334 http://dx.doi.org/10.1155/2022/6307804 |
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