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Development and external validation of a nomogram to predict overall survival following stereotactic body radiotherapy for early-stage lung cancer
BACKGROUND: Prognostication tools for early-stage non-small cell lung cancer (NSCLC) patients treated with stereotactic body radiotherapy (SBRT) are currently lacking. The purpose of this study was to develop and externally validate a nomogram to predict overall survival in individual patients with...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7178957/ https://www.ncbi.nlm.nih.gov/pubmed/32321553 http://dx.doi.org/10.1186/s13014-020-01537-z |
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author | Baker, Sarah Bakunina, Katerina Duijm, Marloes Hoogeman, Mischa S. Cornelissen, Robin Antonisse, Imogeen Praag, John Heemsbergen, Wilma D. Nuyttens, Joost Jan |
author_facet | Baker, Sarah Bakunina, Katerina Duijm, Marloes Hoogeman, Mischa S. Cornelissen, Robin Antonisse, Imogeen Praag, John Heemsbergen, Wilma D. Nuyttens, Joost Jan |
author_sort | Baker, Sarah |
collection | PubMed |
description | BACKGROUND: Prognostication tools for early-stage non-small cell lung cancer (NSCLC) patients treated with stereotactic body radiotherapy (SBRT) are currently lacking. The purpose of this study was to develop and externally validate a nomogram to predict overall survival in individual patients with peripheral early-stage disease. METHODS: A total of 587 NSCLC patients treated with biologically effective dose > 100 Gy(10) were eligible. A Cox proportional hazards model was used to build a nomogram to predict 6-month, 1-year, 3-year and 5-year overall survival. Internal validation was performed using bootstrap sampling. External validation was performed in a separate cohort of 124 NSCLC patients with central tumors treated with SBRT. Discriminatory ability was measured by the concordance index (C-index) while predictive accuracy was assessed with calibration slope and plots. RESULTS: The resulting nomogram was based on six prognostic factors: age, sex, Karnofsky Performance Status, operability, Charlson Comorbidity Index, and tumor diameter. The slope of the calibration curve for nomogram-predicted versus Kaplan-Meier-estimated overall survival was 0.77. The C-index of the nomogram (corrected for optimism) was moderate at 0.64. In the external validation cohort, the model yielded a C-index of 0.62. CONCLUSIONS: We established and validated a nomogram which can provide individual survival predictions for patients with early stage lung cancer treated with SBRT. The nomogram may assist patients and clinicians with treatment decision-making. |
format | Online Article Text |
id | pubmed-7178957 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-71789572020-04-26 Development and external validation of a nomogram to predict overall survival following stereotactic body radiotherapy for early-stage lung cancer Baker, Sarah Bakunina, Katerina Duijm, Marloes Hoogeman, Mischa S. Cornelissen, Robin Antonisse, Imogeen Praag, John Heemsbergen, Wilma D. Nuyttens, Joost Jan Radiat Oncol Research BACKGROUND: Prognostication tools for early-stage non-small cell lung cancer (NSCLC) patients treated with stereotactic body radiotherapy (SBRT) are currently lacking. The purpose of this study was to develop and externally validate a nomogram to predict overall survival in individual patients with peripheral early-stage disease. METHODS: A total of 587 NSCLC patients treated with biologically effective dose > 100 Gy(10) were eligible. A Cox proportional hazards model was used to build a nomogram to predict 6-month, 1-year, 3-year and 5-year overall survival. Internal validation was performed using bootstrap sampling. External validation was performed in a separate cohort of 124 NSCLC patients with central tumors treated with SBRT. Discriminatory ability was measured by the concordance index (C-index) while predictive accuracy was assessed with calibration slope and plots. RESULTS: The resulting nomogram was based on six prognostic factors: age, sex, Karnofsky Performance Status, operability, Charlson Comorbidity Index, and tumor diameter. The slope of the calibration curve for nomogram-predicted versus Kaplan-Meier-estimated overall survival was 0.77. The C-index of the nomogram (corrected for optimism) was moderate at 0.64. In the external validation cohort, the model yielded a C-index of 0.62. CONCLUSIONS: We established and validated a nomogram which can provide individual survival predictions for patients with early stage lung cancer treated with SBRT. The nomogram may assist patients and clinicians with treatment decision-making. BioMed Central 2020-04-22 /pmc/articles/PMC7178957/ /pubmed/32321553 http://dx.doi.org/10.1186/s13014-020-01537-z Text en © The Author(s) 2020 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/. 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 in a credit line to the data. |
spellingShingle | Research Baker, Sarah Bakunina, Katerina Duijm, Marloes Hoogeman, Mischa S. Cornelissen, Robin Antonisse, Imogeen Praag, John Heemsbergen, Wilma D. Nuyttens, Joost Jan Development and external validation of a nomogram to predict overall survival following stereotactic body radiotherapy for early-stage lung cancer |
title | Development and external validation of a nomogram to predict overall survival following stereotactic body radiotherapy for early-stage lung cancer |
title_full | Development and external validation of a nomogram to predict overall survival following stereotactic body radiotherapy for early-stage lung cancer |
title_fullStr | Development and external validation of a nomogram to predict overall survival following stereotactic body radiotherapy for early-stage lung cancer |
title_full_unstemmed | Development and external validation of a nomogram to predict overall survival following stereotactic body radiotherapy for early-stage lung cancer |
title_short | Development and external validation of a nomogram to predict overall survival following stereotactic body radiotherapy for early-stage lung cancer |
title_sort | development and external validation of a nomogram to predict overall survival following stereotactic body radiotherapy for early-stage lung cancer |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7178957/ https://www.ncbi.nlm.nih.gov/pubmed/32321553 http://dx.doi.org/10.1186/s13014-020-01537-z |
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