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Nomogram for predicting overall survival in children with neuroblastoma based on SEER database
PURPOSE: This study was performed to establish and validate a nomogram for predicting the overall survival in children with neuroblastoma. METHODS: The latest clinical data of neuroblastoma in Surveillance, Epidemiology, and End Results (SEER) database was extracted from 2000 to 2016. The cases incl...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Korean Surgical Society
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7406400/ https://www.ncbi.nlm.nih.gov/pubmed/32802817 http://dx.doi.org/10.4174/astr.2020.99.2.118 |
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author | Liang, Song-Wu Chen, Gang Luo, Yi-Ge Chen, Peng Gu, Jin-Han Xu, Qiong-Qian Dang, Yi-Wu Qin, Li-Ting Lu, Hui-Ping Huang, Wen-Ting Huang, Zhi-Guang Gao, Li Chen, Jia-Bo |
author_facet | Liang, Song-Wu Chen, Gang Luo, Yi-Ge Chen, Peng Gu, Jin-Han Xu, Qiong-Qian Dang, Yi-Wu Qin, Li-Ting Lu, Hui-Ping Huang, Wen-Ting Huang, Zhi-Guang Gao, Li Chen, Jia-Bo |
author_sort | Liang, Song-Wu |
collection | PubMed |
description | PURPOSE: This study was performed to establish and validate a nomogram for predicting the overall survival in children with neuroblastoma. METHODS: The latest clinical data of neuroblastoma in Surveillance, Epidemiology, and End Results (SEER) database was extracted from 2000 to 2016. The cases included were randomly divided into training and validation cohorts. The survival curves were drawn with a Kaplan-Meier estimator to investigate the influences of certain single factors on overall survival. Also, least absolute shrinkage and selection operator regression was applied to further select the prognostic variables for neuroblastoma. Additionally, receiver operating characteristic (ROC) curves and calibration curves were used to evaluate the accuracy of the nomogram. RESULTS: In total, 1,262 patients were collected and 8 independent prognostic factors were achieved, including patients' age, sex, race, tumor grade, radiotherapy, chemotherapy, tumor site, and tumor size. Then we constructed a nomogram by using the data of the training cohort with 886 cases. Subsequently, the nomogram was validated internally and externally with 886 and 376 cases, respectively. The internal validation revealed that the area under the curves (AUC) of ROC curves of 1-, 3-, and 5-year overall survival were 0.69, 0.78, and 0.81, respectively. Accordingly, the external validation also showed that the AUC of 1-, 3-, and 5-year overall survival were all ≥0.69. Both methods of validation demonstrated that the predictive calibration curves were consistent with standard curves. CONCLUSION: The nomogram possess the potential to be a new tool in predicting the survival rate of neuroblastoma patients. |
format | Online Article Text |
id | pubmed-7406400 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | The Korean Surgical Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-74064002020-08-13 Nomogram for predicting overall survival in children with neuroblastoma based on SEER database Liang, Song-Wu Chen, Gang Luo, Yi-Ge Chen, Peng Gu, Jin-Han Xu, Qiong-Qian Dang, Yi-Wu Qin, Li-Ting Lu, Hui-Ping Huang, Wen-Ting Huang, Zhi-Guang Gao, Li Chen, Jia-Bo Ann Surg Treat Res Original Article PURPOSE: This study was performed to establish and validate a nomogram for predicting the overall survival in children with neuroblastoma. METHODS: The latest clinical data of neuroblastoma in Surveillance, Epidemiology, and End Results (SEER) database was extracted from 2000 to 2016. The cases included were randomly divided into training and validation cohorts. The survival curves were drawn with a Kaplan-Meier estimator to investigate the influences of certain single factors on overall survival. Also, least absolute shrinkage and selection operator regression was applied to further select the prognostic variables for neuroblastoma. Additionally, receiver operating characteristic (ROC) curves and calibration curves were used to evaluate the accuracy of the nomogram. RESULTS: In total, 1,262 patients were collected and 8 independent prognostic factors were achieved, including patients' age, sex, race, tumor grade, radiotherapy, chemotherapy, tumor site, and tumor size. Then we constructed a nomogram by using the data of the training cohort with 886 cases. Subsequently, the nomogram was validated internally and externally with 886 and 376 cases, respectively. The internal validation revealed that the area under the curves (AUC) of ROC curves of 1-, 3-, and 5-year overall survival were 0.69, 0.78, and 0.81, respectively. Accordingly, the external validation also showed that the AUC of 1-, 3-, and 5-year overall survival were all ≥0.69. Both methods of validation demonstrated that the predictive calibration curves were consistent with standard curves. CONCLUSION: The nomogram possess the potential to be a new tool in predicting the survival rate of neuroblastoma patients. The Korean Surgical Society 2020-08 2020-07-31 /pmc/articles/PMC7406400/ /pubmed/32802817 http://dx.doi.org/10.4174/astr.2020.99.2.118 Text en Copyright © 2020, the Korean Surgical Society http://creativecommons.org/licenses/by-nc/4.0/ Annals of Surgical Treatment and Research is an Open Access Journal. All articles are distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Article Liang, Song-Wu Chen, Gang Luo, Yi-Ge Chen, Peng Gu, Jin-Han Xu, Qiong-Qian Dang, Yi-Wu Qin, Li-Ting Lu, Hui-Ping Huang, Wen-Ting Huang, Zhi-Guang Gao, Li Chen, Jia-Bo Nomogram for predicting overall survival in children with neuroblastoma based on SEER database |
title | Nomogram for predicting overall survival in children with neuroblastoma based on SEER database |
title_full | Nomogram for predicting overall survival in children with neuroblastoma based on SEER database |
title_fullStr | Nomogram for predicting overall survival in children with neuroblastoma based on SEER database |
title_full_unstemmed | Nomogram for predicting overall survival in children with neuroblastoma based on SEER database |
title_short | Nomogram for predicting overall survival in children with neuroblastoma based on SEER database |
title_sort | nomogram for predicting overall survival in children with neuroblastoma based on seer database |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7406400/ https://www.ncbi.nlm.nih.gov/pubmed/32802817 http://dx.doi.org/10.4174/astr.2020.99.2.118 |
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