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The nomograms to predict early death among metastatic small-cell lung cancer patients: a retrospective study based on SEER database
BACKGROUND: This study aims to discriminate risk factors associated with early death (died within 3 months) in metastatic small-cell lung cancer (SCLC) patients, and construct predictive nomograms to help physicians in guiding individual treatment. METHODS: Surveillance, Epidemiology, and End Result...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
AME Publishing Company
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9372205/ https://www.ncbi.nlm.nih.gov/pubmed/35966299 http://dx.doi.org/10.21037/tcr-22-462 |
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author | Hai, Tao Zhou, Lin Wang, Jingqiu Wei, Hao Wang, Yishun Tian, Tian Wu, Wangchun Mei, Ting |
author_facet | Hai, Tao Zhou, Lin Wang, Jingqiu Wei, Hao Wang, Yishun Tian, Tian Wu, Wangchun Mei, Ting |
author_sort | Hai, Tao |
collection | PubMed |
description | BACKGROUND: This study aims to discriminate risk factors associated with early death (died within 3 months) in metastatic small-cell lung cancer (SCLC) patients, and construct predictive nomograms to help physicians in guiding individual treatment. METHODS: Surveillance, Epidemiology, and End Results (SEER) database was used to obtain records of deceased metastatic SCLC patients. The univariate and multivariate logistic regression methods were managed to identify risk factors for early death in overall patients and chemotherapy recipients. Predictive nomograms were developed and then validated by receiver operating characteristics curve (ROC) and calibration plots to verify its’ precision. RESULTS: A total of 13,229 patients were collected of which 5,832 of them encountered early death. The univariate and multivariate logistic regression analysis identified variables that were negatively associated with early death include sex, age, race, sequence, T stage, N stage, organ metastasis. Chemotherapy and radiotherapy implementation significantly decreased the odds of early death. For the chemotherapy recipients, white male patients with advanced age (over 80 years old), T4 stage, multiple organ metastasis, and without radiotherapy most likely died within 3 months. The area under the curve (AUC) of the nomograms for overall population and chemotherapy recipients’ early death prediction was 0.839 and 0.653. CONCLUSIONS: Early death among metastatic SCLC patients was extremely common in clinical practice. The nomograms constructed were able to assist clinical physicians in discriminating high-risk SCLC patients for targeted intervention, and elderly white male patients diagnosed with advanced T stage and multiple organ metastasis might be exempted from systemic treatment to receive palliative care. |
format | Online Article Text |
id | pubmed-9372205 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | AME Publishing Company |
record_format | MEDLINE/PubMed |
spelling | pubmed-93722052022-08-13 The nomograms to predict early death among metastatic small-cell lung cancer patients: a retrospective study based on SEER database Hai, Tao Zhou, Lin Wang, Jingqiu Wei, Hao Wang, Yishun Tian, Tian Wu, Wangchun Mei, Ting Transl Cancer Res Original Article BACKGROUND: This study aims to discriminate risk factors associated with early death (died within 3 months) in metastatic small-cell lung cancer (SCLC) patients, and construct predictive nomograms to help physicians in guiding individual treatment. METHODS: Surveillance, Epidemiology, and End Results (SEER) database was used to obtain records of deceased metastatic SCLC patients. The univariate and multivariate logistic regression methods were managed to identify risk factors for early death in overall patients and chemotherapy recipients. Predictive nomograms were developed and then validated by receiver operating characteristics curve (ROC) and calibration plots to verify its’ precision. RESULTS: A total of 13,229 patients were collected of which 5,832 of them encountered early death. The univariate and multivariate logistic regression analysis identified variables that were negatively associated with early death include sex, age, race, sequence, T stage, N stage, organ metastasis. Chemotherapy and radiotherapy implementation significantly decreased the odds of early death. For the chemotherapy recipients, white male patients with advanced age (over 80 years old), T4 stage, multiple organ metastasis, and without radiotherapy most likely died within 3 months. The area under the curve (AUC) of the nomograms for overall population and chemotherapy recipients’ early death prediction was 0.839 and 0.653. CONCLUSIONS: Early death among metastatic SCLC patients was extremely common in clinical practice. The nomograms constructed were able to assist clinical physicians in discriminating high-risk SCLC patients for targeted intervention, and elderly white male patients diagnosed with advanced T stage and multiple organ metastasis might be exempted from systemic treatment to receive palliative care. AME Publishing Company 2022-07 /pmc/articles/PMC9372205/ /pubmed/35966299 http://dx.doi.org/10.21037/tcr-22-462 Text en 2022 Translational Cancer Research. All rights reserved. https://creativecommons.org/licenses/by-nc-nd/4.0/Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0 (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Original Article Hai, Tao Zhou, Lin Wang, Jingqiu Wei, Hao Wang, Yishun Tian, Tian Wu, Wangchun Mei, Ting The nomograms to predict early death among metastatic small-cell lung cancer patients: a retrospective study based on SEER database |
title | The nomograms to predict early death among metastatic small-cell lung cancer patients: a retrospective study based on SEER database |
title_full | The nomograms to predict early death among metastatic small-cell lung cancer patients: a retrospective study based on SEER database |
title_fullStr | The nomograms to predict early death among metastatic small-cell lung cancer patients: a retrospective study based on SEER database |
title_full_unstemmed | The nomograms to predict early death among metastatic small-cell lung cancer patients: a retrospective study based on SEER database |
title_short | The nomograms to predict early death among metastatic small-cell lung cancer patients: a retrospective study based on SEER database |
title_sort | nomograms to predict early death among metastatic small-cell lung cancer patients: a retrospective study based on seer database |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9372205/ https://www.ncbi.nlm.nih.gov/pubmed/35966299 http://dx.doi.org/10.21037/tcr-22-462 |
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