Cargando…
Pre-radiotherapy lymphocyte count and platelet-to-lymphocyte ratio may improve survival prediction beyond clinical factors in limited stage small cell lung cancer: model development and validation
BACKGROUND: Few small sample size studies have reported lymphocyte count was prognostic for survival in small-cell lung cancer (SCLC). This study aimed to validate this finding, to build prediction model for overall survival (OS) and to study whether novel models that combine lymphocyte-related vari...
Autores principales: | , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
AME Publishing Company
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7815357/ https://www.ncbi.nlm.nih.gov/pubmed/33489795 http://dx.doi.org/10.21037/tlcr-20-666 |
_version_ | 1783638212660428800 |
---|---|
author | Yu, Yishan Wang, Linlin Cao, Shufen Gao, Siming Wang, Weili Mulvihill, Lianne Machtay, Mitchell Fu, Pingfu Yu, Jinming Kong, Feng-Ming (Spring) |
author_facet | Yu, Yishan Wang, Linlin Cao, Shufen Gao, Siming Wang, Weili Mulvihill, Lianne Machtay, Mitchell Fu, Pingfu Yu, Jinming Kong, Feng-Ming (Spring) |
author_sort | Yu, Yishan |
collection | PubMed |
description | BACKGROUND: Few small sample size studies have reported lymphocyte count was prognostic for survival in small-cell lung cancer (SCLC). This study aimed to validate this finding, to build prediction model for overall survival (OS) and to study whether novel models that combine lymphocyte-related variables can predict OS more accurately than a conventional model using clinical factors alone in a large cohort of limited-stage SCLC patients. METHODS: This study enrolled 544 limited-stage SCLC patients receiving definitive chemo-radiation with pre-radiotherapy lymphocyte-related variables including absolute lymphocyte count (ALC), platelet-to-lymphocyte ratio (P/L ratio), neutrophil-to-lymphocyte ratio (N/L ratio), and lymphocyte-to-monocyte ratio (L/M ratio). The primary endpoint was OS. These patients were randomly divided into a training dataset (n=274) and a validation dataset (n=270). Multivariate survival models were built in the training dataset, and the performance of these models were further tested in the validation dataset using the concordance index (C-index). RESULTS: The median follow-up time was 36 months for all patients. In the training dataset, univariate analysis showed that ALC (P=0.020) and P/L ratio (P=0.023) were significantly correlated with OS, while L/M ratio (P=0.091) and N/L ratio (P=0.436) were not. Multivariate modeling demonstrated the significance of ALC (P=0.063) and P/L ratio (P=0.003), and the improvement for OS prediction in combined models with the addition of ALC (C-index =0.693) or P/L ratio (C-index =0.688) over the conventional model (C-index =0.679). The validation dataset analysis confirmed a modest improvement of C-index with the addition of ALC or P/L ratio. All these models showed reasonable discriminations and calibrations. CONCLUSIONS: This study validated the significant value of pre-radiotherapy ALC and P/L ratio on OS in limited-stage SCLC. The combined model with ALC or P/L ratio showed additional OS prediction values than the conventional model with clinical factors alone. |
format | Online Article Text |
id | pubmed-7815357 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | AME Publishing Company |
record_format | MEDLINE/PubMed |
spelling | pubmed-78153572021-01-22 Pre-radiotherapy lymphocyte count and platelet-to-lymphocyte ratio may improve survival prediction beyond clinical factors in limited stage small cell lung cancer: model development and validation Yu, Yishan Wang, Linlin Cao, Shufen Gao, Siming Wang, Weili Mulvihill, Lianne Machtay, Mitchell Fu, Pingfu Yu, Jinming Kong, Feng-Ming (Spring) Transl Lung Cancer Res Original Article BACKGROUND: Few small sample size studies have reported lymphocyte count was prognostic for survival in small-cell lung cancer (SCLC). This study aimed to validate this finding, to build prediction model for overall survival (OS) and to study whether novel models that combine lymphocyte-related variables can predict OS more accurately than a conventional model using clinical factors alone in a large cohort of limited-stage SCLC patients. METHODS: This study enrolled 544 limited-stage SCLC patients receiving definitive chemo-radiation with pre-radiotherapy lymphocyte-related variables including absolute lymphocyte count (ALC), platelet-to-lymphocyte ratio (P/L ratio), neutrophil-to-lymphocyte ratio (N/L ratio), and lymphocyte-to-monocyte ratio (L/M ratio). The primary endpoint was OS. These patients were randomly divided into a training dataset (n=274) and a validation dataset (n=270). Multivariate survival models were built in the training dataset, and the performance of these models were further tested in the validation dataset using the concordance index (C-index). RESULTS: The median follow-up time was 36 months for all patients. In the training dataset, univariate analysis showed that ALC (P=0.020) and P/L ratio (P=0.023) were significantly correlated with OS, while L/M ratio (P=0.091) and N/L ratio (P=0.436) were not. Multivariate modeling demonstrated the significance of ALC (P=0.063) and P/L ratio (P=0.003), and the improvement for OS prediction in combined models with the addition of ALC (C-index =0.693) or P/L ratio (C-index =0.688) over the conventional model (C-index =0.679). The validation dataset analysis confirmed a modest improvement of C-index with the addition of ALC or P/L ratio. All these models showed reasonable discriminations and calibrations. CONCLUSIONS: This study validated the significant value of pre-radiotherapy ALC and P/L ratio on OS in limited-stage SCLC. The combined model with ALC or P/L ratio showed additional OS prediction values than the conventional model with clinical factors alone. AME Publishing Company 2020-12 /pmc/articles/PMC7815357/ /pubmed/33489795 http://dx.doi.org/10.21037/tlcr-20-666 Text en 2020 Translational Lung 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 Yu, Yishan Wang, Linlin Cao, Shufen Gao, Siming Wang, Weili Mulvihill, Lianne Machtay, Mitchell Fu, Pingfu Yu, Jinming Kong, Feng-Ming (Spring) Pre-radiotherapy lymphocyte count and platelet-to-lymphocyte ratio may improve survival prediction beyond clinical factors in limited stage small cell lung cancer: model development and validation |
title | Pre-radiotherapy lymphocyte count and platelet-to-lymphocyte ratio may improve survival prediction beyond clinical factors in limited stage small cell lung cancer: model development and validation |
title_full | Pre-radiotherapy lymphocyte count and platelet-to-lymphocyte ratio may improve survival prediction beyond clinical factors in limited stage small cell lung cancer: model development and validation |
title_fullStr | Pre-radiotherapy lymphocyte count and platelet-to-lymphocyte ratio may improve survival prediction beyond clinical factors in limited stage small cell lung cancer: model development and validation |
title_full_unstemmed | Pre-radiotherapy lymphocyte count and platelet-to-lymphocyte ratio may improve survival prediction beyond clinical factors in limited stage small cell lung cancer: model development and validation |
title_short | Pre-radiotherapy lymphocyte count and platelet-to-lymphocyte ratio may improve survival prediction beyond clinical factors in limited stage small cell lung cancer: model development and validation |
title_sort | pre-radiotherapy lymphocyte count and platelet-to-lymphocyte ratio may improve survival prediction beyond clinical factors in limited stage small cell lung cancer: model development and validation |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7815357/ https://www.ncbi.nlm.nih.gov/pubmed/33489795 http://dx.doi.org/10.21037/tlcr-20-666 |
work_keys_str_mv | AT yuyishan preradiotherapylymphocytecountandplatelettolymphocyteratiomayimprovesurvivalpredictionbeyondclinicalfactorsinlimitedstagesmallcelllungcancermodeldevelopmentandvalidation AT wanglinlin preradiotherapylymphocytecountandplatelettolymphocyteratiomayimprovesurvivalpredictionbeyondclinicalfactorsinlimitedstagesmallcelllungcancermodeldevelopmentandvalidation AT caoshufen preradiotherapylymphocytecountandplatelettolymphocyteratiomayimprovesurvivalpredictionbeyondclinicalfactorsinlimitedstagesmallcelllungcancermodeldevelopmentandvalidation AT gaosiming preradiotherapylymphocytecountandplatelettolymphocyteratiomayimprovesurvivalpredictionbeyondclinicalfactorsinlimitedstagesmallcelllungcancermodeldevelopmentandvalidation AT wangweili preradiotherapylymphocytecountandplatelettolymphocyteratiomayimprovesurvivalpredictionbeyondclinicalfactorsinlimitedstagesmallcelllungcancermodeldevelopmentandvalidation AT mulvihilllianne preradiotherapylymphocytecountandplatelettolymphocyteratiomayimprovesurvivalpredictionbeyondclinicalfactorsinlimitedstagesmallcelllungcancermodeldevelopmentandvalidation AT machtaymitchell preradiotherapylymphocytecountandplatelettolymphocyteratiomayimprovesurvivalpredictionbeyondclinicalfactorsinlimitedstagesmallcelllungcancermodeldevelopmentandvalidation AT fupingfu preradiotherapylymphocytecountandplatelettolymphocyteratiomayimprovesurvivalpredictionbeyondclinicalfactorsinlimitedstagesmallcelllungcancermodeldevelopmentandvalidation AT yujinming preradiotherapylymphocytecountandplatelettolymphocyteratiomayimprovesurvivalpredictionbeyondclinicalfactorsinlimitedstagesmallcelllungcancermodeldevelopmentandvalidation AT kongfengmingspring preradiotherapylymphocytecountandplatelettolymphocyteratiomayimprovesurvivalpredictionbeyondclinicalfactorsinlimitedstagesmallcelllungcancermodeldevelopmentandvalidation |