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Development and validation of a 4-gene combination for the prognostication in lung adenocarcinoma patients
Objective: To identify a multi-gene prognostic factor in patients with lung adenocarcinoma (LUAD). Materials and methods Prognosis-related genes were screened in the TCGA-LUAD cohort. Then, patients in this cohort were randomly separated into training set and test set. Least absolute shrinkage and s...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Ivyspring International Publisher
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7052877/ https://www.ncbi.nlm.nih.gov/pubmed/32194805 http://dx.doi.org/10.7150/jca.37003 |
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author | Yin, Xiao-Hong Yu, Li-Ping Zhao, Xiao-Hong Li, Qin-Mei Liu, Xiao-Ping He, Li |
author_facet | Yin, Xiao-Hong Yu, Li-Ping Zhao, Xiao-Hong Li, Qin-Mei Liu, Xiao-Ping He, Li |
author_sort | Yin, Xiao-Hong |
collection | PubMed |
description | Objective: To identify a multi-gene prognostic factor in patients with lung adenocarcinoma (LUAD). Materials and methods Prognosis-related genes were screened in the TCGA-LUAD cohort. Then, patients in this cohort were randomly separated into training set and test set. Least absolute shrinkage and selection operator (LASSO) regression was performed to the penalized the Cox proportional hazards regression (CPH) model on the training set, and a prognostication combination based on the result of LASSO analysis was developed. By performing Kaplan-Meier curve analysis, univariate and multivariable CPH model on the overall survival (OS) as well as recurrence free survival (RFS), the prognostication performance of the multigene combination were evaluated. Moreover, we constructed a nomogram and performed decision curve analysis to evaluate the clinical application of the multigene combination. Results We obtained 99 prognosis-related genes and screened out a 4-gene combination (including CIDEC, ZFP3, DKK1, and USP4) according to the LASSO analysis. The results of survival analyses suggested that patients in the 4-gene combination low-risk group had better OS and RFS than those in the 4-gene combination high-risk group. The 4-gene mentioned was demonstrated to be independent prognostic factor of patients with LUAD in the training set(OS, HR=11.962, P<0.001; RFS, HR=9.281, P<0.001) and test set (OS, HR=5.377, P=0.003; RFS, HR=2.949, P=0.104). More importantly, its prognosis performance was well in the validation set (OS, HR=0.955, P=0.002; RFS, HR=1.042, P<0.001). Conclusions We introduced a 4-gene combination which could predict the survival of LUAD patients and might be an independent prognostic factor in LUAD. |
format | Online Article Text |
id | pubmed-7052877 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Ivyspring International Publisher |
record_format | MEDLINE/PubMed |
spelling | pubmed-70528772020-03-19 Development and validation of a 4-gene combination for the prognostication in lung adenocarcinoma patients Yin, Xiao-Hong Yu, Li-Ping Zhao, Xiao-Hong Li, Qin-Mei Liu, Xiao-Ping He, Li J Cancer Research Paper Objective: To identify a multi-gene prognostic factor in patients with lung adenocarcinoma (LUAD). Materials and methods Prognosis-related genes were screened in the TCGA-LUAD cohort. Then, patients in this cohort were randomly separated into training set and test set. Least absolute shrinkage and selection operator (LASSO) regression was performed to the penalized the Cox proportional hazards regression (CPH) model on the training set, and a prognostication combination based on the result of LASSO analysis was developed. By performing Kaplan-Meier curve analysis, univariate and multivariable CPH model on the overall survival (OS) as well as recurrence free survival (RFS), the prognostication performance of the multigene combination were evaluated. Moreover, we constructed a nomogram and performed decision curve analysis to evaluate the clinical application of the multigene combination. Results We obtained 99 prognosis-related genes and screened out a 4-gene combination (including CIDEC, ZFP3, DKK1, and USP4) according to the LASSO analysis. The results of survival analyses suggested that patients in the 4-gene combination low-risk group had better OS and RFS than those in the 4-gene combination high-risk group. The 4-gene mentioned was demonstrated to be independent prognostic factor of patients with LUAD in the training set(OS, HR=11.962, P<0.001; RFS, HR=9.281, P<0.001) and test set (OS, HR=5.377, P=0.003; RFS, HR=2.949, P=0.104). More importantly, its prognosis performance was well in the validation set (OS, HR=0.955, P=0.002; RFS, HR=1.042, P<0.001). Conclusions We introduced a 4-gene combination which could predict the survival of LUAD patients and might be an independent prognostic factor in LUAD. Ivyspring International Publisher 2020-01-29 /pmc/articles/PMC7052877/ /pubmed/32194805 http://dx.doi.org/10.7150/jca.37003 Text en © The author(s) This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/). See http://ivyspring.com/terms for full terms and conditions. |
spellingShingle | Research Paper Yin, Xiao-Hong Yu, Li-Ping Zhao, Xiao-Hong Li, Qin-Mei Liu, Xiao-Ping He, Li Development and validation of a 4-gene combination for the prognostication in lung adenocarcinoma patients |
title | Development and validation of a 4-gene combination for the prognostication in lung adenocarcinoma patients |
title_full | Development and validation of a 4-gene combination for the prognostication in lung adenocarcinoma patients |
title_fullStr | Development and validation of a 4-gene combination for the prognostication in lung adenocarcinoma patients |
title_full_unstemmed | Development and validation of a 4-gene combination for the prognostication in lung adenocarcinoma patients |
title_short | Development and validation of a 4-gene combination for the prognostication in lung adenocarcinoma patients |
title_sort | development and validation of a 4-gene combination for the prognostication in lung adenocarcinoma patients |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7052877/ https://www.ncbi.nlm.nih.gov/pubmed/32194805 http://dx.doi.org/10.7150/jca.37003 |
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