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Multigene panel predicting survival of patients with colon cancer
Objective: The purpose of this study was to investigate multigene panel markers to predict long-term survival in patients with colon cancer. Methods and materials: GSE39582 was randomly divided into a training set and a validation set, while TCGA-COAD and GSE17536 were treated as two independent val...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Ivyspring International Publisher
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6909949/ https://www.ncbi.nlm.nih.gov/pubmed/31839813 http://dx.doi.org/10.7150/jca.35902 |
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author | Li, Hao-Dong Liang, Chen |
author_facet | Li, Hao-Dong Liang, Chen |
author_sort | Li, Hao-Dong |
collection | PubMed |
description | Objective: The purpose of this study was to investigate multigene panel markers to predict long-term survival in patients with colon cancer. Methods and materials: GSE39582 was randomly divided into a training set and a validation set, while TCGA-COAD and GSE17536 were treated as two independent validation cohorts. Survival-associated genes were included in elastic net penalized Cox proportional hazards regression (ENCPH) model. Based on the results of the ENCPH, a multigene panel was constructed. We evaluated predictive performance of the multigene panel by univariate and multivariate survival analysis, and time-dependent ROC analysis. Results: A total of 1025 colon cancer patients were included in the study, and 94 genes were showed to be related with the overall survival of colon cancer patients, of which 7 genes were integrated to construct a multigene panel according to ENCPH model. The multigene panel could stratify colon cancer patients into notably different risk groups in the training set and three verification cohort. Results of multivariable CPH model suggested that the multigene panel was an independent prognostication factor. The multigene-containing nomogram showed reliable prediction ability on the 3- and 5-year survival of colon cancer patients with internally and externally validated C-indexes exceeded 0.7. Conclusion: The multigene panel we introduced showed considerable prognosis performance in colon cancer, and the multigene panel containing nomogram would help clinicians assess long-term survival probability. |
format | Online Article Text |
id | pubmed-6909949 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Ivyspring International Publisher |
record_format | MEDLINE/PubMed |
spelling | pubmed-69099492019-12-15 Multigene panel predicting survival of patients with colon cancer Li, Hao-Dong Liang, Chen J Cancer Research Paper Objective: The purpose of this study was to investigate multigene panel markers to predict long-term survival in patients with colon cancer. Methods and materials: GSE39582 was randomly divided into a training set and a validation set, while TCGA-COAD and GSE17536 were treated as two independent validation cohorts. Survival-associated genes were included in elastic net penalized Cox proportional hazards regression (ENCPH) model. Based on the results of the ENCPH, a multigene panel was constructed. We evaluated predictive performance of the multigene panel by univariate and multivariate survival analysis, and time-dependent ROC analysis. Results: A total of 1025 colon cancer patients were included in the study, and 94 genes were showed to be related with the overall survival of colon cancer patients, of which 7 genes were integrated to construct a multigene panel according to ENCPH model. The multigene panel could stratify colon cancer patients into notably different risk groups in the training set and three verification cohort. Results of multivariable CPH model suggested that the multigene panel was an independent prognostication factor. The multigene-containing nomogram showed reliable prediction ability on the 3- and 5-year survival of colon cancer patients with internally and externally validated C-indexes exceeded 0.7. Conclusion: The multigene panel we introduced showed considerable prognosis performance in colon cancer, and the multigene panel containing nomogram would help clinicians assess long-term survival probability. Ivyspring International Publisher 2019-11-01 /pmc/articles/PMC6909949/ /pubmed/31839813 http://dx.doi.org/10.7150/jca.35902 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 Li, Hao-Dong Liang, Chen Multigene panel predicting survival of patients with colon cancer |
title | Multigene panel predicting survival of patients with colon cancer |
title_full | Multigene panel predicting survival of patients with colon cancer |
title_fullStr | Multigene panel predicting survival of patients with colon cancer |
title_full_unstemmed | Multigene panel predicting survival of patients with colon cancer |
title_short | Multigene panel predicting survival of patients with colon cancer |
title_sort | multigene panel predicting survival of patients with colon cancer |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6909949/ https://www.ncbi.nlm.nih.gov/pubmed/31839813 http://dx.doi.org/10.7150/jca.35902 |
work_keys_str_mv | AT lihaodong multigenepanelpredictingsurvivalofpatientswithcoloncancer AT liangchen multigenepanelpredictingsurvivalofpatientswithcoloncancer |