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Six-gene signature for predicting survival in patients with head and neck squamous cell carcinoma
The prognosis of head and neck squamous cell carcinoma (HNSCC) patients remains poor. High-throughput sequencing data have laid a solid foundation for identifying genes related to cancer prognosis, but a gene marker is needed to predict clinical outcomes in HNSCC. In our study, we downloaded RNA Seq...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Impact Journals
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6977678/ https://www.ncbi.nlm.nih.gov/pubmed/31927533 http://dx.doi.org/10.18632/aging.102655 |
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author | Wang, Juncheng Chen, Xun Tian, Yuxi Zhu, Gangcai Qin, Yuexiang Chen, Xuan Pi, Leiming Wei, Ming Liu, Guancheng Li, Zhexuan Chen, Changhan Lv, Yunxia Cai, Gengming |
author_facet | Wang, Juncheng Chen, Xun Tian, Yuxi Zhu, Gangcai Qin, Yuexiang Chen, Xuan Pi, Leiming Wei, Ming Liu, Guancheng Li, Zhexuan Chen, Changhan Lv, Yunxia Cai, Gengming |
author_sort | Wang, Juncheng |
collection | PubMed |
description | The prognosis of head and neck squamous cell carcinoma (HNSCC) patients remains poor. High-throughput sequencing data have laid a solid foundation for identifying genes related to cancer prognosis, but a gene marker is needed to predict clinical outcomes in HNSCC. In our study, we downloaded RNA Seq, single nucleotide polymorphism, copy number variation, and clinical follow-up data from TCGA. The samples were randomly divided into training and test. In the training set, we screened genes and used random forests for feature selection. Gene-related prognostic models were established and validated in a test set and GEO verification set. Six genes (PEX11A, NLRP2, SERPINE1, UPK, CTTN, D2HGDH) were ultimately obtained through random forest feature selection. Cox regression analysis confirmed the 6-gene signature is an independent prognostic factor in HNSCC patients. This signature effectively stratified samples in the training, test, and external verification sets (P < 0.01). The 5-year survival AUC in the training and verification sets was greater than 0.74. Thus, we have constructed a 6-gene signature as a new prognostic marker for predicting survival of HNSCC patients. |
format | Online Article Text |
id | pubmed-6977678 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Impact Journals |
record_format | MEDLINE/PubMed |
spelling | pubmed-69776782020-01-31 Six-gene signature for predicting survival in patients with head and neck squamous cell carcinoma Wang, Juncheng Chen, Xun Tian, Yuxi Zhu, Gangcai Qin, Yuexiang Chen, Xuan Pi, Leiming Wei, Ming Liu, Guancheng Li, Zhexuan Chen, Changhan Lv, Yunxia Cai, Gengming Aging (Albany NY) Research Paper The prognosis of head and neck squamous cell carcinoma (HNSCC) patients remains poor. High-throughput sequencing data have laid a solid foundation for identifying genes related to cancer prognosis, but a gene marker is needed to predict clinical outcomes in HNSCC. In our study, we downloaded RNA Seq, single nucleotide polymorphism, copy number variation, and clinical follow-up data from TCGA. The samples were randomly divided into training and test. In the training set, we screened genes and used random forests for feature selection. Gene-related prognostic models were established and validated in a test set and GEO verification set. Six genes (PEX11A, NLRP2, SERPINE1, UPK, CTTN, D2HGDH) were ultimately obtained through random forest feature selection. Cox regression analysis confirmed the 6-gene signature is an independent prognostic factor in HNSCC patients. This signature effectively stratified samples in the training, test, and external verification sets (P < 0.01). The 5-year survival AUC in the training and verification sets was greater than 0.74. Thus, we have constructed a 6-gene signature as a new prognostic marker for predicting survival of HNSCC patients. Impact Journals 2020-01-12 /pmc/articles/PMC6977678/ /pubmed/31927533 http://dx.doi.org/10.18632/aging.102655 Text en Copyright © 2020 Wang et al. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY 3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Paper Wang, Juncheng Chen, Xun Tian, Yuxi Zhu, Gangcai Qin, Yuexiang Chen, Xuan Pi, Leiming Wei, Ming Liu, Guancheng Li, Zhexuan Chen, Changhan Lv, Yunxia Cai, Gengming Six-gene signature for predicting survival in patients with head and neck squamous cell carcinoma |
title | Six-gene signature for predicting survival in patients with head and neck squamous cell carcinoma |
title_full | Six-gene signature for predicting survival in patients with head and neck squamous cell carcinoma |
title_fullStr | Six-gene signature for predicting survival in patients with head and neck squamous cell carcinoma |
title_full_unstemmed | Six-gene signature for predicting survival in patients with head and neck squamous cell carcinoma |
title_short | Six-gene signature for predicting survival in patients with head and neck squamous cell carcinoma |
title_sort | six-gene signature for predicting survival in patients with head and neck squamous cell carcinoma |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6977678/ https://www.ncbi.nlm.nih.gov/pubmed/31927533 http://dx.doi.org/10.18632/aging.102655 |
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