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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Impact Journals 2020
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.
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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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