Six-gene signature for predicting survival in patients with head and neck squamous cell carcinoma

被引:73
|
作者
Wang, Juncheng [1 ]
Chen, Xun [2 ]
Tian, Yuxi [3 ]
Zhu, Gangcai [4 ]
Qin, Yuexiang [5 ]
Chen, Xuan [6 ]
Pi, Leiming [7 ]
Wei, Ming [1 ]
Liu, Guancheng [8 ]
Li, Zhexuan [1 ]
Chen, Changhan [1 ]
Lv, Yunxia [9 ]
Cai, Gengming [10 ]
机构
[1] Cent South Univ, Xiangya Hosp, Dept Otolaryngol Head & Neck Surg, Changsha 410008, Hunan, Peoples R China
[2] Fujian Med Univ, Affiliated Hosp Quanzhou 1, Dept Oral & Maxillofacial Surg, Quanzhou 362000, Fujian, Peoples R China
[3] Cent South Univ, Xiangya Hosp, Dept Oncol, Changsha 410008, Hunan, Peoples R China
[4] Cent South Univ, Xiangya Hosp 2, Dept Otolaryngol Head & Neck Surg, Changsha 410011, Hunan, Peoples R China
[5] Cent South Univ, Xiangya Hosp 3, Dept Hlth Management, Changsha 410011, Hunan, Peoples R China
[6] Second Mil Med Univ, Changzheng Hosp, Dept Stomatol, Shanghai 200003, Peoples R China
[7] Jinan Univ, HeYuan Peoples Hosp, Dept Otolaryngol Head & Neck Surg, He Yuan 517000, Guangdong, Peoples R China
[8] Guilin Univ, Affiliated Hosp, Dept Otolaryngol Head & Neck Surg, Guilin 541000, Guangxi, Peoples R China
[9] Nanchang Univ, Affiliated Hosp 2, Dept Thyroid Surg, Nanchang 330006, Jiangxi, Peoples R China
[10] Fujian Med Univ, Dept Otolaryngol Head & Neck Surg, Affiliated Hosp Quanzhou 1, Quanzhou 362000, Fujian, Peoples R China
来源
AGING-US | 2020年 / 12卷 / 01期
关键词
bioinformatics; CNV; prognostic markers; TCGA; GENE-EXPRESSION; CANCER; RNA; METHYLATION; COLOPRINT; PATTERNS; PROSTATE; TP53; CTTN;
D O I
10.18632/aging.102655
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
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.
引用
收藏
页码:767 / 783
页数:17
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