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
相关论文
共 50 条
  • [21] Mast cell marker gene signature in head and neck squamous cell carcinoma
    Zhimou Cai
    Bingjie Tang
    Lin Chen
    Wenbin Lei
    BMC Cancer, 22
  • [22] Mast cell marker gene signature in head and neck squamous cell carcinoma
    Cai, Zhimou
    Tang, Bingjie
    Chen, Lin
    Lei, Wenbin
    BMC CANCER, 2022, 22 (01)
  • [23] Six-MicroRNA Prognostic Signature in Patients With Locally Advanced Head and Neck Squamous Cell Carcinoma
    Worakitchanon, Wittawin
    Panvongsa, Wittaya
    Siripoon, Teerada
    Kitdumrongthum, Sarunya
    Wongpan, Anongnat
    Arsa, Lalida
    Trachu, Narumol
    Jinawath, Natini
    Chairoungdua, Arthit
    Ngamphaiboon, Nuttapong
    JCO PRECISION ONCOLOGY, 2023, 7
  • [24] A seven-gene prognostic signature for rapid determination of head and neck squamous cell carcinoma survival
    Shen, Sipeng
    Bai, Jianling
    Wei, Yongyue
    Wang, Guanrong
    Li, Qingya
    Zhang, Ruyang
    Duan, Weiwei
    Yang, Sheng
    Du, Mulong
    Zhao, Yang
    Christiani, David C.
    Chen, Feng
    ONCOLOGY REPORTS, 2017, 38 (06) : 3403 - 3411
  • [25] Identification and Clinical Validation of 4-lncRNA Signature for Predicting Survival in Head and Neck Squamous Cell Carcinoma
    Ji, Yanping
    Xue, Yu
    ONCOTARGETS AND THERAPY, 2020, 13 : 8395 - 8411
  • [26] A robust six-miRNA prognostic signature for head and neck squamous cell carcinoma
    Zhao, Xinyuan
    Cui, Li
    JOURNAL OF CELLULAR PHYSIOLOGY, 2020, 235 (11) : 8799 - 8811
  • [27] A six-mRNA signature model for the prognosis of head and neck squamous cell carcinoma
    Guo, Wenna
    Chen, Xijia
    Zhu, Liucun
    Wang, Qiang
    ONCOTARGET, 2017, 8 (55) : 94528 - 94538
  • [28] An Integrated Model Based on a Six-Gene Signature Predicts Overall Survival in Patients With Hepatocellular Carcinoma
    Li, Wenli
    Lu, Jianjun
    Ma, Zhanzhong
    Zhao, Jiafeng
    Liu, Jun
    FRONTIERS IN GENETICS, 2020, 10
  • [29] Comprehensive analysis reveals novel gene signature in head and neck squamous cell carcinoma: predicting is associated with poor prognosis in patients
    Sun, Yixin
    Zhang, Quan
    Yao, Lanlin
    Wang, Shuai
    Zhang, Zhiming
    TRANSLATIONAL CANCER RESEARCH, 2020, 9 (10) : 5882 - 5892
  • [30] The Applications of Radiomics for Predicting Survival Rate of Patients with Head and Neck Squamous Cell Carcinoma (HNSCC)
    Park, Sang Won
    Kasani, Payam Hosseinzadeh
    Yeo, Na Young
    Kim, Gab-Jung
    Yoo, Se-Jong
    Kim, Jin Su
    JOURNAL OF MAGNETICS, 2020, 25 (04) : 587 - 594