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

Juncheng Wang, Xun Chen, Yuxi Tian, Gangcai Zhu, Yuexiang Qin, Xuan Chen, Leiming Pi, Ming Wei, Guancheng Liu, Zhexuan Li, Changhan Chen, Yunxia Lv, Gengming Cai
Author Information
  1. Juncheng Wang: Department of Otolaryngology, Head and Neck Surgery, Xiangya Hospital, Central South University, Changsha 410008, People's Republic of China.
  2. Xun Chen: Department of Oral and Maxillofacial Surgery, First Affiliated Hospital of Quanzhou, Fujian Medical University, Quanzhou 362000, People's Republic of China.
  3. Yuxi Tian: Department of Oncology, Xiangya Hospital, Central South University, Changsha, 410008 People's Republic of China.
  4. Gangcai Zhu: Department of Otolaryngology, Head and Neck Surgery, The Second Xiangya Hospital, Central South University, Changsha 410011, People's Republic of China.
  5. Yuexiang Qin: Department of Health Management, The Third Xiangya Hospital, Central South University, Changsha 410011, People's Republic of China.
  6. Xuan Chen: Department of Stomatology, Changzheng Hospital, Second Military Medcial University, Shanghai 200003, People's Republic of China.
  7. Leiming Pi: Department of Otolaryngology, Head and Neck Surgery, HeYuan People's Hospital, Jinan University, He Yuan,517000, People's Republic of China.
  8. Ming Wei: Department of Otolaryngology, Head and Neck Surgery, Xiangya Hospital, Central South University, Changsha 410008, People's Republic of China.
  9. Guancheng Liu: Department of Otolaryngology, Head and Neck Surgery, Affiliated Hospital of Guilin University, Guilin 541000, People's Republic of China.
  10. Zhexuan Li: Department of Otolaryngology, Head and Neck Surgery, Xiangya Hospital, Central South University, Changsha 410008, People's Republic of China.
  11. Changhan Chen: Department of Otolaryngology, Head and Neck Surgery, Xiangya Hospital, Central South University, Changsha 410008, People's Republic of China.
  12. Yunxia Lv: Department of Thyroid Surgery, The Second Affiliated Hospital of Nanchang University, Nanchang 330006, People's Republic of China.
  13. Gengming Cai: Department of Otolaryngology, Head and Neck Surgery, First Affiliated Hospital of Quanzhou, Fujian Medical University, Quanzhou 362000, People's Republic of China.

Abstract

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 () 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.

Keywords

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MeSH Term

Biomarkers, Tumor
Computational Biology
Female
Gene Expression Profiling
Gene Expression Regulation, Neoplastic
Genetic Variation
Humans
Kaplan-Meier Estimate
Male
Prognosis
Proportional Hazards Models
ROC Curve
Squamous Cell Carcinoma of Head and Neck
Transcriptome

Chemicals

Biomarkers, Tumor

Word Cloud

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