4.6 Article

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

期刊

AGING-US
卷 12, 期 1, 页码 767-783

出版社

IMPACT JOURNALS LLC
DOI: 10.18632/aging.102655

关键词

bioinformatics; CNV; prognostic markers; TCGA

资金

  1. Natural Science Foundation of China [81660294, 81602389, 81472696, 81202128, 81272974]
  2. Natural Science Youth Founds of Jiangxi Province [2016BAB215249]

向作者/读者索取更多资源

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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