Development and Validation of Autophagy-Related Gene Signature and Nomogram for Predicting Survival in Oral Squamous Cell Carcinoma

被引:27
|
作者
Hou, Chen [1 ,2 ]
Cai, Hongshi [1 ,2 ]
Zhu, Yue [1 ,2 ]
Huang, Shuojin [1 ,2 ]
Song, Fan [1 ,2 ]
Hou, Jinsong [1 ,2 ]
机构
[1] Sun Yat Sen Univ, Hosp Stomatol, Guanghua Sch Stomatol, Dept Oral & Maxillofacial Surg, Guangzhou, Peoples R China
[2] Sun Yat Sen Univ, Guangdong Prov Key Lab Stomatol, Guangzhou, Peoples R China
来源
FRONTIERS IN ONCOLOGY | 2020年 / 10卷
基金
中国国家自然科学基金;
关键词
oral squamous cell carcinoma; gene signature; autophagy-related genes; nomogram; prognosis; The Cancer Genome Atlas; EXPRESSION PROFILES; FAMILY PROTEINS; POOR-PROGNOSIS; CANCER; RISK; ACTIVATION; MECHANISMS; BIOMARKERS; APOPTOSIS; HEAD;
D O I
10.3389/fonc.2020.558596
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background Autophagy, a highly conserved self-digesting process, has been deeply involved in the development and progression of oral squamous cell carcinoma (OSCC). However, the prognostic value of autophagy-related genes (ARGs) for OSCC still remains unclear. Our study set out to develop a multigene expression signature based on ARGs for individualized prognosis assessment in OSCC patients. Methods Based on The Cancer Genome Atlas (TCGA) database, we identified prognosis-related ARGs through univariate COX regression analysis. Then we performed the least absolute shrinkage and selection operator (LASSO) regression analysis to identify an optimal autophagy-related multigene signature with the subsequent validation in testing set, GSE41613 and GSE42743 datasets. Results We identified 36 prognosis-related ARGs for OSCC. Subsequently, the multigene signature based on 13 prognostic ARGs was constructed and successfully divided OSCC patients into low and high-risk groups with significantly different overall survival in TCGA training set (p < 0.0001). The autophagy signature remained as an independent prognostic factor for OSCC in univariate and multivariate Cox regression analyses. The area under the curve (AUC) values of the receiver operating characteristic (ROC) curves for 1, 3, and 5-year survival were 0.758, 0.810, 0.798, respectively. Then the gene signature was validated in TCGA testing set, GSE41613 and GSE42743 datasets. Moreover, Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis, and single-sample gene set enrichment analysis (ssGSEA) revealed the underlying biological characteristics and signaling pathways associated with this signature in OSCC. Finally, we constructed a nomogram by combining the gene signature with multiple clinical parameters (age, gender, TNM-stage, tobacco, and alcohol history). The concordance index (C-index) and calibration plots demonstrated favorable predictive performance of our nomogram. Conclusion In summary, we identified and verified a 13-ARGs prognostic signature and nomogram, which provide individualized prognosis evaluation and show insight for potential therapeutic targets for OSCC.
引用
下载
收藏
页数:15
相关论文
共 50 条
  • [41] An autophagy-related long non-coding RNA signature in tongue squamous cell carcinoma
    Yinting Ren
    Junlong Da
    Junyu Ren
    Ye Song
    Jingying Han
    BMC Oral Health, 23
  • [42] Identification of Autophagy-Related Gene Signature as A Prognostic Index in Patients Suffering from Head and Neck Squamous Cell Carcinoma
    Guo, Chao
    Liu, Jialin
    Bian, Qinjiang
    Wang, Jian
    JOURNAL OF BIOMEDICAL NANOTECHNOLOGY, 2023, 19 (05) : 727 - 738
  • [43] An Autophagy-Related Gene-Based Prognostic Risk Signature for Hepatocellular Carcinoma: Construction and Validation
    Feng, Rui
    Li, Jian
    Xuan, Weiling
    Liu, Hanbo
    Cheng, Dexin
    Wang, Guowei
    COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2021, 2021
  • [44] An autophagy-related long non-coding RNA signature in tongue squamous cell carcinoma
    Ren, Yinting
    Da, Junlong
    Ren, Junyu
    Song, Ye
    Han, Jingying
    BMC ORAL HEALTH, 2023, 23 (01)
  • [45] Pyroptosis-related gene-based prognostic signature for predicting the overall survival of oral squamous cell carcinoma patients
    Zeng, Deliang
    Wang, Xiao
    Zhang, Shuning
    Zheng, Ao
    Huang, Qingfeng
    Cao, Lingyan
    FRONTIERS IN SURGERY, 2022, 9
  • [46] Development and validation of prognostic index based on autophagy-related genes in patient with head and neck squamous cell carcinoma
    Feng, Hao
    Zhong, Linna
    Yang, Xiangjun
    Wan, Qianbing
    Pei, Xibo
    Wang, Jian
    CELL DEATH DISCOVERY, 2020, 6 (01)
  • [47] Development and validation of prognostic index based on autophagy-related genes in patient with head and neck squamous cell carcinoma
    Hao Feng
    Linna Zhong
    Xiangjun Yang
    Qianbing Wan
    Xibo Pei
    Jian Wang
    Cell Death Discovery, 6
  • [48] Prognostic significance of an autophagy-related long non-coding RNA signature in patients with oral and oropharyngeal squamous cell carcinoma
    Jiang, Qingkun
    Xue, Danfeng
    Shi, Fanzhe
    Qiu, Jiaxuan
    ONCOLOGY LETTERS, 2021, 21 (01)
  • [49] A risk signature with four autophagy-related genes for predicting survival of glioblastoma multiforme
    Wang, Yulin
    Zhao, Weijiang
    Xiao, Zhe
    Guan, Gefei
    Liu, Xin
    Zhuang, Minghua
    JOURNAL OF CELLULAR AND MOLECULAR MEDICINE, 2020, 24 (07) : 3807 - 3821
  • [50] Identification and verification of a prognostic autophagy-related gene signature in hepatocellular carcinoma
    Ma, Zhen
    Chen, Mali
    Liu, Xiaolong
    Cui, Hongbin
    SCIENTIFIC REPORTS, 2024, 14 (01):