ATHENA: an independently validated autophagy-related epigenetic prognostic prediction model of head and neck squamous cell carcinoma

被引:1
作者
Xu, Ziang [1 ,2 ]
Chen, Xinlei [1 ,2 ]
Song, Xiaomeng [1 ,3 ]
Kong, Xinxin [4 ]
Chen, Jiajin [4 ]
Song, Yunjie [4 ]
Xue, Maojie [4 ]
Qiu, Lin [1 ,2 ]
Geng, Mingzhu [1 ,2 ]
Xue, Changyue [1 ,5 ]
Zhang, Wei [1 ,2 ]
Zhang, Ruyang [4 ,6 ,7 ]
机构
[1] Nanjing Med Univ, Jiangsu Key Lab Oral Dis, 136 Hanzhong Rd, Nanjing 210029, Jiangsu, Peoples R China
[2] Nanjing Med Univ, Dept Oral Special Consultat, Affiliated Stomatol Hosp, Nanjing, Jiangsu, Peoples R China
[3] Nanjing Med Univ, Affiliated Hosp Stomatol, Dept Oral & Maxillofacial Surg, Nanjing, Jiangsu, Peoples R China
[4] Nanjing Med Univ, Ctr Global Hlth, Sch Publ Hlth, Dept Biostat, SPH Bldg Room 406,101 Longmian Ave, Nanjing 211166, Jiangsu, Peoples R China
[5] Nanjing Med Univ, Dept Implant Dent, Affiliated Stomatol Hosp, Nanjing, Jiangsu, Peoples R China
[6] Nanjing Med Univ, China Int Cooperat Ctr Environm & Human Hlth, Nanjing, Peoples R China
[7] Nanjing Med Univ, Changzhou Med Ctr, Changzhou 213164, Jiangsu, Peoples R China
关键词
Head and neck squamous cell carcinoma; DNA methylation; Gene-gene interaction; Autophagy; Prognostic prediction; Immune landscape; SIGNATURE; SURVIVAL; METHYLATION;
D O I
10.1186/s13148-023-01501-0
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
The majority of these existing prognostic models of head and neck squamous cell carcinoma (HNSCC) have unsatisfactory prediction accuracy since they solely utilize demographic and clinical information. Leveraged by autophagyrelated epigenetic biomarkers, we aim to develop a better prognostic prediction model of HNSCC incorporating CpG probes with either main effects or gene-gene interactions. Based on DNA methylation data from three independent cohorts, we applied a 3-D analysis strategy to develop An independently validated auTophagy-related epigenetic prognostic prediction model of HEad and Neck squamous cell carcinomA (ATHENA). Compared to prediction models with only demographic and clinical information, ATHENA has substantially improved discriminative ability, prediction accuracy and more clinical net benefits, and shows robustness in different subpopulations, as well as external populations. Besides, epigenetic score of ATHENA is significantly associated with tumor immune microenvironment, tumorinfiltrating immune cell abundances, immune checkpoints, somatic mutation and immunity-related drugs. Taken together these results, ATHENA has the demonstrated feasibility and utility of predicting HNSCC survival (http://bigdata.njmu.edu.cn/ATHENA/).
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页数:16
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