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ATHENA: an independently validated autophagy-related epigenetic prognostic prediction model of head and neck squamous cell carcinoma
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 autophagy-related epigenetic biomarkers, we aim to develop a better prognostic predic...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10257287/ https://www.ncbi.nlm.nih.gov/pubmed/37296474 http://dx.doi.org/10.1186/s13148-023-01501-0 |
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author | Xu, Ziang Chen, Xinlei Song, Xiaomeng Kong, Xinxin Chen, Jiajin Song, Yunjie Xue, Maojie Qiu, Lin Geng, Mingzhu Xue, Changyue Zhang, Wei Zhang, Ruyang |
author_facet | Xu, Ziang Chen, Xinlei Song, Xiaomeng Kong, Xinxin Chen, Jiajin Song, Yunjie Xue, Maojie Qiu, Lin Geng, Mingzhu Xue, Changyue Zhang, Wei Zhang, Ruyang |
author_sort | Xu, Ziang |
collection | PubMed |
description | 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 autophagy-related 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, tumor-infiltrating 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/). SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13148-023-01501-0. |
format | Online Article Text |
id | pubmed-10257287 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-102572872023-06-11 ATHENA: an independently validated autophagy-related epigenetic prognostic prediction model of head and neck squamous cell carcinoma Xu, Ziang Chen, Xinlei Song, Xiaomeng Kong, Xinxin Chen, Jiajin Song, Yunjie Xue, Maojie Qiu, Lin Geng, Mingzhu Xue, Changyue Zhang, Wei Zhang, Ruyang Clin Epigenetics Research 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 autophagy-related 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, tumor-infiltrating 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/). SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13148-023-01501-0. BioMed Central 2023-06-09 /pmc/articles/PMC10257287/ /pubmed/37296474 http://dx.doi.org/10.1186/s13148-023-01501-0 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Xu, Ziang Chen, Xinlei Song, Xiaomeng Kong, Xinxin Chen, Jiajin Song, Yunjie Xue, Maojie Qiu, Lin Geng, Mingzhu Xue, Changyue Zhang, Wei Zhang, Ruyang ATHENA: an independently validated autophagy-related epigenetic prognostic prediction model of head and neck squamous cell carcinoma |
title | ATHENA: an independently validated autophagy-related epigenetic prognostic prediction model of head and neck squamous cell carcinoma |
title_full | ATHENA: an independently validated autophagy-related epigenetic prognostic prediction model of head and neck squamous cell carcinoma |
title_fullStr | ATHENA: an independently validated autophagy-related epigenetic prognostic prediction model of head and neck squamous cell carcinoma |
title_full_unstemmed | ATHENA: an independently validated autophagy-related epigenetic prognostic prediction model of head and neck squamous cell carcinoma |
title_short | ATHENA: an independently validated autophagy-related epigenetic prognostic prediction model of head and neck squamous cell carcinoma |
title_sort | athena: an independently validated autophagy-related epigenetic prognostic prediction model of head and neck squamous cell carcinoma |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10257287/ https://www.ncbi.nlm.nih.gov/pubmed/37296474 http://dx.doi.org/10.1186/s13148-023-01501-0 |
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