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A novel DNA methylation signature associated with lymph node metastasis status in early gastric cancer
BACKGROUND: Lymph node metastasis (LNM) is an important factor for both treatment and prognosis of early gastric cancer (EGC). Current methods are insufficient to evaluate LNM in EGC due to suboptimal accuracy. Herein, we aim to identify methylation signatures for LNM of EGC, facilitate precision di...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8811982/ https://www.ncbi.nlm.nih.gov/pubmed/35115040 http://dx.doi.org/10.1186/s13148-021-01219-x |
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author | Chen, Shang Yu, Yanqi Li, Tao Ruan, Weimei Wang, Jun Peng, Quanzhou Yu, Yingdian Cao, Tianfeng Xue, Wenyuan Liu, Xin Chen, Zhiwei Yu, Jiang Fan, Jian-Bing |
author_facet | Chen, Shang Yu, Yanqi Li, Tao Ruan, Weimei Wang, Jun Peng, Quanzhou Yu, Yingdian Cao, Tianfeng Xue, Wenyuan Liu, Xin Chen, Zhiwei Yu, Jiang Fan, Jian-Bing |
author_sort | Chen, Shang |
collection | PubMed |
description | BACKGROUND: Lymph node metastasis (LNM) is an important factor for both treatment and prognosis of early gastric cancer (EGC). Current methods are insufficient to evaluate LNM in EGC due to suboptimal accuracy. Herein, we aim to identify methylation signatures for LNM of EGC, facilitate precision diagnosis, and guide treatment modalities. METHODS: For marker discovery, genome-wide methylation sequencing was performed in a cohort (marker discovery) using 47 fresh frozen (FF) tissue samples. The identified signatures were subsequently characterized for model development using formalin-fixed paraffin-embedded (FFPE) samples by qPCR assay in a second cohort (model development cohort, n = 302, training set: n = 151, test set: n = 151). The performance of the established model was further validated using FFPE samples in a third cohorts (validation cohort, n = 130) and compared with image-based diagnostics, conventional clinicopathology-based model (conventional model), and current standard workups. RESULTS: Fifty LNM-specific methylation signatures were identified de novo and technically validated. A derived 3-marker methylation model for LNM diagnosis was established that achieved an AUC of 0.87 and 0.88, corresponding to the specificity of 80.9% and 85.7%, sensitivity of 80.6% and 78.1%, and accuracy of 80.8% and 83.8% in the test set of model development cohort and validation cohort, respectively. Notably, this methylation model outperformed computed tomography (CT)-based imaging with a superior AUC (0.88 vs. 0.57, p < 0.0001) and individual clinicopathological features in the validation cohort. The model integrated with clinicopathological features demonstrated further enhanced AUCs of 0.89 in the same cohort. The 3-marker methylation model and integrated model reduced 39.4% and 41.5% overtreatment as compared to standard workups, respectively. CONCLUSIONS: A novel 3-marker methylation model was established and validated that shows diagnostic potential to identify LNM in EGC patients and thus reduce unnecessary gastrectomy in EGC. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13148-021-01219-x. |
format | Online Article Text |
id | pubmed-8811982 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-88119822022-02-03 A novel DNA methylation signature associated with lymph node metastasis status in early gastric cancer Chen, Shang Yu, Yanqi Li, Tao Ruan, Weimei Wang, Jun Peng, Quanzhou Yu, Yingdian Cao, Tianfeng Xue, Wenyuan Liu, Xin Chen, Zhiwei Yu, Jiang Fan, Jian-Bing Clin Epigenetics Research BACKGROUND: Lymph node metastasis (LNM) is an important factor for both treatment and prognosis of early gastric cancer (EGC). Current methods are insufficient to evaluate LNM in EGC due to suboptimal accuracy. Herein, we aim to identify methylation signatures for LNM of EGC, facilitate precision diagnosis, and guide treatment modalities. METHODS: For marker discovery, genome-wide methylation sequencing was performed in a cohort (marker discovery) using 47 fresh frozen (FF) tissue samples. The identified signatures were subsequently characterized for model development using formalin-fixed paraffin-embedded (FFPE) samples by qPCR assay in a second cohort (model development cohort, n = 302, training set: n = 151, test set: n = 151). The performance of the established model was further validated using FFPE samples in a third cohorts (validation cohort, n = 130) and compared with image-based diagnostics, conventional clinicopathology-based model (conventional model), and current standard workups. RESULTS: Fifty LNM-specific methylation signatures were identified de novo and technically validated. A derived 3-marker methylation model for LNM diagnosis was established that achieved an AUC of 0.87 and 0.88, corresponding to the specificity of 80.9% and 85.7%, sensitivity of 80.6% and 78.1%, and accuracy of 80.8% and 83.8% in the test set of model development cohort and validation cohort, respectively. Notably, this methylation model outperformed computed tomography (CT)-based imaging with a superior AUC (0.88 vs. 0.57, p < 0.0001) and individual clinicopathological features in the validation cohort. The model integrated with clinicopathological features demonstrated further enhanced AUCs of 0.89 in the same cohort. The 3-marker methylation model and integrated model reduced 39.4% and 41.5% overtreatment as compared to standard workups, respectively. CONCLUSIONS: A novel 3-marker methylation model was established and validated that shows diagnostic potential to identify LNM in EGC patients and thus reduce unnecessary gastrectomy in EGC. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13148-021-01219-x. BioMed Central 2022-02-03 /pmc/articles/PMC8811982/ /pubmed/35115040 http://dx.doi.org/10.1186/s13148-021-01219-x Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 Chen, Shang Yu, Yanqi Li, Tao Ruan, Weimei Wang, Jun Peng, Quanzhou Yu, Yingdian Cao, Tianfeng Xue, Wenyuan Liu, Xin Chen, Zhiwei Yu, Jiang Fan, Jian-Bing A novel DNA methylation signature associated with lymph node metastasis status in early gastric cancer |
title | A novel DNA methylation signature associated with lymph node metastasis status in early gastric cancer |
title_full | A novel DNA methylation signature associated with lymph node metastasis status in early gastric cancer |
title_fullStr | A novel DNA methylation signature associated with lymph node metastasis status in early gastric cancer |
title_full_unstemmed | A novel DNA methylation signature associated with lymph node metastasis status in early gastric cancer |
title_short | A novel DNA methylation signature associated with lymph node metastasis status in early gastric cancer |
title_sort | novel dna methylation signature associated with lymph node metastasis status in early gastric cancer |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8811982/ https://www.ncbi.nlm.nih.gov/pubmed/35115040 http://dx.doi.org/10.1186/s13148-021-01219-x |
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