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Discovery and validation of methylation signatures in circulating cell-free DNA for early detection of esophageal cancer: a case-control study
BACKGROUND: Plasma cell-free DNA (cfDNA) methylation has shown promising results in the early detection of multiple cancers recently. Here, we conducted a study to investigate the performance of cfDNA methylation in the early detection of esophageal cancer (ESCA). METHODS: Specific methylation marke...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8513367/ https://www.ncbi.nlm.nih.gov/pubmed/34641873 http://dx.doi.org/10.1186/s12916-021-02109-y |
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author | Qiao, Guibin Zhuang, Weitao Dong, Bo Li, Chengcheng Xu, Jiayue Wang, Guoqiang Xie, Liang Zhou, Zihao Tian, Dan Chen, Gang Tang, Jiming Zhou, Haiyu Zhang, Dongkun Shi, Ruiqing Chen, Rixin Nian, Weiqi Zhang, Yuzi Zhao, Jing Wen, Xiaofang Xu, Yu Li, Bingsi Zhang, Zhihong Cai, Shangli Ben, Xiaosong Qi, Yu |
author_facet | Qiao, Guibin Zhuang, Weitao Dong, Bo Li, Chengcheng Xu, Jiayue Wang, Guoqiang Xie, Liang Zhou, Zihao Tian, Dan Chen, Gang Tang, Jiming Zhou, Haiyu Zhang, Dongkun Shi, Ruiqing Chen, Rixin Nian, Weiqi Zhang, Yuzi Zhao, Jing Wen, Xiaofang Xu, Yu Li, Bingsi Zhang, Zhihong Cai, Shangli Ben, Xiaosong Qi, Yu |
author_sort | Qiao, Guibin |
collection | PubMed |
description | BACKGROUND: Plasma cell-free DNA (cfDNA) methylation has shown promising results in the early detection of multiple cancers recently. Here, we conducted a study to investigate the performance of cfDNA methylation in the early detection of esophageal cancer (ESCA). METHODS: Specific methylation markers for ESCA were identified and optimized based on esophageal tumor and paired adjacent tissues (n = 24). Age-matched participants with ESCA (n = 85), benign esophageal diseases (n = 10), and healthy controls (n = 125) were randomized into the training and test sets to develop a classifier to differentiate ESCA from healthy controls and benign esophageal disease. The classifier was further validated in an independent plasma cohort of ESCA patients (n = 83) and healthy controls (n = 98). RESULTS: In total, 921 differentially methylated regions (DMRs) between tumor and adjacent tissues were identified. The early detection classifier based on those DMRs was first developed and tested in plasma samples, discriminating ESCA patients from benign and healthy controls with a sensitivity of 76.2% (60.5–87.9%) and a specificity of 94.1% (85.7–98.4%) in the test set. The performance of the classifier was consistent irrespective of sex, age, and pathological diagnosis (P > 0.05). In the independent plasma validation cohort, similar performance was observed with a sensitivity of 74.7% (64.0–83.6%) and a specificity of 95.9% (89.9–98.9%). Sensitivity for stage 0–II was 58.8% (44.2–72.4%). CONCLUSION: We demonstrated that the cfDNA methylation patterns could distinguish ESCAs from healthy individuals and benign esophageal diseases with promising sensitivity and specificity. Further prospective evaluation of the classifier in the early detection of ESCAs in high-risk individuals is warranted. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12916-021-02109-y. |
format | Online Article Text |
id | pubmed-8513367 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-85133672021-10-20 Discovery and validation of methylation signatures in circulating cell-free DNA for early detection of esophageal cancer: a case-control study Qiao, Guibin Zhuang, Weitao Dong, Bo Li, Chengcheng Xu, Jiayue Wang, Guoqiang Xie, Liang Zhou, Zihao Tian, Dan Chen, Gang Tang, Jiming Zhou, Haiyu Zhang, Dongkun Shi, Ruiqing Chen, Rixin Nian, Weiqi Zhang, Yuzi Zhao, Jing Wen, Xiaofang Xu, Yu Li, Bingsi Zhang, Zhihong Cai, Shangli Ben, Xiaosong Qi, Yu BMC Med Research Article BACKGROUND: Plasma cell-free DNA (cfDNA) methylation has shown promising results in the early detection of multiple cancers recently. Here, we conducted a study to investigate the performance of cfDNA methylation in the early detection of esophageal cancer (ESCA). METHODS: Specific methylation markers for ESCA were identified and optimized based on esophageal tumor and paired adjacent tissues (n = 24). Age-matched participants with ESCA (n = 85), benign esophageal diseases (n = 10), and healthy controls (n = 125) were randomized into the training and test sets to develop a classifier to differentiate ESCA from healthy controls and benign esophageal disease. The classifier was further validated in an independent plasma cohort of ESCA patients (n = 83) and healthy controls (n = 98). RESULTS: In total, 921 differentially methylated regions (DMRs) between tumor and adjacent tissues were identified. The early detection classifier based on those DMRs was first developed and tested in plasma samples, discriminating ESCA patients from benign and healthy controls with a sensitivity of 76.2% (60.5–87.9%) and a specificity of 94.1% (85.7–98.4%) in the test set. The performance of the classifier was consistent irrespective of sex, age, and pathological diagnosis (P > 0.05). In the independent plasma validation cohort, similar performance was observed with a sensitivity of 74.7% (64.0–83.6%) and a specificity of 95.9% (89.9–98.9%). Sensitivity for stage 0–II was 58.8% (44.2–72.4%). CONCLUSION: We demonstrated that the cfDNA methylation patterns could distinguish ESCAs from healthy individuals and benign esophageal diseases with promising sensitivity and specificity. Further prospective evaluation of the classifier in the early detection of ESCAs in high-risk individuals is warranted. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12916-021-02109-y. BioMed Central 2021-10-13 /pmc/articles/PMC8513367/ /pubmed/34641873 http://dx.doi.org/10.1186/s12916-021-02109-y Text en © The Author(s) 2021 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 Article Qiao, Guibin Zhuang, Weitao Dong, Bo Li, Chengcheng Xu, Jiayue Wang, Guoqiang Xie, Liang Zhou, Zihao Tian, Dan Chen, Gang Tang, Jiming Zhou, Haiyu Zhang, Dongkun Shi, Ruiqing Chen, Rixin Nian, Weiqi Zhang, Yuzi Zhao, Jing Wen, Xiaofang Xu, Yu Li, Bingsi Zhang, Zhihong Cai, Shangli Ben, Xiaosong Qi, Yu Discovery and validation of methylation signatures in circulating cell-free DNA for early detection of esophageal cancer: a case-control study |
title | Discovery and validation of methylation signatures in circulating cell-free DNA for early detection of esophageal cancer: a case-control study |
title_full | Discovery and validation of methylation signatures in circulating cell-free DNA for early detection of esophageal cancer: a case-control study |
title_fullStr | Discovery and validation of methylation signatures in circulating cell-free DNA for early detection of esophageal cancer: a case-control study |
title_full_unstemmed | Discovery and validation of methylation signatures in circulating cell-free DNA for early detection of esophageal cancer: a case-control study |
title_short | Discovery and validation of methylation signatures in circulating cell-free DNA for early detection of esophageal cancer: a case-control study |
title_sort | discovery and validation of methylation signatures in circulating cell-free dna for early detection of esophageal cancer: a case-control study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8513367/ https://www.ncbi.nlm.nih.gov/pubmed/34641873 http://dx.doi.org/10.1186/s12916-021-02109-y |
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