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Using Comorbidity Pattern Analysis to Detect Reliable Methylated Genes in Colorectal Cancer Verified by Stool DNA Test
Colorectal cancer (CRC) is the third most commonly diagnosed cancer worldwide in 2020. Colonoscopy and the fecal immunochemical test (FIT) are commonly used as CRC screening tests, but both types of tests possess different limitations. Recently, liquid biopsy-based DNA methylation test has become a...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8535797/ https://www.ncbi.nlm.nih.gov/pubmed/34680934 http://dx.doi.org/10.3390/genes12101539 |
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author | Cheng, Yi-Chiao Wu, Po-Hsien Chen, Yen-Ju Yang, Cing-Han Huang, Jhen-Li Chou, Yu-Ching Chang, Pi-Kai Wen, Chia-Cheng Jao, Shu-Wen Huang, Hsin-Hui Tsai, Yi-Hsuan Pai, Tun-Wen |
author_facet | Cheng, Yi-Chiao Wu, Po-Hsien Chen, Yen-Ju Yang, Cing-Han Huang, Jhen-Li Chou, Yu-Ching Chang, Pi-Kai Wen, Chia-Cheng Jao, Shu-Wen Huang, Hsin-Hui Tsai, Yi-Hsuan Pai, Tun-Wen |
author_sort | Cheng, Yi-Chiao |
collection | PubMed |
description | Colorectal cancer (CRC) is the third most commonly diagnosed cancer worldwide in 2020. Colonoscopy and the fecal immunochemical test (FIT) are commonly used as CRC screening tests, but both types of tests possess different limitations. Recently, liquid biopsy-based DNA methylation test has become a powerful tool for cancer screening, and the detection of abnormal DNA methylation in stool specimens is considered as an effective approach for CRC screening. The aim of this study was to develop a novel approach in biomarker selection based on integrating primary biomarkers from genome-wide methylation profiles and secondary biomarkers from CRC comorbidity analytics. A total of 125 differential methylated probes (DMPs) were identified as primary biomarkers from 352 genome-wide methylation profiles. Among them, 51 biomarkers, including 48 hypermethylated DMPs and 3 hypomethylated DMPs, were considered as suitable DMP candidates for CRC screening tests. After comparing with commercial kits, three genes (ADHFE1, SDC2, and PPP2R5C) were selected as candidate epigenetic biomarkers for CRC screening tests. Methylation levels of these three biomarkers were significantly higher for patients with CRC than normal subjects. The sensitivity and specificity of integrating methylated ADHFE1, SDC2, and PPP2R5C for CRC detection achieved 84.6% and 92.3%, respectively. Through an integrated approach using genome-wide DNA methylation profiles and electronic medical records, we could design a biomarker panel that allows for early and accurate noninvasive detection of CRC using stool samples. |
format | Online Article Text |
id | pubmed-8535797 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-85357972021-10-23 Using Comorbidity Pattern Analysis to Detect Reliable Methylated Genes in Colorectal Cancer Verified by Stool DNA Test Cheng, Yi-Chiao Wu, Po-Hsien Chen, Yen-Ju Yang, Cing-Han Huang, Jhen-Li Chou, Yu-Ching Chang, Pi-Kai Wen, Chia-Cheng Jao, Shu-Wen Huang, Hsin-Hui Tsai, Yi-Hsuan Pai, Tun-Wen Genes (Basel) Article Colorectal cancer (CRC) is the third most commonly diagnosed cancer worldwide in 2020. Colonoscopy and the fecal immunochemical test (FIT) are commonly used as CRC screening tests, but both types of tests possess different limitations. Recently, liquid biopsy-based DNA methylation test has become a powerful tool for cancer screening, and the detection of abnormal DNA methylation in stool specimens is considered as an effective approach for CRC screening. The aim of this study was to develop a novel approach in biomarker selection based on integrating primary biomarkers from genome-wide methylation profiles and secondary biomarkers from CRC comorbidity analytics. A total of 125 differential methylated probes (DMPs) were identified as primary biomarkers from 352 genome-wide methylation profiles. Among them, 51 biomarkers, including 48 hypermethylated DMPs and 3 hypomethylated DMPs, were considered as suitable DMP candidates for CRC screening tests. After comparing with commercial kits, three genes (ADHFE1, SDC2, and PPP2R5C) were selected as candidate epigenetic biomarkers for CRC screening tests. Methylation levels of these three biomarkers were significantly higher for patients with CRC than normal subjects. The sensitivity and specificity of integrating methylated ADHFE1, SDC2, and PPP2R5C for CRC detection achieved 84.6% and 92.3%, respectively. Through an integrated approach using genome-wide DNA methylation profiles and electronic medical records, we could design a biomarker panel that allows for early and accurate noninvasive detection of CRC using stool samples. MDPI 2021-09-28 /pmc/articles/PMC8535797/ /pubmed/34680934 http://dx.doi.org/10.3390/genes12101539 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Cheng, Yi-Chiao Wu, Po-Hsien Chen, Yen-Ju Yang, Cing-Han Huang, Jhen-Li Chou, Yu-Ching Chang, Pi-Kai Wen, Chia-Cheng Jao, Shu-Wen Huang, Hsin-Hui Tsai, Yi-Hsuan Pai, Tun-Wen Using Comorbidity Pattern Analysis to Detect Reliable Methylated Genes in Colorectal Cancer Verified by Stool DNA Test |
title | Using Comorbidity Pattern Analysis to Detect Reliable Methylated Genes in Colorectal Cancer Verified by Stool DNA Test |
title_full | Using Comorbidity Pattern Analysis to Detect Reliable Methylated Genes in Colorectal Cancer Verified by Stool DNA Test |
title_fullStr | Using Comorbidity Pattern Analysis to Detect Reliable Methylated Genes in Colorectal Cancer Verified by Stool DNA Test |
title_full_unstemmed | Using Comorbidity Pattern Analysis to Detect Reliable Methylated Genes in Colorectal Cancer Verified by Stool DNA Test |
title_short | Using Comorbidity Pattern Analysis to Detect Reliable Methylated Genes in Colorectal Cancer Verified by Stool DNA Test |
title_sort | using comorbidity pattern analysis to detect reliable methylated genes in colorectal cancer verified by stool dna test |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8535797/ https://www.ncbi.nlm.nih.gov/pubmed/34680934 http://dx.doi.org/10.3390/genes12101539 |
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