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Methylation Status of Corticotropin-Releasing Factor (CRF) Receptor Genes in Colorectal Cancer
The corticotropin-releasing factor (CRF) system has been strongly associated with gastrointestinal pathophysiology, including colorectal cancer (CRC). We previously showed that altered expression of CRF receptors (CRFRs) in the colon critically affects CRC progression and aggressiveness through regu...
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/PMC8234503/ https://www.ncbi.nlm.nih.gov/pubmed/34207031 http://dx.doi.org/10.3390/jcm10122680 |
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author | Panagopoulou, Maria Cheretaki, Antonia Karaglani, Makrina Balgkouranidou, Ioanna Biziota, Eirini Amarantidis, Kyriakos Xenidis, Nikolaos Kakolyris, Stylianos Baritaki, Stavroula Chatzaki, Ekaterini |
author_facet | Panagopoulou, Maria Cheretaki, Antonia Karaglani, Makrina Balgkouranidou, Ioanna Biziota, Eirini Amarantidis, Kyriakos Xenidis, Nikolaos Kakolyris, Stylianos Baritaki, Stavroula Chatzaki, Ekaterini |
author_sort | Panagopoulou, Maria |
collection | PubMed |
description | The corticotropin-releasing factor (CRF) system has been strongly associated with gastrointestinal pathophysiology, including colorectal cancer (CRC). We previously showed that altered expression of CRF receptors (CRFRs) in the colon critically affects CRC progression and aggressiveness through regulation of colonic inflammation. Here, we aimed to assess the potential of CRFR methylation levels as putative biomarkers in CRC. In silico methylation analysis of CRF receptor 1 (CRFR1) and CRF receptor 2 (CRFR2) was performed using methylome data derived by CRC and Crohn’s disease (CD) tissues and CRC-derived circulating cell-free DNAs (ccfDNAs). In total, 32 and 33 differentially methylated sites of CpGs (DMCs) emerged in CRFR1 and CRFR2, respectively, between healthy and diseased tissues. The methylation patterns were verified in patient-derived ccfDNA samples by qMSP and associated with clinicopathological characteristics. An automated machine learning (AutoML) technology was applied to ccfDNA samples for classification analysis. In silico analysis revealed increased methylation of both CRFRs in CRC tissue and ccfDNA-derived datasets. CRFR1 hypermethylation was also noticed in gene body DMCs of CD patients. CRFR1 hypermethylation was further validated in CRC adjuvant-derived ccfDNA samples, whereas CRFR1 hypomethylation, observed in metastasis-derived ccfDNAs, was correlated to disease aggressiveness and adverse prognostic characteristics. AutoML analysis based on CRFRs methylation status revealed a three-feature high-performing biosignature for CRC diagnosis with an estimated AUC of 0.929. Monitoring of CRFRs methylation-based signature in CRC tissues and ccfDNAs may be of high diagnostic and prognostic significance in CRC. |
format | Online Article Text |
id | pubmed-8234503 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-82345032021-06-27 Methylation Status of Corticotropin-Releasing Factor (CRF) Receptor Genes in Colorectal Cancer Panagopoulou, Maria Cheretaki, Antonia Karaglani, Makrina Balgkouranidou, Ioanna Biziota, Eirini Amarantidis, Kyriakos Xenidis, Nikolaos Kakolyris, Stylianos Baritaki, Stavroula Chatzaki, Ekaterini J Clin Med Article The corticotropin-releasing factor (CRF) system has been strongly associated with gastrointestinal pathophysiology, including colorectal cancer (CRC). We previously showed that altered expression of CRF receptors (CRFRs) in the colon critically affects CRC progression and aggressiveness through regulation of colonic inflammation. Here, we aimed to assess the potential of CRFR methylation levels as putative biomarkers in CRC. In silico methylation analysis of CRF receptor 1 (CRFR1) and CRF receptor 2 (CRFR2) was performed using methylome data derived by CRC and Crohn’s disease (CD) tissues and CRC-derived circulating cell-free DNAs (ccfDNAs). In total, 32 and 33 differentially methylated sites of CpGs (DMCs) emerged in CRFR1 and CRFR2, respectively, between healthy and diseased tissues. The methylation patterns were verified in patient-derived ccfDNA samples by qMSP and associated with clinicopathological characteristics. An automated machine learning (AutoML) technology was applied to ccfDNA samples for classification analysis. In silico analysis revealed increased methylation of both CRFRs in CRC tissue and ccfDNA-derived datasets. CRFR1 hypermethylation was also noticed in gene body DMCs of CD patients. CRFR1 hypermethylation was further validated in CRC adjuvant-derived ccfDNA samples, whereas CRFR1 hypomethylation, observed in metastasis-derived ccfDNAs, was correlated to disease aggressiveness and adverse prognostic characteristics. AutoML analysis based on CRFRs methylation status revealed a three-feature high-performing biosignature for CRC diagnosis with an estimated AUC of 0.929. Monitoring of CRFRs methylation-based signature in CRC tissues and ccfDNAs may be of high diagnostic and prognostic significance in CRC. MDPI 2021-06-18 /pmc/articles/PMC8234503/ /pubmed/34207031 http://dx.doi.org/10.3390/jcm10122680 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 Panagopoulou, Maria Cheretaki, Antonia Karaglani, Makrina Balgkouranidou, Ioanna Biziota, Eirini Amarantidis, Kyriakos Xenidis, Nikolaos Kakolyris, Stylianos Baritaki, Stavroula Chatzaki, Ekaterini Methylation Status of Corticotropin-Releasing Factor (CRF) Receptor Genes in Colorectal Cancer |
title | Methylation Status of Corticotropin-Releasing Factor (CRF) Receptor Genes in Colorectal Cancer |
title_full | Methylation Status of Corticotropin-Releasing Factor (CRF) Receptor Genes in Colorectal Cancer |
title_fullStr | Methylation Status of Corticotropin-Releasing Factor (CRF) Receptor Genes in Colorectal Cancer |
title_full_unstemmed | Methylation Status of Corticotropin-Releasing Factor (CRF) Receptor Genes in Colorectal Cancer |
title_short | Methylation Status of Corticotropin-Releasing Factor (CRF) Receptor Genes in Colorectal Cancer |
title_sort | methylation status of corticotropin-releasing factor (crf) receptor genes in colorectal cancer |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8234503/ https://www.ncbi.nlm.nih.gov/pubmed/34207031 http://dx.doi.org/10.3390/jcm10122680 |
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