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Identification of DNA methylation markers for early detection of CRC indicates a role for nervous system-related genes in CRC
PURPOSE: Colonoscopy and the fecal immunochemical test (FIT) are currently the most widely used screening modalities for colorectal cancer (CRC), however, both with their own limitations. Here we aim to identify and validate stool-based DNA methylation markers for the early detection of CRC and inve...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8048074/ https://www.ncbi.nlm.nih.gov/pubmed/33858496 http://dx.doi.org/10.1186/s13148-021-01067-9 |
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author | Rademakers, Glenn Massen, Maartje Koch, Alexander Draht, Muriel X. Buekers, Nikkie Wouters, Kim A. D. Vaes, Nathalie De Meyer, Tim Carvalho, Beatriz Meijer, Gerrit A. Herman, James G. Smits, Kim M. van Engeland, Manon Melotte, Veerle |
author_facet | Rademakers, Glenn Massen, Maartje Koch, Alexander Draht, Muriel X. Buekers, Nikkie Wouters, Kim A. D. Vaes, Nathalie De Meyer, Tim Carvalho, Beatriz Meijer, Gerrit A. Herman, James G. Smits, Kim M. van Engeland, Manon Melotte, Veerle |
author_sort | Rademakers, Glenn |
collection | PubMed |
description | PURPOSE: Colonoscopy and the fecal immunochemical test (FIT) are currently the most widely used screening modalities for colorectal cancer (CRC), however, both with their own limitations. Here we aim to identify and validate stool-based DNA methylation markers for the early detection of CRC and investigate the biological pathways prone to DNA methylation. METHODS: DNA methylation marker discovery was performed using The Cancer Genome Atlas (TCGA) colon adenocarcinoma data set consisting of normal and primary colon adenocarcinoma tissue. The performance of the five best candidate markers and a previously identified marker, NDRG4, was evaluated on tissues and whole stool samples of healthy subjects and CRC patients using quantitative MSP assays. The results were compared and combined with FIT data. Finally, pathway and gene ontology enrichment analyses were performed using ToppFun, GOrilla and clusterProfiler. RESULTS: GDNF, HAND2, SLC35F3, SNAP91 and SORCS1 were ranked as the best performing markers. Gene combinations of all five markers, NDRG4 and FIT were evaluated to establish the biomarker panel with the highest diagnostic potential, resulting in the identification of GDNF/SNAP91/NDRG4/FIT as the best performing marker panel. Pathway and gene ontology enrichment analyses revealed that genes associated with the nervous system were enriched in the set of best performing CRC-specific biomarkers. CONCLUSION: In silico discovery analysis using TCGA-derived data yielded a novel DNA-methylation-based assay for the early detection of CRC, potentially improving current screening modalities. Additionally, nervous system-related pathways were enriched in the identified genes, indicating an epigenetic regulation of neuronal genes in CRC. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13148-021-01067-9. |
format | Online Article Text |
id | pubmed-8048074 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-80480742021-04-15 Identification of DNA methylation markers for early detection of CRC indicates a role for nervous system-related genes in CRC Rademakers, Glenn Massen, Maartje Koch, Alexander Draht, Muriel X. Buekers, Nikkie Wouters, Kim A. D. Vaes, Nathalie De Meyer, Tim Carvalho, Beatriz Meijer, Gerrit A. Herman, James G. Smits, Kim M. van Engeland, Manon Melotte, Veerle Clin Epigenetics Research PURPOSE: Colonoscopy and the fecal immunochemical test (FIT) are currently the most widely used screening modalities for colorectal cancer (CRC), however, both with their own limitations. Here we aim to identify and validate stool-based DNA methylation markers for the early detection of CRC and investigate the biological pathways prone to DNA methylation. METHODS: DNA methylation marker discovery was performed using The Cancer Genome Atlas (TCGA) colon adenocarcinoma data set consisting of normal and primary colon adenocarcinoma tissue. The performance of the five best candidate markers and a previously identified marker, NDRG4, was evaluated on tissues and whole stool samples of healthy subjects and CRC patients using quantitative MSP assays. The results were compared and combined with FIT data. Finally, pathway and gene ontology enrichment analyses were performed using ToppFun, GOrilla and clusterProfiler. RESULTS: GDNF, HAND2, SLC35F3, SNAP91 and SORCS1 were ranked as the best performing markers. Gene combinations of all five markers, NDRG4 and FIT were evaluated to establish the biomarker panel with the highest diagnostic potential, resulting in the identification of GDNF/SNAP91/NDRG4/FIT as the best performing marker panel. Pathway and gene ontology enrichment analyses revealed that genes associated with the nervous system were enriched in the set of best performing CRC-specific biomarkers. CONCLUSION: In silico discovery analysis using TCGA-derived data yielded a novel DNA-methylation-based assay for the early detection of CRC, potentially improving current screening modalities. Additionally, nervous system-related pathways were enriched in the identified genes, indicating an epigenetic regulation of neuronal genes in CRC. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13148-021-01067-9. BioMed Central 2021-04-15 /pmc/articles/PMC8048074/ /pubmed/33858496 http://dx.doi.org/10.1186/s13148-021-01067-9 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 Rademakers, Glenn Massen, Maartje Koch, Alexander Draht, Muriel X. Buekers, Nikkie Wouters, Kim A. D. Vaes, Nathalie De Meyer, Tim Carvalho, Beatriz Meijer, Gerrit A. Herman, James G. Smits, Kim M. van Engeland, Manon Melotte, Veerle Identification of DNA methylation markers for early detection of CRC indicates a role for nervous system-related genes in CRC |
title | Identification of DNA methylation markers for early detection of CRC indicates a role for nervous system-related genes in CRC |
title_full | Identification of DNA methylation markers for early detection of CRC indicates a role for nervous system-related genes in CRC |
title_fullStr | Identification of DNA methylation markers for early detection of CRC indicates a role for nervous system-related genes in CRC |
title_full_unstemmed | Identification of DNA methylation markers for early detection of CRC indicates a role for nervous system-related genes in CRC |
title_short | Identification of DNA methylation markers for early detection of CRC indicates a role for nervous system-related genes in CRC |
title_sort | identification of dna methylation markers for early detection of crc indicates a role for nervous system-related genes in crc |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8048074/ https://www.ncbi.nlm.nih.gov/pubmed/33858496 http://dx.doi.org/10.1186/s13148-021-01067-9 |
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