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Identification of a panel of sensitive and specific DNA methylation markers for lung adenocarcinoma
BACKGROUND: Lung cancer is the number one cancer killer of both men and women in the United States. Three quarters of lung cancer patients are diagnosed with regionally or distantly disseminated disease; their 5-year survival is only 15%. DNA hypermethylation at promoter CpG islands shows great prom...
Autores principales: | , , , , , , , , |
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Formato: | Texto |
Lenguaje: | English |
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BioMed Central
2007
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2206053/ https://www.ncbi.nlm.nih.gov/pubmed/17967182 http://dx.doi.org/10.1186/1476-4598-6-70 |
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author | Tsou, Jeffrey A Galler, Janice S Siegmund, Kimberly D Laird, Peter W Turla, Sally Cozen, Wendy Hagen, Jeffrey A Koss, Michael N Laird-Offringa, Ite A |
author_facet | Tsou, Jeffrey A Galler, Janice S Siegmund, Kimberly D Laird, Peter W Turla, Sally Cozen, Wendy Hagen, Jeffrey A Koss, Michael N Laird-Offringa, Ite A |
author_sort | Tsou, Jeffrey A |
collection | PubMed |
description | BACKGROUND: Lung cancer is the number one cancer killer of both men and women in the United States. Three quarters of lung cancer patients are diagnosed with regionally or distantly disseminated disease; their 5-year survival is only 15%. DNA hypermethylation at promoter CpG islands shows great promise as a cancer-specific marker that would complement visual lung cancer screening tools such as spiral CT, improving early detection. In lung cancer patients, such hypermethylation is detectable in a variety of samples ranging from tumor material to blood and sputum. To date the penetrance of DNA methylation at any single locus has been too low to provide great clinical sensitivity. We used the real-time PCR-based method MethyLight to examine DNA methylation quantitatively at twenty-eight loci in 51 primary human lung adenocarcinomas, 38 adjacent non-tumor lung samples, and 11 lung samples from non-lung cancer patients. RESULTS: We identified thirteen loci showing significant differential DNA methylation levels between tumor and non-tumor lung; eight of these show highly significant hypermethylation in adenocarcinoma: CDH13, CDKN2A EX2, CDX2, HOXA1, OPCML, RASSF1, SFPR1, and TWIST1 (p-value << 0.0001). Using the current tissue collection and 5-fold cross validation, the four most significant loci (CDKN2A EX2, CDX2, HOXA1 and OPCML) individually distinguish lung adenocarcinoma from non-cancer lung with a sensitivity of 67–86% and specificity of 74–82%. DNA methylation of these loci did not differ significantly based on gender, race, age or tumor stage, indicating their wide applicability as potential lung adenocarcinoma markers. We applied random forests to determine a good classifier based on a subset of our loci and determined that combined use of the same four top markers allows identification of lung cancer tissue from non-lung cancer tissue with 94% sensitivity and 90% specificity. CONCLUSION: The identification of eight CpG island loci showing highly significant hypermethylation in lung adenocarcinoma provides strong candidates for evaluation in patient remote media such as plasma and sputum. The four most highly ranked loci, CDKN2A EX2, CDX2, HOXA1 and OPCML, which show significant DNA methylation even in stage IA tumor samples, merit further investigation as some of the most promising lung adenocarcinoma markers identified to date. |
format | Text |
id | pubmed-2206053 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2007 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-22060532008-01-18 Identification of a panel of sensitive and specific DNA methylation markers for lung adenocarcinoma Tsou, Jeffrey A Galler, Janice S Siegmund, Kimberly D Laird, Peter W Turla, Sally Cozen, Wendy Hagen, Jeffrey A Koss, Michael N Laird-Offringa, Ite A Mol Cancer Research BACKGROUND: Lung cancer is the number one cancer killer of both men and women in the United States. Three quarters of lung cancer patients are diagnosed with regionally or distantly disseminated disease; their 5-year survival is only 15%. DNA hypermethylation at promoter CpG islands shows great promise as a cancer-specific marker that would complement visual lung cancer screening tools such as spiral CT, improving early detection. In lung cancer patients, such hypermethylation is detectable in a variety of samples ranging from tumor material to blood and sputum. To date the penetrance of DNA methylation at any single locus has been too low to provide great clinical sensitivity. We used the real-time PCR-based method MethyLight to examine DNA methylation quantitatively at twenty-eight loci in 51 primary human lung adenocarcinomas, 38 adjacent non-tumor lung samples, and 11 lung samples from non-lung cancer patients. RESULTS: We identified thirteen loci showing significant differential DNA methylation levels between tumor and non-tumor lung; eight of these show highly significant hypermethylation in adenocarcinoma: CDH13, CDKN2A EX2, CDX2, HOXA1, OPCML, RASSF1, SFPR1, and TWIST1 (p-value << 0.0001). Using the current tissue collection and 5-fold cross validation, the four most significant loci (CDKN2A EX2, CDX2, HOXA1 and OPCML) individually distinguish lung adenocarcinoma from non-cancer lung with a sensitivity of 67–86% and specificity of 74–82%. DNA methylation of these loci did not differ significantly based on gender, race, age or tumor stage, indicating their wide applicability as potential lung adenocarcinoma markers. We applied random forests to determine a good classifier based on a subset of our loci and determined that combined use of the same four top markers allows identification of lung cancer tissue from non-lung cancer tissue with 94% sensitivity and 90% specificity. CONCLUSION: The identification of eight CpG island loci showing highly significant hypermethylation in lung adenocarcinoma provides strong candidates for evaluation in patient remote media such as plasma and sputum. The four most highly ranked loci, CDKN2A EX2, CDX2, HOXA1 and OPCML, which show significant DNA methylation even in stage IA tumor samples, merit further investigation as some of the most promising lung adenocarcinoma markers identified to date. BioMed Central 2007-10-29 /pmc/articles/PMC2206053/ /pubmed/17967182 http://dx.doi.org/10.1186/1476-4598-6-70 Text en Copyright © 2007 Tsou et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( (http://creativecommons.org/licenses/by/2.0) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Tsou, Jeffrey A Galler, Janice S Siegmund, Kimberly D Laird, Peter W Turla, Sally Cozen, Wendy Hagen, Jeffrey A Koss, Michael N Laird-Offringa, Ite A Identification of a panel of sensitive and specific DNA methylation markers for lung adenocarcinoma |
title | Identification of a panel of sensitive and specific DNA methylation markers for lung adenocarcinoma |
title_full | Identification of a panel of sensitive and specific DNA methylation markers for lung adenocarcinoma |
title_fullStr | Identification of a panel of sensitive and specific DNA methylation markers for lung adenocarcinoma |
title_full_unstemmed | Identification of a panel of sensitive and specific DNA methylation markers for lung adenocarcinoma |
title_short | Identification of a panel of sensitive and specific DNA methylation markers for lung adenocarcinoma |
title_sort | identification of a panel of sensitive and specific dna methylation markers for lung adenocarcinoma |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2206053/ https://www.ncbi.nlm.nih.gov/pubmed/17967182 http://dx.doi.org/10.1186/1476-4598-6-70 |
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