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The REASON score: an epigenetic and clinicopathologic score to predict risk of poor survival in patients with early stage oral squamous cell carcinoma
BACKGROUND: Oral squamous cell carcinoma (OSCC) is a capricious cancer with poor survival rates, even for early-stage patients. There is a pressing need to develop more precise risk assessment methods to appropriately tailor clinical treatment. Genome-wide association studies have not produced a via...
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/PMC8178935/ https://www.ncbi.nlm.nih.gov/pubmed/34090518 http://dx.doi.org/10.1186/s40364-021-00292-x |
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author | Viet, Chi T. Yu, Gary Asam, Kesava Thomas, Carissa M. Yoon, Angela J. Wongworawat, Yan Chen Haghighiabyaneh, Mina Kilkuts, Courtney A. McGue, Caitlyn M. Couey, Marcus A. Callahan, Nicholas F. Doan, Coleen Walker, Paul C. Nguyen, Khanh Kidd, Stephanie C. Lee, Steve C. Grandhi, Anupama Cheng, Allen C. Patel, Ashish A. Philipone, Elizabeth Ricks, Olivia L. Allen, Clint T. Aouizerat, Bradley E. |
author_facet | Viet, Chi T. Yu, Gary Asam, Kesava Thomas, Carissa M. Yoon, Angela J. Wongworawat, Yan Chen Haghighiabyaneh, Mina Kilkuts, Courtney A. McGue, Caitlyn M. Couey, Marcus A. Callahan, Nicholas F. Doan, Coleen Walker, Paul C. Nguyen, Khanh Kidd, Stephanie C. Lee, Steve C. Grandhi, Anupama Cheng, Allen C. Patel, Ashish A. Philipone, Elizabeth Ricks, Olivia L. Allen, Clint T. Aouizerat, Bradley E. |
author_sort | Viet, Chi T. |
collection | PubMed |
description | BACKGROUND: Oral squamous cell carcinoma (OSCC) is a capricious cancer with poor survival rates, even for early-stage patients. There is a pressing need to develop more precise risk assessment methods to appropriately tailor clinical treatment. Genome-wide association studies have not produced a viable biomarker. However, these studies are limited by using heterogeneous cohorts, not focusing on methylation although OSCC is a heavily epigenetically-regulated cancer, and not combining molecular data with clinicopathologic data for risk prediction. In this study we focused on early-stage (I/II) OSCC and created a risk score called the REASON score, which combines clinicopathologic characteristics with a 12-gene methylation signature, to predict the risk of 5-year mortality. METHODS: We combined data from an internal cohort (n = 515) and The Cancer Genome Atlas (TCGA) cohort (n = 58). We collected clinicopathologic data from both cohorts to derive the non-molecular portion of the REASON score. We then analyzed the TCGA cohort DNA methylation data to derive the molecular portion of the risk score. RESULTS: 5-year disease specific survival was 63% for the internal cohort and 86% for the TCGA cohort. The clinicopathologic features with the highest predictive ability among the two the cohorts were age, race, sex, tobacco use, alcohol use, histologic grade, stage, perineural invasion (PNI), lymphovascular invasion (LVI), and margin status. This panel of 10 non-molecular features predicted 5-year mortality risk with a concordance (c)-index = 0.67. Our molecular panel consisted of a 12-gene methylation signature (i.e., HORMAD2, MYLK, GPR133, SOX8, TRPA1, ABCA2, HGFAC, MCPH1, WDR86, CACNA1H, RNF216, CCNJL), which had the most significant differential methylation between patients who survived vs. died by 5 years. All 12 genes have already been linked to survival in other cancers. Of the genes, only SOX8 was previously associated with OSCC; our study was the first to link the remaining 11 genes to OSCC survival. The combined molecular and non-molecular panel formed the REASON score, which predicted risk of death with a c-index = 0.915. CONCLUSIONS: The REASON score is a promising biomarker to predict risk of mortality in early-stage OSCC patients. Validation of the REASON score in a larger independent cohort is warranted. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s40364-021-00292-x. |
format | Online Article Text |
id | pubmed-8178935 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-81789352021-06-07 The REASON score: an epigenetic and clinicopathologic score to predict risk of poor survival in patients with early stage oral squamous cell carcinoma Viet, Chi T. Yu, Gary Asam, Kesava Thomas, Carissa M. Yoon, Angela J. Wongworawat, Yan Chen Haghighiabyaneh, Mina Kilkuts, Courtney A. McGue, Caitlyn M. Couey, Marcus A. Callahan, Nicholas F. Doan, Coleen Walker, Paul C. Nguyen, Khanh Kidd, Stephanie C. Lee, Steve C. Grandhi, Anupama Cheng, Allen C. Patel, Ashish A. Philipone, Elizabeth Ricks, Olivia L. Allen, Clint T. Aouizerat, Bradley E. Biomark Res Research BACKGROUND: Oral squamous cell carcinoma (OSCC) is a capricious cancer with poor survival rates, even for early-stage patients. There is a pressing need to develop more precise risk assessment methods to appropriately tailor clinical treatment. Genome-wide association studies have not produced a viable biomarker. However, these studies are limited by using heterogeneous cohorts, not focusing on methylation although OSCC is a heavily epigenetically-regulated cancer, and not combining molecular data with clinicopathologic data for risk prediction. In this study we focused on early-stage (I/II) OSCC and created a risk score called the REASON score, which combines clinicopathologic characteristics with a 12-gene methylation signature, to predict the risk of 5-year mortality. METHODS: We combined data from an internal cohort (n = 515) and The Cancer Genome Atlas (TCGA) cohort (n = 58). We collected clinicopathologic data from both cohorts to derive the non-molecular portion of the REASON score. We then analyzed the TCGA cohort DNA methylation data to derive the molecular portion of the risk score. RESULTS: 5-year disease specific survival was 63% for the internal cohort and 86% for the TCGA cohort. The clinicopathologic features with the highest predictive ability among the two the cohorts were age, race, sex, tobacco use, alcohol use, histologic grade, stage, perineural invasion (PNI), lymphovascular invasion (LVI), and margin status. This panel of 10 non-molecular features predicted 5-year mortality risk with a concordance (c)-index = 0.67. Our molecular panel consisted of a 12-gene methylation signature (i.e., HORMAD2, MYLK, GPR133, SOX8, TRPA1, ABCA2, HGFAC, MCPH1, WDR86, CACNA1H, RNF216, CCNJL), which had the most significant differential methylation between patients who survived vs. died by 5 years. All 12 genes have already been linked to survival in other cancers. Of the genes, only SOX8 was previously associated with OSCC; our study was the first to link the remaining 11 genes to OSCC survival. The combined molecular and non-molecular panel formed the REASON score, which predicted risk of death with a c-index = 0.915. CONCLUSIONS: The REASON score is a promising biomarker to predict risk of mortality in early-stage OSCC patients. Validation of the REASON score in a larger independent cohort is warranted. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s40364-021-00292-x. BioMed Central 2021-06-05 /pmc/articles/PMC8178935/ /pubmed/34090518 http://dx.doi.org/10.1186/s40364-021-00292-x 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 Viet, Chi T. Yu, Gary Asam, Kesava Thomas, Carissa M. Yoon, Angela J. Wongworawat, Yan Chen Haghighiabyaneh, Mina Kilkuts, Courtney A. McGue, Caitlyn M. Couey, Marcus A. Callahan, Nicholas F. Doan, Coleen Walker, Paul C. Nguyen, Khanh Kidd, Stephanie C. Lee, Steve C. Grandhi, Anupama Cheng, Allen C. Patel, Ashish A. Philipone, Elizabeth Ricks, Olivia L. Allen, Clint T. Aouizerat, Bradley E. The REASON score: an epigenetic and clinicopathologic score to predict risk of poor survival in patients with early stage oral squamous cell carcinoma |
title | The REASON score: an epigenetic and clinicopathologic score to predict risk of poor survival in patients with early stage oral squamous cell carcinoma |
title_full | The REASON score: an epigenetic and clinicopathologic score to predict risk of poor survival in patients with early stage oral squamous cell carcinoma |
title_fullStr | The REASON score: an epigenetic and clinicopathologic score to predict risk of poor survival in patients with early stage oral squamous cell carcinoma |
title_full_unstemmed | The REASON score: an epigenetic and clinicopathologic score to predict risk of poor survival in patients with early stage oral squamous cell carcinoma |
title_short | The REASON score: an epigenetic and clinicopathologic score to predict risk of poor survival in patients with early stage oral squamous cell carcinoma |
title_sort | reason score: an epigenetic and clinicopathologic score to predict risk of poor survival in patients with early stage oral squamous cell carcinoma |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8178935/ https://www.ncbi.nlm.nih.gov/pubmed/34090518 http://dx.doi.org/10.1186/s40364-021-00292-x |
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