@article{8bf0c3d564c64421967e89b74e34b726,
title = "A five-CpG DNA methylation score to predict metastatic-lethal outcomes in men treated with radical prostatectomy for localized prostate cancer",
abstract = "Background: Prognostic biomarkers for localized prostate cancer (PCa) could improve personalized medicine. Our group previously identified a panel of differentially methylated CpGs in primary tumor tissue that predict disease aggressiveness, and here we further validate these biomarkers. Methods: Pyrosequencing was used to assess CpG methylation of eight biomarkers previously identified using the HumanMethylation450 array; CpGs with strongly correlated (r >0.70) results were considered technically validated. Logistic regression incorporating the validated CpGs and Gleason sum was used to define and lock a final model to stratify men with metastatic-lethal versus non-recurrent PCa in a training dataset. Coefficients from the final model were then used to construct a DNA methylation score, which was evaluated by logistic regression and Receiver Operating Characteristic (ROC) curve analyses in an independent testing dataset. Results: Five CpGs were technically validated and all were retained (P < 0.05) in the final model. The 5-CpG and Gleason sum coefficients were used to calculate a methylation score, which was higher in men with metastatic-lethal progression (P = 6.8 × 10−6) in the testing dataset. For each unit increase in the score there was a four-fold increase in risk of metastatic-lethal events (odds ratio, OR = 4.0, 95%CI = 1.8–14.3). At 95% specificity, sensitivity was 74% for the score compared to 53% for Gleason sum alone. The score demonstrated better prediction performance (AUC = 0.91; pAUC = 0.037) compared to Gleason sum alone (AUC = 0.87; pAUC = 0.025). Conclusions: The DNA methylation score improved upon Gleason sum for predicting metastatic-lethal progression and holds promise for risk stratification of men with aggressive tumors. This prognostic score warrants further evaluation as a tool for improving patient outcomes.",
keywords = "DNA methylation score, biomarker validation, metastatic-lethal, prognostic, prostate cancer",
author = "Shanshan Zhao and Amy Leonardson and Geybels, {Milan S.} and McDaniel, {Andrew S.} and Ming Yu and Suzanne Kolb and Hong Zong and Kelly Carter and Javed Siddiqui and Anqi Cheng and Wright, {Jonathan L.} and Pritchard, {Colin C.} and Raymond Lance and Dean Troyer and Fan, {Jian Bing} and Ostrander, {Elaine A.} and Dai, {James Y.} and Tomlins, {Scott A.} and Ziding Feng and Stanford, {Janet L.}",
note = "Funding Information: SPORE P50 CA186786; Fred Hutchinson Cancer Research Center, Grant number: P30 CA015704; National Human Genome Research Institute; National Institute of Environmental Health Sciences; Dutch Cancer Society Fellowship, Grant number: BUIT 2014–6645; A. Alfred Taubman Medical Research Institute Funding Information: This work was supported by grants from the National Cancer Institute (R01 CA056678, R01 CA092579, K05 CA175147 to JLS, the Pacific Northwest Prostate Cancer SPORE P50 CA097186 and the University of Michigan Prostate Cancer SPORE P50 CA186786), with additional support provided by the Fred Hutchinson Cancer Research Center (P30 CA015704), and the Intramural Research Programs of the National Human Genome Research Institute and the National Institute of Environmental Health Sciences. Illumina, Inc. provided the arrays and generated the methylation data. MSG is the recipient of a Dutch Cancer Society Fellowship (BUIT 2014–6645). SAT was supported by the A. Alfred Taubman Medical Research Institute. The authors thank Drs. Beatrice Knudson, Antonio Hurado-Coll, and Xiaotun Zhou for their assistance with the pathology, and the GU Tumor Biorepository, Eastern Virginia Medical School. We also thank all the men who participated in these studies. Funding Information: National Cancer Institute, Grant numbers: K05 CA175147, R01 CA056678, R01 CA092579, Pacific Northwest Prostate Cancer SPORE P50 CA097186, University of Michigan Prostate Funding Information: This work was supported by grants from the National Cancer Institute (R01 CA056678, R01 CA092579, K05 CA175147 to JLS, the Pacific Northwest Prostate Cancer SPORE P50 CA097186 and the University of Michigan Prostate Cancer SPORE P50 CA186786), with additional support provided by the Fred Hutchinson Cancer Research Center (P30 CA015704), and the Intramural Research Programs of the National Human Genome Research Institute and the National Institute of Environmental Health Sciences. Illumina, Inc. provided the arrays and generated the methylation data. MSG is the recipient of a Dutch Cancer Society Fellowship (BUIT 2014–6645). SAT was supported by the A. Alfred Taubman Medical Research Institute. Publisher Copyright: {\textcopyright} 2018 The Authors. The Prostate Published by Wiley Periodicals, Inc.",
year = "2018",
month = oct,
day = "1",
doi = "10.1002/pros.23667",
language = "English (US)",
volume = "78",
pages = "1084--1091",
journal = "Prostate",
issn = "0270-4137",
publisher = "Wiley-Liss Inc.",
number = "14",
}