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A five‐CpG DNA methylation score to predict metastatic‐lethal outcomes in men treated with radical prostatectomy for localized prostate cancer

机译:五个CpG DNA甲基化评分,以预测用自由基前列腺切除术治疗局部前列腺癌治疗的男性转移性 - 致死的结果

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摘要

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.
机译:背景技术局部前列腺癌(PCA)的预后生物标志物可以改善个性化药物。我们的小组以前鉴定了在原发性肿瘤组织中鉴定了预测疾病侵袭性的差异甲基化CpG的小组,并且我们进一步验证了这些生物标志物。方法采用焦磷酸盐评估先前使用人甲基化450阵列鉴定的八个生物标志物的CpG甲基化;具有强烈相关的CPG(R?& 0.70)的结果被认为是技术验证的。包含经过验证的CPG和Gleason Sum的Logistic回归用于定义并锁定最终模型,以在训练数据集中定分具有转移性致死的男性与非经常性PCA。然后使用来自最终模型的系数来构建DNA甲基化评分,其通过逻辑回归和接收器操作特征(Roc)曲线在独立的测试数据集中进行评估。结果在技术上验证了五个CPG,并且在最终模型中保留了所有保留(P?&Δ0.05)。使用5-CpG和Gleason和Grachum和系数来计算测试数据集中转移性 - 致死的男性的甲基化评分,其在具有转移性 - 致命的进展(P?= 6.8?×10?10?6)。对于每个单位的分数增加,转移性致命事件的风险增加了四倍的增加(差距,或?= 4.0,95%CI?=?1.8-14.3)。在95%的特异性,比分为74%,而单独的Gleason总和为53%。比分展示了更好的预测性能(AUC?= 0.91; PAUC?= 0.037)与单独的GLEASEN SUM(AUC?= 0.87; PAUC?=?0.025)。结论DNA甲基化评分对预测转移性致命进展的GLEASEAS和致命的致病成绩得到改善,并持有具有侵袭性肿瘤的男性风险分层的承诺。该预后评分需要进一步评估作为改善患者结果的工具。

著录项

  • 来源
    《The Prostate》 |2018年第14期|共8页
  • 作者单位

    National Institute of Environmental Health SciencesResearch Triangle ParkDurham North Carolina;

    Division of Public Health SciencesFred Hutchison Cancer Research CenterSeattle Washington;

    Division of Public Health SciencesFred Hutchison Cancer Research CenterSeattle Washington;

    Departments of Pathology and UrologyUniversity of MichiganAnn Arbor Michigan;

    Division of Clinical ResearchFred Hutchinson Cancer Research CenterSeattle Washington;

    Division of Public Health SciencesFred Hutchison Cancer Research CenterSeattle Washington;

    Division of Clinical ResearchFred Hutchinson Cancer Research CenterSeattle Washington;

    Division of Clinical ResearchFred Hutchinson Cancer Research CenterSeattle Washington;

    Departments of Pathology and UrologyUniversity of MichiganAnn Arbor Michigan;

    Division of Public Health SciencesFred Hutchison Cancer Research CenterSeattle Washington;

    Division of Public Health SciencesFred Hutchison Cancer Research CenterSeattle Washington;

    Department of Laboratory MedicineUniversity of Washington School of MedicineSeattle Washington;

    Department of UrologyEastern Virginia Medical SchoolNorfolk Virginia;

    Departments of Pathology Microbiology and Molecular Cell BiologyEastern Virginia Medical;

    Department of OncologyIllumina Inc.San Diego California;

    Cancer Genetics and Comparative Genomics BranchNIHBethesda Maryland;

    Division of Public Health SciencesFred Hutchison Cancer Research CenterSeattle Washington;

    Departments of Pathology and UrologyUniversity of MichiganAnn Arbor Michigan;

    Division of Public Health SciencesFred Hutchison Cancer Research CenterSeattle Washington;

    Division of Public Health SciencesFred Hutchison Cancer Research CenterSeattle Washington;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 生物化学;
  • 关键词

    biomarker validation; DNA methylation score; metastatic‐lethal; prognostic; prostate cancer;

    机译:生物标志物验证;DNA甲基化评分;转移性 - 致死;预后;前列腺癌;

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