鉴定细胞遗传学正常的急性髓细胞性白血病的新型DNA甲基化预后生物标志物

IF 3.3 Q2 ONCOLOGY JCO Clinical Cancer Informatics Pub Date : 2024-07-01 DOI:10.1200/CCI.23.00265
Cândida Cardoso, Daniel Pestana, Sreemol Gokuladhas, Ana D Marreiros, Justin M O'Sullivan, Alexandra Binnie, Mónica TFernandes, Pedro Castelo-Branco
{"title":"鉴定细胞遗传学正常的急性髓细胞性白血病的新型DNA甲基化预后生物标志物","authors":"Cândida Cardoso, Daniel Pestana, Sreemol Gokuladhas, Ana D Marreiros, Justin M O'Sullivan, Alexandra Binnie, Mónica TFernandes, Pedro Castelo-Branco","doi":"10.1200/CCI.23.00265","DOIUrl":null,"url":null,"abstract":"<p><strong>Purpose: </strong>AML is a hematologic cancer that is clinically heterogeneous, with a wide range of clinical outcomes. DNA methylation changes are a hallmark of AML but are not routinely used as a criterion for risk stratification. The aim of this study was to explore DNA methylation markers that could risk stratify patients with cytogenetically normal AML (CN-AML), currently classified as intermediate-risk.</p><p><strong>Materials and methods: </strong>DNA methylation profiles in whole blood samples from 77 patients with CN-AML in The Cancer Genome Atlas (LAML cohort) were analyzed. Individual 5'-cytosine-phosphate-guanine-3' (CpG) sites were assessed for their ability to predict overall survival. The output was validated using DNA methylation profiles from bone marrow samples of 79 patients with CN-AML in a separate data set from the Gene Expression Omnibus.</p><p><strong>Results: </strong>In the training set, using DNA methylation data derived from the 450K array, we identified 2,549 CpG sites that could potentially distinguish patients with CN-AML with an adverse prognosis (<i>intermediate-poor</i>) from those with a more favorable prognosis (<i>intermediate-favorable</i>) independent of age. Of these, 25 CpGs showed consistent prognostic potential across both the 450K and 27K array platforms. In a separate validation data set, nine of these 25 CpGs exhibited statistically significant differences in 2-year survival. These nine validated CpGs formed the basis for a combined prognostic biomarker panel, which includes an 8-CpG Somatic Panel and the methylation status of cg23947872. This panel displayed strong predictive ability for 2-year survival, 2-year progression-free survival, and complete remission in the validation cohort.</p><p><strong>Conclusion: </strong>This study highlights DNA methylation profiling as a promising approach to enhance risk stratification in patients with CN-AML, potentially offering a pathway to more personalized treatment strategies.</p>","PeriodicalId":51626,"journal":{"name":"JCO Clinical Cancer Informatics","volume":null,"pages":null},"PeriodicalIF":3.3000,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11371081/pdf/","citationCount":"0","resultStr":"{\"title\":\"Identification of Novel DNA Methylation Prognostic Biomarkers for AML With Normal Cytogenetics.\",\"authors\":\"Cândida Cardoso, Daniel Pestana, Sreemol Gokuladhas, Ana D Marreiros, Justin M O'Sullivan, Alexandra Binnie, Mónica TFernandes, Pedro Castelo-Branco\",\"doi\":\"10.1200/CCI.23.00265\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Purpose: </strong>AML is a hematologic cancer that is clinically heterogeneous, with a wide range of clinical outcomes. DNA methylation changes are a hallmark of AML but are not routinely used as a criterion for risk stratification. The aim of this study was to explore DNA methylation markers that could risk stratify patients with cytogenetically normal AML (CN-AML), currently classified as intermediate-risk.</p><p><strong>Materials and methods: </strong>DNA methylation profiles in whole blood samples from 77 patients with CN-AML in The Cancer Genome Atlas (LAML cohort) were analyzed. Individual 5'-cytosine-phosphate-guanine-3' (CpG) sites were assessed for their ability to predict overall survival. The output was validated using DNA methylation profiles from bone marrow samples of 79 patients with CN-AML in a separate data set from the Gene Expression Omnibus.</p><p><strong>Results: </strong>In the training set, using DNA methylation data derived from the 450K array, we identified 2,549 CpG sites that could potentially distinguish patients with CN-AML with an adverse prognosis (<i>intermediate-poor</i>) from those with a more favorable prognosis (<i>intermediate-favorable</i>) independent of age. Of these, 25 CpGs showed consistent prognostic potential across both the 450K and 27K array platforms. In a separate validation data set, nine of these 25 CpGs exhibited statistically significant differences in 2-year survival. These nine validated CpGs formed the basis for a combined prognostic biomarker panel, which includes an 8-CpG Somatic Panel and the methylation status of cg23947872. This panel displayed strong predictive ability for 2-year survival, 2-year progression-free survival, and complete remission in the validation cohort.</p><p><strong>Conclusion: </strong>This study highlights DNA methylation profiling as a promising approach to enhance risk stratification in patients with CN-AML, potentially offering a pathway to more personalized treatment strategies.</p>\",\"PeriodicalId\":51626,\"journal\":{\"name\":\"JCO Clinical Cancer Informatics\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":3.3000,\"publicationDate\":\"2024-07-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11371081/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"JCO Clinical Cancer Informatics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1200/CCI.23.00265\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"ONCOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"JCO Clinical Cancer Informatics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1200/CCI.23.00265","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ONCOLOGY","Score":null,"Total":0}
引用次数: 0

摘要

目的:急性髓细胞性白血病是一种临床异质性血液肿瘤,其临床结果差异很大。DNA 甲基化变化是急性髓细胞性白血病的特征之一,但并未被常规用作风险分层的标准。本研究的目的是探索DNA甲基化标记物,以便对细胞遗传正常的急性髓细胞性白血病(CN-AML)患者(目前被归类为中危患者)进行风险分层:分析了癌症基因组图谱(LAML 队列)中 77 名 CN-AML 患者全血样本中的 DNA 甲基化图谱。评估了单个 5'-cytosine-phosphate-guanine-3' (CpG) 位点预测总生存期的能力。在基因表达总库(Gene Expression Omnibus)的一个单独数据集中,利用79名CN-AML患者骨髓样本的DNA甲基化图谱对结果进行了验证:结果:在训练集中,利用从 450K 阵列获得的 DNA 甲基化数据,我们确定了 2549 个 CpG 位点,这些位点有可能区分预后不良(中度不良)的 CN-AML 患者和预后较好(中度较好)的 CN-AML 患者,而与年龄无关。其中,25 个 CpGs 在 450K 和 27K 阵列平台上显示出一致的预后潜力。在一个单独的验证数据集中,这 25 个 CpGs 中的 9 个在 2 年生存率上表现出统计学上的显著差异。这 9 个经过验证的 CpGs 构成了组合预后生物标志物面板的基础,其中包括 8-CpG 体系面板和 cg23947872 的甲基化状态。在验证队列中,该小组对 2 年生存期、2 年无进展生存期和完全缓解显示出很强的预测能力:这项研究强调了DNA甲基化分析是加强CN-AML患者风险分层的一种有前途的方法,有可能为更个性化的治疗策略提供一条途径。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Identification of Novel DNA Methylation Prognostic Biomarkers for AML With Normal Cytogenetics.

Purpose: AML is a hematologic cancer that is clinically heterogeneous, with a wide range of clinical outcomes. DNA methylation changes are a hallmark of AML but are not routinely used as a criterion for risk stratification. The aim of this study was to explore DNA methylation markers that could risk stratify patients with cytogenetically normal AML (CN-AML), currently classified as intermediate-risk.

Materials and methods: DNA methylation profiles in whole blood samples from 77 patients with CN-AML in The Cancer Genome Atlas (LAML cohort) were analyzed. Individual 5'-cytosine-phosphate-guanine-3' (CpG) sites were assessed for their ability to predict overall survival. The output was validated using DNA methylation profiles from bone marrow samples of 79 patients with CN-AML in a separate data set from the Gene Expression Omnibus.

Results: In the training set, using DNA methylation data derived from the 450K array, we identified 2,549 CpG sites that could potentially distinguish patients with CN-AML with an adverse prognosis (intermediate-poor) from those with a more favorable prognosis (intermediate-favorable) independent of age. Of these, 25 CpGs showed consistent prognostic potential across both the 450K and 27K array platforms. In a separate validation data set, nine of these 25 CpGs exhibited statistically significant differences in 2-year survival. These nine validated CpGs formed the basis for a combined prognostic biomarker panel, which includes an 8-CpG Somatic Panel and the methylation status of cg23947872. This panel displayed strong predictive ability for 2-year survival, 2-year progression-free survival, and complete remission in the validation cohort.

Conclusion: This study highlights DNA methylation profiling as a promising approach to enhance risk stratification in patients with CN-AML, potentially offering a pathway to more personalized treatment strategies.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
6.20
自引率
4.80%
发文量
190
期刊最新文献
Identifying Oncology Patients at High Risk for Potentially Preventable Emergency Department Visits Using a Novel Definition. Use of Patient-Reported Outcomes in Risk Prediction Model Development to Support Cancer Care Delivery: A Scoping Review. Optimizing End Points for Phase III Cancer Trials. Patients Facing Large Language Models in Oncology: A Narrative Review. Informatics and Artificial Intelligence-Guided Assessment of the Regulatory and Translational Research Landscape of First-in-Class Oncology Drugs in the United States, 2018-2022.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1