Manoochehri Mehdi, Borhani Nasim, Gerhäuser Clarissa, Assenov Yassen, Schönung Maximilian, Hielscher Thomas, Christensen Brock C, Lee Min Kyung, Gröne Hermann-Josef, Lipka Daniel B, Brüning Thomas, Brauch Hiltrud, Ko Yon-Dschun, Hamann Ute
Molecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), Heidelberg, Germany.
Department of In Vitro Diagnostics, Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Stuttgart, Germany.
Int J Cancer. 2023 Mar 1;152(5):1025-1035. doi: 10.1002/ijc.34337. Epub 2022 Nov 8.
Noninvasive detection of aberrant DNA methylation could provide invaluable biomarkers for earlier detection of triple-negative breast cancer (TNBC) which could help clinicians with easier and more efficient treatment options. We evaluated genome-wide DNA methylation data derived from TNBC and normal breast tissues, peripheral blood of TNBC cases and controls and reference samples of sorted blood and mammary cells. Differentially methylated regions (DMRs) between TNBC and normal breast tissues were stringently selected, verified and externally validated. A machine-learning algorithm was applied to select the top DMRs, which then were evaluated on plasma-derived circulating cell-free DNA (cfDNA) samples of TNBC patients and healthy controls. We identified 23 DMRs accounting for the methylation profile of blood cells and reference mammary cells and then selected six top DMRs for cfDNA analysis. We quantified un-/methylated copies of these DMRs by droplet digital PCR analysis in a plasma test set from TNBC patients and healthy controls and confirmed our findings obtained on tissues. Differential cfDNA methylation was confirmed in an independent validation set of plasma samples. A methylation score combining signatures of the top three DMRs overlapping with the SPAG6, LINC10606 and TBCD/ZNF750 genes had the best capability to discriminate TNBC patients from controls (AUC = 0.78 in the test set and AUC = 0.74 in validation set). Our findings demonstrate the usefulness of cfDNA-based methylation signatures as noninvasive liquid biopsy markers for the diagnosis of TNBC.
异常DNA甲基化的非侵入性检测可为三阴性乳腺癌(TNBC)的早期检测提供宝贵的生物标志物,这有助于临床医生选择更简便、高效的治疗方案。我们评估了来自TNBC和正常乳腺组织、TNBC病例和对照的外周血以及分选的血液和乳腺细胞参考样本的全基因组DNA甲基化数据。严格筛选、验证并外部验证了TNBC与正常乳腺组织之间的差异甲基化区域(DMR)。应用机器学习算法选择顶级DMR,然后在TNBC患者和健康对照的血浆来源循环游离DNA(cfDNA)样本上进行评估。我们鉴定出23个DMR,它们解释了血细胞和参考乳腺细胞的甲基化谱,然后选择了六个顶级DMR进行cfDNA分析。我们通过液滴数字PCR分析对TNBC患者和健康对照血浆测试集中这些DMR的未甲基化/甲基化拷贝进行定量,并证实了我们在组织上获得的结果。在血浆样本的独立验证集中证实了cfDNA甲基化差异。结合与SPAG6、LINC10606和TBCD/ZNF750基因重叠的前三个DMR特征的甲基化评分具有区分TNBC患者与对照的最佳能力(测试集中AUC = 0.78,验证集中AUC = 0.74)。我们的研究结果证明了基于cfDNA的甲基化特征作为TNBC诊断的非侵入性液体活检标志物的有用性。