DNA methylation biomarkers for noninvasive detection of triple-negative breast cancer using liquid biopsy

被引:20
|
作者
Manoochehri, Mehdi [1 ,2 ]
Borhani, Nasim [1 ]
Gerhaeuser, Clarissa [3 ]
Assenov, Yassen [3 ]
Schoenung, Maximilian [4 ,5 ,6 ]
Hielscher, Thomas [7 ]
Christensen, Brock C. [8 ]
Lee, Min Kyung [8 ]
Grone, Hermann-Josef [9 ]
Lipka, Daniel B. [4 ,5 ]
Bruening, Thomas [10 ]
Brauch, Hiltrud [11 ,12 ,13 ,14 ]
Ko, Yon-Dschun [15 ]
Hamann, Ute [1 ]
机构
[1] German Canc Res Ctr, Mol Genet Breast Canc, Neuenheimer Feld 580, D-69120 Heidelberg, Germany
[2] Fraunhofer Inst Interfacial Engn & Biotechnol IGB, Dept In Vitro Diagnost, Stuttgart, Germany
[3] German Canc Res Ctr, Canc Epigen, Heidelberg, Germany
[4] German Canc Res Ctr, Sect Translat Canc Epigen, Translat Med Oncol, Heidelberg, Germany
[5] Natl Ctr Tumor Dis NCT, Heidelberg, Germany
[6] Heidelberg Univ, Fac Biosci, Heidelberg, Germany
[7] German Canc Res Ctr, Biostat, Heidelberg, Germany
[8] Dartmouth Coll, Geisel Sch Med, Dept Epidemiol, 1 Med Ctr Dr, Lebanon, NH 03756 USA
[9] Univ Marburg, Dept Pharmacol, Marburg, Germany
[10] Ruhr Univ Bochum IPA, Inst Prevent & Occupat Med German Social Accid In, Bochum, Germany
[11] Dr Margarete Fischer Bosch Inst Clin Pharmacol, Stuttgart, Germany
[12] Univ Tubingen, iFIT Cluster Excellence, Tubingen, Germany
[13] German Canc Consortium DKTK, Tubingen, Germany
[14] German Canc Res Ctr, Tubingen, Germany
[15] Evangel Kliniken Bonn gGmbH, Johanniter Krankenhaus, Dept Internal Med, Bonn, Germany
关键词
biomarker; DNA methylation; liquid biopsy; noninvasive detection; triple-negative breast cancer; CIRCULATING TUMOR DNA; GENES; PROGNOSIS; SURVIVAL;
D O I
10.1002/ijc.34337
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
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.
引用
收藏
页码:1025 / 1035
页数:11
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