Inference of transcription factor binding from cell-free DNA enables tumor subtype prediction and early detection

被引:157
|
作者
Ulz, Peter [1 ]
Perakis, Samantha [1 ]
Zhou, Qing [1 ]
Moser, Tina [1 ]
Belic, Jelena [1 ]
Lazzeri, Isaac [1 ]
Woelfler, Albert [2 ]
Zebisch, Armin [2 ]
Gerger, Armin [3 ]
Pristauz, Gunda [4 ]
Petru, Edgar [4 ]
White, Brandon [5 ]
Roberts, Charles E. S. [5 ]
St Johns, John [5 ]
Schimek, Michael G. [6 ]
Geigl, Jochen B. [1 ]
Bauernhofer, Thomas [3 ]
Sill, Heinz [2 ]
Bock, Christoph [7 ,8 ,9 ]
Heitzer, Ellen [1 ,10 ,11 ]
Speicher, Michael R. [1 ,10 ]
机构
[1] Med Univ Graz, Diagnost & Res Ctr Mol BioMed, Inst Human Genet, Graz, Austria
[2] Med Univ Graz, Dept Internal Med, Div Hematol, Graz, Austria
[3] Med Univ Graz, Dept Internal Med, Div Oncol, Graz, Austria
[4] Med Univ Graz, Dept Obstet & Gynecol, Graz, Austria
[5] Freenome, San Francisco, CA USA
[6] Med Univ Graz, Inst Med Informat Stat & Documentat, Graz, Austria
[7] Austrian Acad Sci, CeMM Res Ctr Mol Med, Vienna, Austria
[8] Med Univ Vienna, Dept Lab Med, Vienna, Austria
[9] Max Planck Inst Informat, Saarland Informat Campus, Saarbrucken, Germany
[10] BioTechMed Graz, Graz, Austria
[11] Christian Doppler Lab Liquid Biopsies Early Detec, Graz, Austria
关键词
LIQUID BIOPSIES; CANCER; PLASMA; GENE; EVOLUTION; CHROMATIN; SITES;
D O I
10.1038/s41467-019-12714-4
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Deregulation of transcription factors (TFs) is an important driver of tumorigenesis, but noninvasive assays for assessing transcription factor activity are lacking. Here we develop and validate a minimally invasive method for assessing TF activity based on cell-free DNA sequencing and nucleosome footprint analysis. We analyze whole genome sequencing data for >1,000 cell-free DNA samples from cancer patients and healthy controls using a bioinformatics pipeline developed by us that infers accessibility of TF binding sites from cell-free DNA fragmentation patterns. We observe patient-specific as well as tumor-specific patterns, including accurate prediction of tumor subtypes in prostate cancer, with important clinical implications for the management of patients. Furthermore, we show that cell-free DNA TF profiling is capable of detection of early-stage colorectal carcinomas. Our approach for mapping tumor-specific transcription factor binding in vivo based on blood samples makes a key part of the noncoding genome amenable to clinical analysis.
引用
收藏
页数:11
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