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
相关论文
共 50 条
  • [21] Early Prediction of Hypertensive Disorders of Pregnancy Using Cell-Free Fetal DNA, Cell-Free Total DNA, and Biochemical Markers
    Kim, Shin Young
    Kim, Hyun Jin
    Park, So Yeon
    Han, Yoo Jung
    Choi, June Seek
    Ryu, Hyun Mee
    FETAL DIAGNOSIS AND THERAPY, 2016, 40 (04) : 255 - 262
  • [22] DNA nanotechnology for cell-free DNA marker for tumor detection: a comprehensive overview
    Soliman, Sara Sami
    Abd El-Samie, Fathi E.
    Abd El-atty, Saied M.
    Badawy, Wael
    Eshra, Abeer
    NUCLEOSIDES NUCLEOTIDES & NUCLEIC ACIDS, 2024,
  • [23] Enhanced cancer detection from cell-free DNA
    Jiang, Peiyong
    Lo, Y. M. Dennis
    NATURE BIOTECHNOLOGY, 2022, 40 (04) : 473 - 474
  • [24] Enhanced cancer detection from cell-free DNA
    Peiyong Jiang
    Y. M. Dennis Lo
    Nature Biotechnology, 2022, 40 : 473 - 474
  • [25] REGULATORY ACTIVITY OF DNA-BINDING SMALL PEPTIDES ON TRANSCRIPTION IN CELL AND CELL-FREE SYSTEMS
    AMICI, D
    BRAMUCCI, M
    CODERONI, S
    MACCARI, E
    MIANO, A
    PAPARELLI, M
    GIANFRANCESCHI, GL
    BASIC AND APPLIED HISTOCHEMISTRY, 1987, 31 (03): : 317 - 323
  • [26] Detection of Epidermal Growth Factor Receptor Mutations in Circulating Cell-Free DNA versus Tumor Biopsy
    Oh, In-Jae
    Seo, Hyeong-Won
    Cho, Hyun-Ju
    Kim, Tae-Ok
    Park, Cheol-Kyu
    Lim, Jung-Hwan
    Kim, Young-Chul
    Yun, Ju-Sik
    Song, Sang-Yun
    Na, Kook-Joo
    Yoon, Mee -Sun
    Ahn, Sung-Ja
    Seon, Hyun-Ju
    Kwon, Seong Young
    Choi, Yoo-Duk
    JOURNAL OF THORACIC ONCOLOGY, 2017, 12 (01) : S1196 - S1197
  • [27] Detection of epidermal growth factor receptor mutations in circulating cell-free DNA versus tumor biopsy
    Oh, I-J.
    Seo, H-W.
    Cho, H-J.
    Park, C-K.
    Lim, J-H.
    Kim, Y-C.
    Choi, Y-D.
    ANNALS OF ONCOLOGY, 2017, 28
  • [28] DETECTION OF EPIDERMAL GROWTH FACTOR RECEPTOR MUTATIONS IN CIRCULATING CELL-FREE DNA VERSUS TUMOR BIOPSY
    Seo, H. W.
    RESPIROLOGY, 2016, 21 : 104 - 104
  • [29] Circulating cell-free DNA in serum as a marker for the early detection of tumor recurrence in breast cancer patients
    Bera, A.
    Eidelman, O.
    Russ, E.
    Landa, A.
    Karaian, J.
    Eklund, M.
    Hu, H.
    Pollard, H. B.
    Shriver, C. D.
    Srivastava, M.
    CANCER RESEARCH, 2019, 79 (04)
  • [30] Blood-Based Analysis of Circulating Cell-Free DNA and Tumor Cells for Early Cancer Detection
    Pantel, Klaus
    PLOS MEDICINE, 2016, 13 (12)