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

Deregulation of transcription factors (TFs) is an important driver of tumorigenesis, but non-invasive 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 fo...

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Autores principales: Ulz, Peter, Perakis, Samantha, Zhou, Qing, Moser, Tina, Belic, Jelena, Lazzeri, Isaac, Wölfler, Albert, Zebisch, Armin, Gerger, Armin, Pristauz, Gunda, Petru, Edgar, White, Brandon, Roberts, Charles E. S., John, John St., Schimek, Michael G., Geigl, Jochen B., Bauernhofer, Thomas, Sill, Heinz, Bock, Christoph, Heitzer, Ellen, Speicher, Michael R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6789008/
https://www.ncbi.nlm.nih.gov/pubmed/31604930
http://dx.doi.org/10.1038/s41467-019-12714-4
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author Ulz, Peter
Perakis, Samantha
Zhou, Qing
Moser, Tina
Belic, Jelena
Lazzeri, Isaac
Wölfler, Albert
Zebisch, Armin
Gerger, Armin
Pristauz, Gunda
Petru, Edgar
White, Brandon
Roberts, Charles E. S.
John, John St.
Schimek, Michael G.
Geigl, Jochen B.
Bauernhofer, Thomas
Sill, Heinz
Bock, Christoph
Heitzer, Ellen
Speicher, Michael R.
author_facet Ulz, Peter
Perakis, Samantha
Zhou, Qing
Moser, Tina
Belic, Jelena
Lazzeri, Isaac
Wölfler, Albert
Zebisch, Armin
Gerger, Armin
Pristauz, Gunda
Petru, Edgar
White, Brandon
Roberts, Charles E. S.
John, John St.
Schimek, Michael G.
Geigl, Jochen B.
Bauernhofer, Thomas
Sill, Heinz
Bock, Christoph
Heitzer, Ellen
Speicher, Michael R.
author_sort Ulz, Peter
collection PubMed
description Deregulation of transcription factors (TFs) is an important driver of tumorigenesis, but non-invasive 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.
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spelling pubmed-67890082019-10-15 Inference of transcription factor binding from cell-free DNA enables tumor subtype prediction and early detection Ulz, Peter Perakis, Samantha Zhou, Qing Moser, Tina Belic, Jelena Lazzeri, Isaac Wölfler, Albert Zebisch, Armin Gerger, Armin Pristauz, Gunda Petru, Edgar White, Brandon Roberts, Charles E. S. John, John St. Schimek, Michael G. Geigl, Jochen B. Bauernhofer, Thomas Sill, Heinz Bock, Christoph Heitzer, Ellen Speicher, Michael R. Nat Commun Article Deregulation of transcription factors (TFs) is an important driver of tumorigenesis, but non-invasive 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. Nature Publishing Group UK 2019-10-11 /pmc/articles/PMC6789008/ /pubmed/31604930 http://dx.doi.org/10.1038/s41467-019-12714-4 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Ulz, Peter
Perakis, Samantha
Zhou, Qing
Moser, Tina
Belic, Jelena
Lazzeri, Isaac
Wölfler, Albert
Zebisch, Armin
Gerger, Armin
Pristauz, Gunda
Petru, Edgar
White, Brandon
Roberts, Charles E. S.
John, John St.
Schimek, Michael G.
Geigl, Jochen B.
Bauernhofer, Thomas
Sill, Heinz
Bock, Christoph
Heitzer, Ellen
Speicher, Michael R.
Inference of transcription factor binding from cell-free DNA enables tumor subtype prediction and early detection
title Inference of transcription factor binding from cell-free DNA enables tumor subtype prediction and early detection
title_full Inference of transcription factor binding from cell-free DNA enables tumor subtype prediction and early detection
title_fullStr Inference of transcription factor binding from cell-free DNA enables tumor subtype prediction and early detection
title_full_unstemmed Inference of transcription factor binding from cell-free DNA enables tumor subtype prediction and early detection
title_short Inference of transcription factor binding from cell-free DNA enables tumor subtype prediction and early detection
title_sort inference of transcription factor binding from cell-free dna enables tumor subtype prediction and early detection
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6789008/
https://www.ncbi.nlm.nih.gov/pubmed/31604930
http://dx.doi.org/10.1038/s41467-019-12714-4
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