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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...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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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. |
format | Online Article Text |
id | pubmed-6789008 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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