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Mapping genomic and transcriptomic alterations spatially in epithelial cells adjacent to human breast carcinoma
Almost all genomic studies of breast cancer have focused on well-established tumours because it is technically challenging to study the earliest mutational events occurring in human breast epithelial cells. To address this we created a unique dataset of epithelial samples ductoscopically obtained fr...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5665998/ https://www.ncbi.nlm.nih.gov/pubmed/29093438 http://dx.doi.org/10.1038/s41467-017-01357-y |
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author | Abdalla, Moustafa Tran-Thanh, Danh Moreno, Juan Iakovlev, Vladimir Nair, Ranju Kanwar, Nisha Abdalla, Mohamed Lee, Jennifer P. Y. Kwan, Jennifer Yin Yee Cawthorn, Thomas R. Warren, Keisha Arneson, Nona Wang, Dong-Yu Fox, Natalie S. Youngson, Bruce J. Miller, Naomi A. Easson, Alexandra M. McCready, David Leong, Wey L. Boutros, Paul C. Done, Susan J. |
author_facet | Abdalla, Moustafa Tran-Thanh, Danh Moreno, Juan Iakovlev, Vladimir Nair, Ranju Kanwar, Nisha Abdalla, Mohamed Lee, Jennifer P. Y. Kwan, Jennifer Yin Yee Cawthorn, Thomas R. Warren, Keisha Arneson, Nona Wang, Dong-Yu Fox, Natalie S. Youngson, Bruce J. Miller, Naomi A. Easson, Alexandra M. McCready, David Leong, Wey L. Boutros, Paul C. Done, Susan J. |
author_sort | Abdalla, Moustafa |
collection | PubMed |
description | Almost all genomic studies of breast cancer have focused on well-established tumours because it is technically challenging to study the earliest mutational events occurring in human breast epithelial cells. To address this we created a unique dataset of epithelial samples ductoscopically obtained from ducts leading to breast carcinomas and matched samples from ducts on the opposite side of the nipple. Here, we demonstrate that perturbations in mRNA abundance, with increasing proximity to tumour, cannot be explained by copy number aberrations. Rather, we find a possibility of field cancerization surrounding the primary tumour by constructing a classifier that evaluates where epithelial samples were obtained relative to a tumour (cross-validated micro-averaged AUC = 0.74). We implement a spectral co-clustering algorithm to define biclusters. Relating to over-represented bicluster pathways, we further validate two genes with tissue microarrays and in vitro experiments. We highlight evidence suggesting that bicluster perturbation occurs early in tumour development. |
format | Online Article Text |
id | pubmed-5665998 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-56659982017-11-07 Mapping genomic and transcriptomic alterations spatially in epithelial cells adjacent to human breast carcinoma Abdalla, Moustafa Tran-Thanh, Danh Moreno, Juan Iakovlev, Vladimir Nair, Ranju Kanwar, Nisha Abdalla, Mohamed Lee, Jennifer P. Y. Kwan, Jennifer Yin Yee Cawthorn, Thomas R. Warren, Keisha Arneson, Nona Wang, Dong-Yu Fox, Natalie S. Youngson, Bruce J. Miller, Naomi A. Easson, Alexandra M. McCready, David Leong, Wey L. Boutros, Paul C. Done, Susan J. Nat Commun Article Almost all genomic studies of breast cancer have focused on well-established tumours because it is technically challenging to study the earliest mutational events occurring in human breast epithelial cells. To address this we created a unique dataset of epithelial samples ductoscopically obtained from ducts leading to breast carcinomas and matched samples from ducts on the opposite side of the nipple. Here, we demonstrate that perturbations in mRNA abundance, with increasing proximity to tumour, cannot be explained by copy number aberrations. Rather, we find a possibility of field cancerization surrounding the primary tumour by constructing a classifier that evaluates where epithelial samples were obtained relative to a tumour (cross-validated micro-averaged AUC = 0.74). We implement a spectral co-clustering algorithm to define biclusters. Relating to over-represented bicluster pathways, we further validate two genes with tissue microarrays and in vitro experiments. We highlight evidence suggesting that bicluster perturbation occurs early in tumour development. Nature Publishing Group UK 2017-11-01 /pmc/articles/PMC5665998/ /pubmed/29093438 http://dx.doi.org/10.1038/s41467-017-01357-y Text en © The Author(s) 2017 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 Abdalla, Moustafa Tran-Thanh, Danh Moreno, Juan Iakovlev, Vladimir Nair, Ranju Kanwar, Nisha Abdalla, Mohamed Lee, Jennifer P. Y. Kwan, Jennifer Yin Yee Cawthorn, Thomas R. Warren, Keisha Arneson, Nona Wang, Dong-Yu Fox, Natalie S. Youngson, Bruce J. Miller, Naomi A. Easson, Alexandra M. McCready, David Leong, Wey L. Boutros, Paul C. Done, Susan J. Mapping genomic and transcriptomic alterations spatially in epithelial cells adjacent to human breast carcinoma |
title | Mapping genomic and transcriptomic alterations spatially in epithelial cells adjacent to human breast carcinoma |
title_full | Mapping genomic and transcriptomic alterations spatially in epithelial cells adjacent to human breast carcinoma |
title_fullStr | Mapping genomic and transcriptomic alterations spatially in epithelial cells adjacent to human breast carcinoma |
title_full_unstemmed | Mapping genomic and transcriptomic alterations spatially in epithelial cells adjacent to human breast carcinoma |
title_short | Mapping genomic and transcriptomic alterations spatially in epithelial cells adjacent to human breast carcinoma |
title_sort | mapping genomic and transcriptomic alterations spatially in epithelial cells adjacent to human breast carcinoma |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5665998/ https://www.ncbi.nlm.nih.gov/pubmed/29093438 http://dx.doi.org/10.1038/s41467-017-01357-y |
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