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Inference of tissue relative proportions of the breast epithelial cell types luminal progenitor, basal, and luminal mature
Single-cell analysis has revolutionised genomic science in recent years. However, due to cost and other practical considerations, single-cell analyses are impossible for studies based on medium or large patient cohorts. For example, a single-cell analysis usually costs thousands of euros for one tis...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8655091/ https://www.ncbi.nlm.nih.gov/pubmed/34880407 http://dx.doi.org/10.1038/s41598-021-03161-7 |
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author | Bartlett, Thomas E. Jia, Peiwen Chandna, Swati Roy, Sandipan |
author_facet | Bartlett, Thomas E. Jia, Peiwen Chandna, Swati Roy, Sandipan |
author_sort | Bartlett, Thomas E. |
collection | PubMed |
description | Single-cell analysis has revolutionised genomic science in recent years. However, due to cost and other practical considerations, single-cell analyses are impossible for studies based on medium or large patient cohorts. For example, a single-cell analysis usually costs thousands of euros for one tissue sample from one volunteer, meaning that typical studies using single-cell analyses are based on very few individuals. While single-cell genomic data can be used to examine the phenotype of individual cells, cell-type deconvolution methods are required to track the quantities of these cells in bulk-tissue genomic data. Hormone receptor negative breast cancers are highly aggressive, and are thought to originate from a subtype of epithelial cells called the luminal progenitor. In this paper, we show how to quantify the number of luminal progenitor cells as well as other epithelial subtypes in breast tissue samples using DNA and RNA based measurements. We find elevated levels of cells which resemble these hormone receptor negative luminal progenitor cells in breast tumour biopsies of hormone receptor negative cancers, as well as in healthy breast tissue samples from BRCA1 (FANCS) mutation carriers. We also find that breast tumours from carriers of heterozygous mutations in non-BRCA Fanconi Anaemia pathway genes are much more likely to be hormone receptor negative. These findings have implications for understanding hormone receptor negative breast cancers, and for breast cancer screening in carriers of heterozygous mutations of Fanconi Anaemia pathway genes. |
format | Online Article Text |
id | pubmed-8655091 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-86550912021-12-13 Inference of tissue relative proportions of the breast epithelial cell types luminal progenitor, basal, and luminal mature Bartlett, Thomas E. Jia, Peiwen Chandna, Swati Roy, Sandipan Sci Rep Article Single-cell analysis has revolutionised genomic science in recent years. However, due to cost and other practical considerations, single-cell analyses are impossible for studies based on medium or large patient cohorts. For example, a single-cell analysis usually costs thousands of euros for one tissue sample from one volunteer, meaning that typical studies using single-cell analyses are based on very few individuals. While single-cell genomic data can be used to examine the phenotype of individual cells, cell-type deconvolution methods are required to track the quantities of these cells in bulk-tissue genomic data. Hormone receptor negative breast cancers are highly aggressive, and are thought to originate from a subtype of epithelial cells called the luminal progenitor. In this paper, we show how to quantify the number of luminal progenitor cells as well as other epithelial subtypes in breast tissue samples using DNA and RNA based measurements. We find elevated levels of cells which resemble these hormone receptor negative luminal progenitor cells in breast tumour biopsies of hormone receptor negative cancers, as well as in healthy breast tissue samples from BRCA1 (FANCS) mutation carriers. We also find that breast tumours from carriers of heterozygous mutations in non-BRCA Fanconi Anaemia pathway genes are much more likely to be hormone receptor negative. These findings have implications for understanding hormone receptor negative breast cancers, and for breast cancer screening in carriers of heterozygous mutations of Fanconi Anaemia pathway genes. Nature Publishing Group UK 2021-12-08 /pmc/articles/PMC8655091/ /pubmed/34880407 http://dx.doi.org/10.1038/s41598-021-03161-7 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Bartlett, Thomas E. Jia, Peiwen Chandna, Swati Roy, Sandipan Inference of tissue relative proportions of the breast epithelial cell types luminal progenitor, basal, and luminal mature |
title | Inference of tissue relative proportions of the breast epithelial cell types luminal progenitor, basal, and luminal mature |
title_full | Inference of tissue relative proportions of the breast epithelial cell types luminal progenitor, basal, and luminal mature |
title_fullStr | Inference of tissue relative proportions of the breast epithelial cell types luminal progenitor, basal, and luminal mature |
title_full_unstemmed | Inference of tissue relative proportions of the breast epithelial cell types luminal progenitor, basal, and luminal mature |
title_short | Inference of tissue relative proportions of the breast epithelial cell types luminal progenitor, basal, and luminal mature |
title_sort | inference of tissue relative proportions of the breast epithelial cell types luminal progenitor, basal, and luminal mature |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8655091/ https://www.ncbi.nlm.nih.gov/pubmed/34880407 http://dx.doi.org/10.1038/s41598-021-03161-7 |
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