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Human basal-like breast cancer is represented by one of the two mammary tumor subtypes in dogs
BACKGROUND: About 20% of breast cancers in humans are basal-like, a subtype that is often triple-negative and difficult to treat. An effective translational model for basal-like breast cancer is currently lacking and urgently needed. To determine whether spontaneous mammary tumors in pet dogs could...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10546663/ https://www.ncbi.nlm.nih.gov/pubmed/37789381 http://dx.doi.org/10.1186/s13058-023-01705-5 |
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author | Watson, Joshua Wang, Tianfang Ho, Kun-Lin Feng, Yuan Mahawan, Tanakamol Dobbin, Kevin K. Zhao, Shaying |
author_facet | Watson, Joshua Wang, Tianfang Ho, Kun-Lin Feng, Yuan Mahawan, Tanakamol Dobbin, Kevin K. Zhao, Shaying |
author_sort | Watson, Joshua |
collection | PubMed |
description | BACKGROUND: About 20% of breast cancers in humans are basal-like, a subtype that is often triple-negative and difficult to treat. An effective translational model for basal-like breast cancer is currently lacking and urgently needed. To determine whether spontaneous mammary tumors in pet dogs could meet this need, we subtyped canine mammary tumors and evaluated the dog–human molecular homology at the subtype level. METHODS: We subtyped 236 canine mammary tumors from 3 studies by applying various subtyping strategies on their RNA-seq data. We then performed PAM50 classification with canine tumors alone, as well as with canine tumors combined with human breast tumors. We identified feature genes for human BLBC and luminal A subtypes via machine learning and used these genes to repeat canine-alone and cross-species tumor classifications. We investigated differential gene expression, signature gene set enrichment, expression association, mutational landscape, and other features for dog–human subtype comparison. RESULTS: Our independent genome-wide subtyping consistently identified two molecularly distinct subtypes among the canine tumors. One subtype is mostly basal-like and clusters with human BLBC in cross-species PAM50 and feature gene classifications, while the other subtype does not cluster with any human breast cancer subtype. Furthermore, the canine basal-like subtype recaptures key molecular features (e.g., cell cycle gene upregulation, TP53 mutation) and gene expression patterns that characterize human BLBC. It is enriched in histological subtypes that match human breast cancer, unlike the other canine subtype. However, about 33% of canine basal-like tumors are estrogen receptor negative (ER−) and progesterone receptor positive (PR+), which is rare in human breast cancer. Further analysis reveals that these ER−PR+ canine tumors harbor additional basal-like features, including upregulation of genes of interferon-γ response and of the Wnt-pluripotency pathway. Interestingly, we observed an association of PGR expression with gene silencing in all canine tumors and with the expression of T cell exhaustion markers (e.g., PDCD1) in ER−PR+ canine tumors. CONCLUSIONS: We identify a canine mammary tumor subtype that molecularly resembles human BLBC overall and thus could serve as a vital translational model of this devastating breast cancer subtype. Our study also sheds light on the dog–human difference in the mammary tumor histology and the hormonal cycle. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13058-023-01705-5. |
format | Online Article Text |
id | pubmed-10546663 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-105466632023-10-04 Human basal-like breast cancer is represented by one of the two mammary tumor subtypes in dogs Watson, Joshua Wang, Tianfang Ho, Kun-Lin Feng, Yuan Mahawan, Tanakamol Dobbin, Kevin K. Zhao, Shaying Breast Cancer Res Research BACKGROUND: About 20% of breast cancers in humans are basal-like, a subtype that is often triple-negative and difficult to treat. An effective translational model for basal-like breast cancer is currently lacking and urgently needed. To determine whether spontaneous mammary tumors in pet dogs could meet this need, we subtyped canine mammary tumors and evaluated the dog–human molecular homology at the subtype level. METHODS: We subtyped 236 canine mammary tumors from 3 studies by applying various subtyping strategies on their RNA-seq data. We then performed PAM50 classification with canine tumors alone, as well as with canine tumors combined with human breast tumors. We identified feature genes for human BLBC and luminal A subtypes via machine learning and used these genes to repeat canine-alone and cross-species tumor classifications. We investigated differential gene expression, signature gene set enrichment, expression association, mutational landscape, and other features for dog–human subtype comparison. RESULTS: Our independent genome-wide subtyping consistently identified two molecularly distinct subtypes among the canine tumors. One subtype is mostly basal-like and clusters with human BLBC in cross-species PAM50 and feature gene classifications, while the other subtype does not cluster with any human breast cancer subtype. Furthermore, the canine basal-like subtype recaptures key molecular features (e.g., cell cycle gene upregulation, TP53 mutation) and gene expression patterns that characterize human BLBC. It is enriched in histological subtypes that match human breast cancer, unlike the other canine subtype. However, about 33% of canine basal-like tumors are estrogen receptor negative (ER−) and progesterone receptor positive (PR+), which is rare in human breast cancer. Further analysis reveals that these ER−PR+ canine tumors harbor additional basal-like features, including upregulation of genes of interferon-γ response and of the Wnt-pluripotency pathway. Interestingly, we observed an association of PGR expression with gene silencing in all canine tumors and with the expression of T cell exhaustion markers (e.g., PDCD1) in ER−PR+ canine tumors. CONCLUSIONS: We identify a canine mammary tumor subtype that molecularly resembles human BLBC overall and thus could serve as a vital translational model of this devastating breast cancer subtype. Our study also sheds light on the dog–human difference in the mammary tumor histology and the hormonal cycle. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13058-023-01705-5. BioMed Central 2023-10-03 2023 /pmc/articles/PMC10546663/ /pubmed/37789381 http://dx.doi.org/10.1186/s13058-023-01705-5 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/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 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/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Watson, Joshua Wang, Tianfang Ho, Kun-Lin Feng, Yuan Mahawan, Tanakamol Dobbin, Kevin K. Zhao, Shaying Human basal-like breast cancer is represented by one of the two mammary tumor subtypes in dogs |
title | Human basal-like breast cancer is represented by one of the two mammary tumor subtypes in dogs |
title_full | Human basal-like breast cancer is represented by one of the two mammary tumor subtypes in dogs |
title_fullStr | Human basal-like breast cancer is represented by one of the two mammary tumor subtypes in dogs |
title_full_unstemmed | Human basal-like breast cancer is represented by one of the two mammary tumor subtypes in dogs |
title_short | Human basal-like breast cancer is represented by one of the two mammary tumor subtypes in dogs |
title_sort | human basal-like breast cancer is represented by one of the two mammary tumor subtypes in dogs |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10546663/ https://www.ncbi.nlm.nih.gov/pubmed/37789381 http://dx.doi.org/10.1186/s13058-023-01705-5 |
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