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Construction of stemness gene score by bulk and single-cell transcriptome to characterize the prognosis of breast cancer

Breast cancer (BC) is a heterogeneous disease characterized by significant differences in prognosis and therapy response. Numerous prognostic tools have been developed for breast cancer. Usually these tools are based on bulk RNA-sequencing (RNA-Seq) and ignore tumor heterogeneity. Consequently, the...

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Autores principales: Lin, Jun, Feng, Deyi, Liu, Jie, Yang, Ye, Wei, Xujin, Lin, Wenqian, Lin, Qun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Impact Journals 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10496995/
https://www.ncbi.nlm.nih.gov/pubmed/37602872
http://dx.doi.org/10.18632/aging.204963
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author Lin, Jun
Feng, Deyi
Liu, Jie
Yang, Ye
Wei, Xujin
Lin, Wenqian
Lin, Qun
author_facet Lin, Jun
Feng, Deyi
Liu, Jie
Yang, Ye
Wei, Xujin
Lin, Wenqian
Lin, Qun
author_sort Lin, Jun
collection PubMed
description Breast cancer (BC) is a heterogeneous disease characterized by significant differences in prognosis and therapy response. Numerous prognostic tools have been developed for breast cancer. Usually these tools are based on bulk RNA-sequencing (RNA-Seq) and ignore tumor heterogeneity. Consequently, the goal of this study was to construct a single-cell level tool for predicting the prognosis of BC patients. In this study, we constructed a stemness-risk gene score (SGS) model based on single-sample gene set enrichment analysis (ssGSEA). Patients were divided into two groups based on the median SGS. Patients with a high SGS scores had a significantly worse prognosis than those with a low SGS, and these groups exhibited differences in several tumor characteristics, such as immune infiltration, gene mutations, and copy number variants. Our results indicate that the SGS is a reliable tool for predicting prognosis and response to immunotherapy in BC patients.
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spelling pubmed-104969952023-09-13 Construction of stemness gene score by bulk and single-cell transcriptome to characterize the prognosis of breast cancer Lin, Jun Feng, Deyi Liu, Jie Yang, Ye Wei, Xujin Lin, Wenqian Lin, Qun Aging (Albany NY) Research Paper Breast cancer (BC) is a heterogeneous disease characterized by significant differences in prognosis and therapy response. Numerous prognostic tools have been developed for breast cancer. Usually these tools are based on bulk RNA-sequencing (RNA-Seq) and ignore tumor heterogeneity. Consequently, the goal of this study was to construct a single-cell level tool for predicting the prognosis of BC patients. In this study, we constructed a stemness-risk gene score (SGS) model based on single-sample gene set enrichment analysis (ssGSEA). Patients were divided into two groups based on the median SGS. Patients with a high SGS scores had a significantly worse prognosis than those with a low SGS, and these groups exhibited differences in several tumor characteristics, such as immune infiltration, gene mutations, and copy number variants. Our results indicate that the SGS is a reliable tool for predicting prognosis and response to immunotherapy in BC patients. Impact Journals 2023-08-18 /pmc/articles/PMC10496995/ /pubmed/37602872 http://dx.doi.org/10.18632/aging.204963 Text en Copyright: © 2023 Lin et al. https://creativecommons.org/licenses/by/3.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/3.0/) (CC BY 3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Paper
Lin, Jun
Feng, Deyi
Liu, Jie
Yang, Ye
Wei, Xujin
Lin, Wenqian
Lin, Qun
Construction of stemness gene score by bulk and single-cell transcriptome to characterize the prognosis of breast cancer
title Construction of stemness gene score by bulk and single-cell transcriptome to characterize the prognosis of breast cancer
title_full Construction of stemness gene score by bulk and single-cell transcriptome to characterize the prognosis of breast cancer
title_fullStr Construction of stemness gene score by bulk and single-cell transcriptome to characterize the prognosis of breast cancer
title_full_unstemmed Construction of stemness gene score by bulk and single-cell transcriptome to characterize the prognosis of breast cancer
title_short Construction of stemness gene score by bulk and single-cell transcriptome to characterize the prognosis of breast cancer
title_sort construction of stemness gene score by bulk and single-cell transcriptome to characterize the prognosis of breast cancer
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10496995/
https://www.ncbi.nlm.nih.gov/pubmed/37602872
http://dx.doi.org/10.18632/aging.204963
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